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Qlik Sense for Insurance from Qlik
Associative data modeling, AI-powered insights, real-time risk analytics, underwriting decision support, embedded analytics, mobile dashboards, self-service visualization, guided analytics, and integration with insurance core systems.
Product analysis by function
Data Visualization Tools for Underwriting
Software that presents complex risk data in intuitive visual formats, enabling underwriters to identify patterns, trends, and outliers more efficiently in large datasets.
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Data Integration
(9 Yes /9 Known /10 Possible features)
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Multi-Source Data Import Ability to import data from spreadsheets, databases, APIs, and cloud applications. |
Qlik Sense supports importing data from spreadsheets, databases, APIs, and cloud apps as part of its core offering, confirmed in product specs and documentation. | |
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Real-Time Data Sync Automatically updates visualizations as data sources change. |
Qlik Sense provides real-time data sync capabilities, updating dashboards as source data changes (see 'real-time analytics' claim and documentation). | |
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Custom Data Connectors Supports custom connectors to niche insurance data sources (e.g., reinsurance systems, claims databases). |
Custom connectors can be built using Qlik's APIs and Qlik Web Connectors. Integration with insurance niche systems is promoted as a partner/custom project feature. | |
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Data Transformation Provides tools for cleaning, transforming, and normalizing data within the platform. |
Qlik Sense includes extensive data transformation tools as part of its ETL/data prep layer. | |
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Large Data Volume Capacity Maximum size of importable datasets. |
No information available | |
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Data Enrichment Ability to augment existing datasets with 3rd party data (demographics, property risk scores, etc.) |
Qlik enables data enrichment via integration with 3rd-party services/APIs (demographics, risk scores), as per documentation and partner solutions. | |
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Scheduling Imports Allows scheduled recurring data pulls for up-to-date insights. |
Scheduling recurring data imports is natively supported ('scheduled reloads'). | |
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Data Quality Checking Automated validation for outliers, missing values, and format consistency. |
Qlik Sense incorporates data quality controls and scripting validation for outliers/missing values. | |
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Support for Insurtech Standards Compatible with ACORD or other insurance data standards. |
ACORD and other insurtech standards can be accommodated through prebuilt or custom connectors and partners, confirmed in solution partner materials. | |
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Data Lineage Tracking Keeps track of the source and transformation path of data. |
Qlik Sense supports full data lineage tracking for governance and auditing, as detailed in Qlik's governance documentation. |
Visualization Capabilities
(11 Yes /11 Known /12 Possible features)
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Interactive Dashboards Build and share dashboards with real-time filters. |
Interactive, real-time dashboards are a core product feature. | |
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Custom Chart Types Supports bar, line, scatter, heat maps, geospatial, network diagrams, and industry-specific visuals. |
Bar, line, scatter, heat maps, geospatial and custom chart types are supported, including insurance-specific visuals via extensions. | |
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Drill-Down Analysis Dive into granular detail directly from dashboards. |
Drill-down analysis is one of Qlik Sense's foundational features (associative engine). | |
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KPI and Metrics Cards At-a-glance display of key underwriting metrics (loss ratio, exposure, premium, etc.). |
KPI/metric cards (for loss ratio, exposure, etc.) are natively available in dashboards. | |
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Geospatial Mapping Visualize risk concentration and policy distribution on maps. |
Geospatial mapping is standard in Qlik Sense, including insurance-relevant mapping capabilities. | |
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Side-by-Side Comparisons Directly compare multiple entities or time periods. |
Side-by-side comparisons (multiple selections, alternative states) are well supported. | |
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Customizable Themes and Branding Align dashboard appearance with company brand standards. |
Dashboards can be customized for themes/branding (company logos, colors) via Qlik Sense dev options. | |
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Automatic Visualization Recommendation Suggests optimal chart types based on data structure. |
Qlik's Insight Advisor suggests optimal visualizations based on the data structure. | |
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Number of Supported Visualization Types How many unique chart and visualization types are included. |
No information available | |
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Embedded Visualizations Allows sharing or embedding charts in underwriting portals or presentations. |
Qlik Sense supports embedding of visualizations via iFrames/JavaScript for portals/presentations. | |
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Export Options Export dashboards or charts as images, pdf, interactive html, etc. |
Export to image, PDF, and interactive HTML is natively available. | |
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Mobile-Friendly Dashboards Dashboards automatically adapt to smaller screens. |
Qlik Sense dashboards are mobile responsive and available via native apps. |
User Experience & Collaboration
(10 Yes /10 Known /11 Possible features)
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Role-Based Access Control Grant/restrict views and editing of data and dashboards based on user role. |
Role-based access controls are a standard security feature. | |
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Commenting and Annotation Allows users to add comments or highlight insights directly on visualizations. |
Annotations and comments are supported natively in Qlik Sense as of recent releases. | |
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Workflow Integration Integrates with underwriting approval, review, or referral workflows. |
The platform integrates with workflow tools and insurance core systems (noted in partner documentation). | |
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Personalized Dashboards Users can build, save, and set default dashboards tailored to their workflow. |
Personalized dashboards (e.g., 'my dashboard') are a staple Qlik Sense feature. | |
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Collaboration Tools Share dashboards, schedule reports, send email alerts, and assign tasks. |
Dashboards, reports, and alerts can be shared, scheduled, and assigned to collaborators. | |
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Multi-Language Support The interface is available in multiple languages. |
Qlik Sense includes multi-language support, as per product documentation. | |
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End-User Training Resources Comprehensive help, onboarding guides, tutorials. |
Extensive training and onboarding materials are available from Qlik and its partners. | |
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Quick Search Search among dashboards, reports, or data fields for rapid analysis. |
Search across reports, fields, and dashboards is available (Smart Search feature). | |
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Concurrent Users Supported Maximum simultaneous users supported by the platform. |
No information available | |
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Custom Notifications Push alerts for key metric changes, risk spikes, etc. |
Qlik Sense enables custom alerts and notifications for key risk metrics. | |
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Accessibility Compliance Meets standards for accessibility (WCAG, ADA), essential for larger insurers. |
Qlik Sense's web client is designed with WCAG compliance guidance, but full compliance level should be confirmed for specific deployments. |
Advanced Analytics Integration
(10 Yes /10 Known /10 Possible features)
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Predictive Analytics Support Visualize outputs from predictive risk, pricing, and fraud detection models. |
Qlik Sense supports predictive models output visualization, including integration with Python/R for model results. | |
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What-If Analysis Tools Explore scenarios and their impact on key metrics. |
What-If analysis is supported via dynamic variables, sliders, and scenario modeling objects. | |
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Integration with Actuarial Models Can visualize data/results from actuarial tools or software. |
Qlik Sense can integrate with actuarial models (Excel, R, SAS, Python, etc.) for visualization. | |
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Statistical Summary Visualizations Automatic display of mean, median, standard deviation, loss cost distribution, etc. |
Statistical summary charts and tables (mean, median, loss distros, etc.) are supported via built-in functions. | |
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Correlation Matrix Visualization Visual representation of relationships between variables (peril, region, profile). |
Correlation matrix visualizations can be created within Qlik Sense using built-in chart types or extensions. | |
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Machine Learning Model Insights Integration with ML platforms for visualizing feature importance, model lift, etc. |
ML results (feature importance, lift, etc.) can be displayed by integrating with ML platforms (Python/R integrations). | |
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Custom Formula Builders Users can define custom metrics/formulas for underwriting KPIs in the platform. |
Custom formula (expression) building for new KPIs is a fundamental Qlik Sense feature. | |
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Time-Series Forecasting Visual tools for historical and projected trends (claims counts, premium, etc.). |
Time-series and forecast visualizations are available via built-in and extension charts. | |
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Anomaly / Outlier Detection Visualization Highlights suspicious activity (fraud, errors) with automated graphics. |
Anomaly/Outlier detection visualizations can be created or imported from analytics platforms via Qlik Sense. | |
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Integration APIs for Data Science Tools Connects to R, Python, or similar tools for custom analytics. |
Integration APIs to link to R, Python, and similar analytics tools are a documented capability. |
Security & Compliance
(10 Yes /10 Known /10 Possible features)
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Data Encryption At Rest/Transit Ensures data is always encrypted, both stored and in transmission. |
Data is encrypted at rest and in transit in Qlik Sense Enterprise as a security best practice. | |
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Audit Logs Comprehensive tracking of data access and changes for compliance. |
Qlik Sense provides robust audit logs for all data access, editing, and administration. | |
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Single Sign-On (SSO) Support Integrates with company SSO for seamless and secure access. |
Single Sign-On (SSO) is supported via SAML, OAuth, etc., for enterprise security. | |
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GDPR and Local Data Residency Compliance with data privacy regulations including data localization. |
Qlik Cloud is GDPR compliant and supports local data residency options for regulated industries. | |
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Multi-Factor Authentication Adds an extra layer of access security for user accounts. |
Multi-factor authentication is available for both cloud and on-premises deployments. | |
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Automatic Data Masking Sensitive fields (PII, health, etc.) can be obfuscated by policy. |
Data masking for sensitive fields is available via Qlik's data load script or governed field-level security. | |
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Custom Access Permissions Fine-grained control by report, field, or row level. |
Supports fine-grained permissions by report, field, and row through section access controls. | |
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Security Certifications Held Compliance with standards (ISO27001, SOC 2, etc.). |
Qlik has achieved InfoSec certifications including ISO27001 and SOC2 for its cloud offering. | |
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Self-Hosted Deployment Option Can be deployed in a private data center or on-premises environment. |
Self-hosted (on-premises) deployment is an option for Qlik Sense Enterprise. | |
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Automatic Session Timeout Sessions expire after a defined period of inactivity. |
Session timeout policies are configurable as per Qlik Sense server settings. |
Integration & Scalability
(8 Yes /8 Known /10 Possible features)
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Open API Availability Robust API to push/pull data and automate processes. |
Qlik Sense offers extensive Open APIs (REST, JavaScript) for automation and integration. | |
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Plug-Ins for Insurance Core Systems Direct integrations for systems like Duck Creek, Guidewire, etc. |
Solution briefs and partner pages detail Qlik plug-ins for core insurance systems (e.g., Guidewire, Duck Creek). | |
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Marketplace Add-Ons Access to a library of add-ons/extensions. |
Marketplace add-ons available via Qlik Branch and partner ecosystem. | |
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Customizable ETL Pipelines Create, schedule, and manage ETL jobs within the platform. |
Custom ETL flows can be configured with Qlik Data Integration/Compose, and within Sense scripts. | |
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High Availability SLA Platform uptime guarantee. |
No information available | |
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Support for High Concurrency System can handle large numbers of simultaneous users and complex queries. |
The Qlik Sense engine is designed for high concurrency and scales for enterprise use. | |
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On-Premises, Cloud, and Hybrid Deployment Flexible deployment options based on IT and compliance strategy. |
On-premises, cloud, and hybrid deployment options are available. | |
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Batch and Streaming Data Processing Handles both scheduled (batch) and real-time (streaming) data ingestion. |
Batch and real-time (streaming) data ingestion is supported via Qlik Data Integration and 3rd-party connectors. | |
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Number of Supported Integrations How many unique partner systems/APIs are available out-of-the-box. |
No information available | |
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Custom Script Support Allows custom Python, R, or SQL code to run inside data processes. |
Qlik Sense supports custom scripts/extensions using Python, R, and SQL. |
Reporting & Distribution
(10 Yes /10 Known /10 Possible features)
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Scheduled Report Delivery Automated delivery of reports/dashboards via email or other channels. |
Scheduled report delivery via email and other channels is a built-in feature. | |
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Custom Report Builder Easily build bespoke reports from any dataset. |
Custom report building is at the core of Qlik Sense functionality. | |
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Distribution to External Partners Share reports securely with outside brokers or reinsurers. |
Ability to share dashboards with external parties via secure links or exports. | |
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PDF, Excel, Image Export One-click export of visuals into common office formats. |
One-click export to PDF, Excel, and images is native in Qlik Sense. | |
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Dynamic Report Filtering End-users can apply filters and customize their view on delivered reports. |
Dynamic report filtering and selection is a standard feature in Qlik Sense. | |
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Auto-Generated Executive Summaries Narrative summaries of KPI movements and trends. |
Narrative summaries of data (natural language insights) available via Qlik Insight Advisor. | |
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Subscription Management Users can subscribe to and manage alerts for specific dashboards. |
Users can subscribe to dashboards and manage alerts via the Qlik Hub. | |
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Public and Private Link Sharing Control whether links are public, SSO-restricted, or one-time. |
Sharing options include public, private (SSO), or one-time link shares. | |
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Report Versioning Track and view previous versions or dashboards. |
Report versioning available for Qlik Sense Enterprise; prior versions and rollback. | |
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Custom Print Formatting Set paper size, watermark, page headers, and logos for printed reports. |
Custom print formatting (paper size, headers, logos) can be set in Qlik's reporting module. |
Performance & Reliability
(2 Yes /2 Known /10 Possible features)
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Dashboard Load Time Average time to load complex dashboards. |
No information available | |
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Query Execution Speed Average time to process user-initiated queries. |
No information available | |
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Concurrent Query Capacity Number of simultaneous queries supported before performance degrades. |
No information available | |
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Uptime Guarantee Service Level Agreement (SLA) for platform reliability. |
No information available | |
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Data Refresh Frequency Shortest interval between data refreshes (lower is better). |
No information available | |
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Scalability for Users How easily user capacity can be increased. |
Cloud and server editions allow simple user upgrades, scaling easily with enterprise or business growth. | |
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Auto-Scaling Infrastructure Infrastructure automatically scales to meet variable loads. |
Qlik Sense includes auto-scaling in its cloud offering to handle variable workloads. | |
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Disaster Recovery Time Objective (RTO) Maximum tolerable downtime after a disruption. |
No information available | |
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Maximum Supported Dataset Size Largest dataset size supported for analysis. |
No information available | |
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Guaranteed Backup Frequency Frequency of automatic system backups. |
No information available |
Cost & Licensing
(8 Yes /9 Known /10 Possible features)
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Per-User vs. Unlimited Licensing Pricing flexibility based on company size and usage pattern. |
Qlik Sense offers both per-user and enterprise/unlimited licensing models. | |
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Transparent Pricing Model Costs are clearly published and predictable. |
Transparent pricing is published for Qlik Sense SaaS (cloud) and available from partners for enterprise sales. | |
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Free Trial / Proof of Concept Availability Option to test full features before commitment. |
Free trial and proof-of-concept programs are available directly on qlik.com. | |
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Pay-as-You-Go Option No long-term contractual commitment required. |
Not as far as we are aware.* A pay-as-you-go option is not standard for Qlik; most licensing is subscription or annual. | |
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Bulk License Discounts Discounts for enterprise-scale use. |
Bulk discounts are available for enterprise and site licenses via Qlik's sales team. | |
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Academic/Non-Profit Tier Reduced pricing for research or non-profit institutions. |
Academic and non-profit pricing is available as a special program. | |
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All Features Included No hidden or tiered feature restrictions. |
No information available | |
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Ongoing Maintenance Fees Maintenance or support costs are bundled/transparent. |
Qlik's pricing is transparent and includes maintenance/support costs. | |
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Custom Contract Lengths Offered Flexible contractual terms to suit business needs. |
Contract lengths are flexible (annual, multi-year) to suit business size and needs. | |
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Self-Service Procurement Ability to purchase/licence directly online. |
Qlik cloud/SaaS can be purchased directly online (self-service procurement). |
Support & Vendor Services
(10 Yes /10 Known /10 Possible features)
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24/7 Technical Support At least one support channel is always available. |
Qlik offers 24/7 support via its support portal for technical issues. | |
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SLAs for Support Response Guaranteed response times for critical issues. |
SLAs for response to critical issues are part of Qlik's premium/enterprise support. | |
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Dedicated Account Manager Personalized support through a named representative. |
Enterprise/strategic clients have a dedicated account manager. | |
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Onboarding Implementation Services Professional onboarding and solution customization. |
Qlik partners provide onboarding/implementation services. | |
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Custom Feature Development Willingness to build or adjust features upon request. |
Custom feature development is available via Qlik partners/professional services. | |
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Regular Product Updates Continuous improvement, release roadmaps shared. |
Regular product updates and detailed roadmaps are shared via customer channels. | |
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User Community Forums Active user groups for peer support and best practice sharing. |
Qlik maintains active community forums. | |
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Comprehensive Documentation Full user/admin guides and integration references. |
Comprehensive documentation is available via the Qlik Help portal. | |
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Training and Certification Programs Structured courses and certifications for users. |
Training and certification programs are regularly offered by Qlik. | |
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Customer Feedback Channels Input mechanisms for feature requests and improvement suggestions. |
User feedback and feature request channels are active (Qlik Ideas portal). |
Product Performance Dashboards for Product Development
Visualization tools that track key performance indicators for insurance products, helping teams identify trends and make data-driven optimization decisions.
More Product Performance Dashboards
More Product Development ...
Data Integration & Connectivity
(0 Yes /0 Known /10 Possible features)
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Multi-Source Connectivity Connects to multiple internal and external data sources (e.g., policy admin, claims, CRM, external data services). |
. | No information available |
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Real-Time Data Sync Supports updating data in real-time or near real-time for up-to-date dashboard views. |
. | No information available |
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APIs Support Offers robust API access for inbound and outbound data ingestion. |
. | No information available |
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Scheduled Data Refresh Automates regular data refreshes at configurable intervals. |
. | No information available |
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Manual Data Upload Allows users to upload and import data files directly into the dashboard. |
. | No information available |
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Data Model Flexibility Can accommodate varying data models or schemas (custom fields, entity adjustments). |
. | No information available |
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Data Validation Automatically checks and highlights data inconsistencies, missing values, or errors upon ingestion. |
. | No information available |
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ETL (Extract, Transform, Load) Automation Automates extraction, transformation, and loading of data for dashboard preparation. |
. | No information available |
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Data Volume Handling Maximum data records supported per dashboard update cycle. |
. | No information available |
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Data Latency Time between data generation and its representation on the dashboard. |
. | No information available |
KPI and Metrics Tracking
(0 Yes /0 Known /9 Possible features)
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Custom KPI Configuration Ability to define new KPIs tailored to specific product or project needs. |
. | No information available |
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Pre-Built Insurance KPIs Includes a library of commonly used insurance KPIs (loss ratio, claims frequency, policy growth, etc.). |
. | No information available |
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Metric Drill-Down Navigate from high-level KPIs into underlying metrics, products, or business segments. |
. | No information available |
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Trend Analysis Visualizes KPIs over time to highlight trends and seasonality. |
. | No information available |
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Target/Benchmark Comparison Compare current performance against predefined targets or historical benchmarks. |
. | No information available |
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Variance Analysis Highlights variances between actual, forecasted, and target KPIs. |
. | No information available |
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Real-Time KPI Updates KPIs are updated automatically as soon as data changes. |
. | No information available |
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Automated Alerts on KPI Changes Sends notifications when KPIs cross certain thresholds. |
. | No information available |
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KPI Calculation Speed Average computation time to refresh or recalculate KPIs. |
. | No information available |
Visualization and User Interface
(0 Yes /0 Known /9 Possible features)
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Chart Types Range of visualizations supported (bar, line, pie, heatmaps, waterfall, etc.). |
. | No information available |
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Interactive Dashboards Users can filter, drill down, and interact with dashboard elements in real time. |
. | No information available |
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Customizable Layouts Flexibility in arranging and customizing dashboard views and widgets. |
. | No information available |
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Theming/Branding Options Can apply organization-specific colors, logos, and styles. |
. | No information available |
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Mobile Responsiveness Dashboard interfaces adjust for optimal display and use on mobile devices. |
. | No information available |
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Export/Download Visualizations Export charts, dashboards, or data in various formats (PDF, Excel, PNG, etc.). |
. | No information available |
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Dashboard Load Time Time it takes for a dashboard to become interactive after opening. |
. | No information available |
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Widget Library Size Number of pre-built widgets or visualization tools available. |
. | No information available |
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Accessibility Compliance Supports WCAG or similar accessibility standards for diverse user needs. |
. | No information available |
Collaboration & Workflow
(0 Yes /0 Known /8 Possible features)
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Commenting/Annotation Users can annotate dashboards, data points, or charts for discussion. |
. | No information available |
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Sharing Controls Granular control over who can share, publish, or distribute dashboards. |
. | No information available |
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Role-Based Access Set permissions by role or user group (view, edit, admin, etc.). |
. | No information available |
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Real-Time Collaborative Editing Multiple users can view and edit dashboards simultaneously. |
. | No information available |
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Task Assignment & Workflow Integration Assign tasks related to dashboard insights and link to workflow tools (JIRA, Asana, etc.). |
. | No information available |
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Version Control Track changes and revert to previous dashboard versions as needed. |
. | No information available |
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Insight Sharing Frequency Maximum scheduled dashboard/email share events supported per day. |
. | No information available |
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User Notification Options Supports multiple modes of user notification (email, in-app, SMS, etc.). |
. | No information available |
Security & Compliance
(0 Yes /0 Known /8 Possible features)
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Data Encryption at Rest Data stored within the system is encrypted for security. |
. | No information available |
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Data Encryption in Transit Data is encrypted during transmission between systems or users. |
. | No information available |
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Audit Logging All user access and changes are logged for review and audit. |
. | No information available |
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Single Sign-On (SSO) Support Supports secure, centralized authentication via SSO. |
. | No information available |
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Multi-Factor Authentication Requires more than one method to authenticate user access. |
. | No information available |
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GDPR/Data Privacy Tools Supports data subject requests and other privacy obligations. |
. | No information available |
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Role-Based Security Policies Policies can be tailored to different user types and roles. |
. | No information available |
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Regulatory Compliance Certifications Holds recognized certifications (SOC 2, ISO 27001, etc.). |
. | No information available |
Alerting & Notification
(0 Yes /0 Known /6 Possible features)
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Threshold-Based Alerts Users can set thresholds on KPIs to trigger notifications. |
. | No information available |
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Frequency of Notification Frequency at which the system can send notifications for events or alerts. |
. | No information available |
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Multi-Channel Notification Delivery of alerts via multiple channels (email, SMS, push, in-app). |
. | No information available |
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Alert Customization Users can define severity, channel, and format of notification. |
. | No information available |
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Summary Digest Emails Option to receive summarised reports on performance periodically. |
. | No information available |
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Escalation Protocols Unresolved alerts can be escalated and re-assigned automatically. |
. | No information available |
Analytics & Advanced Insights
(0 Yes /0 Known /8 Possible features)
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Statistical Analysis Tools Built-in options for statistical evaluation (correlations, distributions, significance tests, etc.). |
. | No information available |
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Predictive Analytics Integration Can include or connect to predictive models for forecasting performance. |
. | No information available |
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Segmentation Analysis Supports analysis by customer cohort, product line, or other segments. |
. | No information available |
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Historical Data Archiving Archives historical data for longitudinal analysis. |
. | No information available |
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Anomaly Detection Automatically surfaces outliers or unexpected patterns. |
. | No information available |
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Scenario/What-If Analysis Test the impact of changing variables on key metrics. |
. | No information available |
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Advanced Filtering Capabilities Complex slicing and dicing of data for granular views. |
. | No information available |
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Time to Insight Average time from query/action to answer/insight surfaced. |
. | No information available |
Integration with Insurance Product Lifecycle
(0 Yes /0 Known /6 Possible features)
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Project Management Integration Connects with project management tools to feed insights into agile cycles. |
. | No information available |
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Product Version Tracking Links performance data to specific product releases/versions. |
. | No information available |
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A/B Testing Support Handles side-by-side comparisons of product variants in real time. |
. | No information available |
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Feature Impact Analysis Determines how individual product features affect performance KPIs. |
. | No information available |
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Change Log Visualization Timeline tracking of key product changes and their outcomes. |
. | No information available |
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Feedback Loop Integration Links user or broker feedback directly to dashboard metrics. |
. | No information available |
User Management & Administration
(0 Yes /0 Known /5 Possible features)
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User Provisioning & Deprovisioning Automated user account creation/removal via central directory or manually. |
. | No information available |
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User Audit Reporting Periodic reporting of user activity for compliance. |
. | No information available |
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Bulk User Upload Ability to onboard large groups of users at once. |
. | No information available |
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License Usage Analytics Tracks assigned vs. used licenses and access patterns. |
. | No information available |
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Custom Role Definitions Set up custom roles with tailored permissions. |
. | No information available |
Support, Training, & Documentation
(0 Yes /0 Known /7 Possible features)
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User Onboarding Flow Guided onboarding tours and tutorials for new users. |
. | No information available |
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Context-Sensitive Help In-app help that adjusts to context or screen. |
. | No information available |
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24/7 Customer Support Access to vendor support at all times. |
. | No information available |
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Community Forum/Knowledge Base Searchable resource for best practices, FAQs. |
. | No information available |
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Documentation Completeness Level of detail in documentation provided. |
. | No information available |
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Training Materials Available Provision of videos, webinars, and other learning resources. |
. | No information available |
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Onsite Training Option Option for live, instructor-led training at customer location. |
. | No information available |
Predictive Analytics Platforms for Business Intelligence and Analytics
Advanced tools that use statistical models and machine learning to predict future outcomes like claim frequency, severity, customer retention, and fraud probability.
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Data Integration
(0 Yes /0 Known /13 Possible features)
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Multi-source Data Connectivity Ability to integrate and ingest data from various sources such as databases, cloud platforms, spreadsheets, and APIs. |
. | No information available |
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Real-time Data Sync Real-time synchronization of incoming data streams for up-to-date predictions. |
. | No information available |
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Data Cleansing Tools Automated tools to clean, deduplicate, and normalize raw insurance data. |
. | No information available |
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Batch Processing Speed The rate at which batch data loads or ETL jobs are run. |
. | No information available |
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Automated Data Mapping Automatic mapping of data fields from source systems to platform schema. |
. | No information available |
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Data Enrichment APIs Integration with third-party services to enrich internal data (e.g., credit scores, vehicle history). |
. | No information available |
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Historic Data Upload Limits Maximum volume of historic data that can be uploaded for modeling. |
. | No information available |
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Schema Change Detection Detection and alerting when upstream data schemas change. |
. | No information available |
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Event-driven Updates Support for updating models or insights when new events/data arrive. |
. | No information available |
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Data Lineage Tracking Traceability of data sources and transformations for audit and compliance. |
. | No information available |
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Data Privacy Controls Built-in tools for masking or redacting sensitive PII (personally identifiable information). |
. | No information available |
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Integration with Core Insurance Systems Connections with policy administration, claims, underwriting, and customer management systems. |
. | No information available |
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Partner Data Sharing Secure tools and permissions for controlled sharing of datasets with partners. |
. | No information available |
Model Building & Customization
(0 Yes /0 Known /13 Possible features)
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Graphical Model Builder Drag-and-drop or visual tools for constructing predictive models without code. |
. | No information available |
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Custom Algorithm Support Ability to author, import, and use custom algorithms in analytics pipelines. |
. | No information available |
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Automated Feature Engineering Automatic creation and selection of predictive features from raw insurance data. |
. | No information available |
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Hyperparameter Tuning Tool-assisted searching for optimal model parameters. |
. | No information available |
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Model Versioning Automatic tracking and management of model versions and their metadata. |
. | No information available |
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Pre-built Insurance Models Library of industry-specific models, e.g., for claim frequency, fraud detection, churn prediction. |
. | No information available |
|
No-Code/Low-Code Interface Options for business users to create models without programming knowledge. |
. | No information available |
|
Code-based Model Support Support for Python, R, or other programming languages for building custom models. |
. | No information available |
|
Multi-Model Comparison Tools to compare accuracy, speed, and performance of multiple models. |
. | No information available |
|
Model Explainability Tools Built-in features for interpreting and explaining predictions (e.g., SHAP, LIME). |
. | No information available |
|
AutoML Automated machine learning capabilities for speeding up model creation and evaluation. |
. | No information available |
|
Reusable Feature Store Centralized repository to store and reuse engineered features across analytics projects. |
. | No information available |
|
Model Export Formats Supported formats for exporting trained models (e.g., PMML, ONNX). |
. | No information available |
Prediction & Scoring
(0 Yes /0 Known /12 Possible features)
|
Batch Prediction Ability to execute predictions on large datasets at once. |
. | No information available |
|
Real-time API Scoring APIs for instant scoring of customer, claim, or policy records in live systems. |
. | No information available |
|
Concurrent Scoring Capacity Maximum simultaneous scoring requests supported. |
. | No information available |
|
Prediction Latency Average delay between input and receiving prediction. |
. | No information available |
|
Confidence Interval Output Predictions include confidence intervals or probability scores. |
. | No information available |
|
Score Logging & Auditing Comprehensive logging of each prediction for audit and traceability. |
. | No information available |
|
Bulk Import/Export Tools to handle input/output of large datasets in multiple formats (CSV, Parquet, etc.). |
. | No information available |
|
Business Rule Interceptor Ability to trigger rules or workflows based on prediction outcomes. |
. | No information available |
|
Prediction Refresh Rate Frequency with which prediction outputs can be updated. |
. | No information available |
|
Automated Alerts Automatic notifications or alerts based on scores exceeding certain thresholds. |
. | No information available |
|
Anomaly Detection Integrated detection of unusual patterns in input or output data. |
. | No information available |
|
Result Visualization Graphical displays of predictions at the record or portfolio level. |
. | No information available |
Performance & Scalability
(0 Yes /0 Known /11 Possible features)
|
Horizontal Scalability Ability to add computing nodes to handle increased prediction volume. |
. | No information available |
|
Load Balancing System can distribute tasks evenly across computational resources. |
. | No information available |
|
Concurrent User Support Maximum number of users who can operate the system simultaneously. |
. | No information available |
|
Model Training Speed Average time required to train a new model on insurance datasets. |
. | No information available |
|
Uptime SLA Guaranteed minimum system uptime/service availability. |
. | No information available |
|
Automated Resource Scaling System automatically scales cloud or on-premise resources based on demand. |
. | No information available |
|
Parallel Processing Ability to execute multiple jobs or model trainings in parallel. |
. | No information available |
|
Throughput Capacity of the platform for end-to-end data process and prediction. |
. | No information available |
|
High Availability Built-in failover and redundancy for critical components. |
. | No information available |
|
Disaster Recovery Automated backup and restore procedures for platform state and data. |
. | No information available |
|
Elastic Storage Support for dynamic storage scaling as data grows. |
. | No information available |
Security & Compliance
(0 Yes /0 Known /11 Possible features)
|
User Access Control Role-based permissions for accessing platform features and data. |
. | No information available |
|
Audit Logs Comprehensive logging of all user and system actions for compliance. |
. | No information available |
|
Encryption at Rest Data is encrypted on disk and in database/storage. |
. | No information available |
|
Encryption in Transit Data encrypted when being transferred between systems (e.g., SSL/TLS). |
. | No information available |
|
GDPR/CCPA Compliance Supports processes to meet personal data regulations (European, US, etc). |
. | No information available |
|
Regulatory Reporting Tools Automated tools or templates for industry regulatory reporting. |
. | No information available |
|
Data Retention Policy Management Automatic enforcement of data archiving and deletion in line with regulations. |
. | No information available |
|
Multi-factor Authentication Support for two-factor or multi-factor authentication for user access. |
. | No information available |
|
Single Sign-On (SSO) Integration with enterprise identity providers via SSO. |
. | No information available |
|
Penetration Testing Regular third-party security assessments of the platform. |
. | No information available |
|
Role-based Data Access Granular control over which users can view or edit specific data sets. |
. | No information available |
User Experience & Collaboration
(0 Yes /0 Known /11 Possible features)
|
Custom Dashboards Users can configure and personalize analytical dashboards. |
. | No information available |
|
Report Scheduling Automatic generation and distribution of reports on a set schedule. |
. | No information available |
|
Annotation & Commenting Inline commenting and annotation tools for team collaboration. |
. | No information available |
|
Mobile Access Full functionality or at least key insights available on mobile devices. |
. | No information available |
|
Multilingual Interface Support for multiple languages in the user interface. |
. | No information available |
|
Guided Onboarding Step-by-step training or walkthroughs for new users. |
. | No information available |
|
Role-based Interface Customization UI adapts to user’s functions (e.g., actuary, underwriter, claims manager). |
. | No information available |
|
Document Sharing Direct sharing or export of dashboard, reports, and models. |
. | No information available |
|
Collaboration Workspace Centralized project or workspace for teams to manage analytics projects. |
. | No information available |
|
User Feedback Loop Mechanisms for users to suggest improvements, report bugs, or request features. |
. | No information available |
|
Accessibility Compliance Meets standards such as WCAG for users with disabilities. |
. | No information available |
Visualization & Reporting
(0 Yes /0 Known /11 Possible features)
|
Custom Visualization Library Wide variety of graph, chart, and diagram types beyond basic bar and line types. |
. | No information available |
|
Drill-down Capabilities View detailed information and trace factors behind each prediction or trend. |
. | No information available |
|
Geospatial Mapping Visualization of data on geographic maps to track claim concentrations, risk zones, etc. |
. | No information available |
|
Temporal Analysis Tools Visualization of trends and predictions over time. |
. | No information available |
|
Export to PDF/Excel/PowerPoint Direct download or export of reports in common formats. |
. | No information available |
|
Interactive Dashboards Live updating and interactive filtering of visualizations. |
. | No information available |
|
Custom Report Templates Library or builder for creating company-branded report templates. |
. | No information available |
|
KPI Tracking Monitor key insurance performance indicators alongside predictive model outputs. |
. | No information available |
|
Scheduled Email Distribution Automated periodic sending of insights and reports to stakeholders. |
. | No information available |
|
What-if Scenario Analysis Test the outcome of hypothetical situations through simulation. |
. | No information available |
|
Embedded Analytics Ability to embed visualizations in external portals or applications. |
. | No information available |
Deployment & Integration Options
(0 Yes /0 Known /11 Possible features)
|
Cloud Deployment SaaS or managed cloud hosting for rapid rollout and scalability. |
. | No information available |
|
On-premise Deployment Support for installation within insurer’s own infrastructure. |
. | No information available |
|
Hybrid Deployment Ability to split workloads and data between cloud and on-premise environments. |
. | No information available |
|
Open RESTful APIs Public APIs to facilitate integration with legacy and new insurance systems. |
. | No information available |
|
Webhooks Support Real-time notification and workflow triggers for external systems. |
. | No information available |
|
SDKs for Developers Software development kits in common languages for custom integration. |
. | No information available |
|
Data Export Formats Number of file formats supported for export. |
. | No information available |
|
Third-Party Service Integration Certified connectors for CRMs, ERPs, DWHs, or vertical insurance platforms. |
. | No information available |
|
Containerization Support Ability to deploy solutions using Docker, Kubernetes, or similar technologies. |
. | No information available |
|
Zero Downtime Deployments Update the platform without user disruption. |
. | No information available |
|
Custom Integration Services Professional services or tools for bespoke system integrations. |
. | No information available |
Monitoring & Model Management
(0 Yes /0 Known /11 Possible features)
|
Model Performance Dashboards Real-time status and KPI views for all deployed models. |
. | No information available |
|
Drift Detection Automated detection when model input or output distributions change significantly. |
. | No information available |
|
Scheduled Model Retraining Automatic retraining of models on updated data. |
. | No information available |
|
Model Health Alerts Notifications when models underperform or exhibit anomalies. |
. | No information available |
|
A/B Testing Framework Can run multiple models in parallel to determine best outcomes. |
. | No information available |
|
Shadow Deployment Deploy test models alongside production for comparison without affecting outcomes. |
. | No information available |
|
Manual Model Override Ability for responsible users to override automated predictions if required. |
. | No information available |
|
Model Comparison Reports Automatically generated reports comparing model results and accuracy. |
. | No information available |
|
Automated Model Archival Old or superseded models can be archived and restored if needed. |
. | No information available |
|
Custom Logging Levels Configurable granularity of operational and error logs for models. |
. | No information available |
|
Explainability Monitoring Ongoing measurement of explainability scores for deployed models. |
. | No information available |
Insurance-Specific Functionality
(0 Yes /0 Known /11 Possible features)
|
Claims Frequency Modeling Templates or wizards for predicting claim counts per time period or policy cohort. |
. | No information available |
|
Loss Severity Modeling Support for modeling and predicting potential cost per claim. |
. | No information available |
|
Customer Lifetime Value Prediction Tools to estimate future profitability of policyholders. |
. | No information available |
|
Fraud Detection Modules Pre-built modules or scripts for identifying potentially fraudulent claims. |
. | No information available |
|
Churn/Renewal Prediction Predicting which policyholders are likely to lapse or renew contracts. |
. | No information available |
|
Risk Pool Segmentation Algorithmic grouping of policies/customers with similar risk characteristics. |
. | No information available |
|
Catastrophe Modeling Scenario modeling for weather, disaster, or other catastrophic event impacts. |
. | No information available |
|
Quotation Optimization Predictive pricing to optimize quote conversion while managing risk. |
. | No information available |
|
Regulatory Compliance KPIs Dashboards or reports targeting regional insurance regulatory requirements. |
. | No information available |
|
Reinsurance Analytics Integration Built-in support for actuarial or portfolio-level analytics for reinsurers. |
. | No information available |
|
Underwriting Decision Support Predictive analytics specifically designed for supporting underwriters. |
. | No information available |
Support, Documentation, and Training
(0 Yes /0 Known /10 Possible features)
|
Comprehensive User Documentation Access to manuals, guides, and API docs. |
. | No information available |
|
In-Platform Help Contextual help, tutorials, and support widgets within the UI. |
. | No information available |
|
Online Knowledge Base Searchable library of FAQs, troubleshooting tips, and community discussions. |
. | No information available |
|
24/7 Support Availability Around-the-clock access to technical and business support. |
. | No information available |
|
Dedicated Account Manager Named advisor for onboarding and ongoing account support. |
. | No information available |
|
Custom Training Programs Role-based or use-case-based remote or on-site training. |
. | No information available |
|
Professional Services Consulting, configuration, and hands-on setup services. |
. | No information available |
|
User Community Portal Online forums for networking, sharing experiences, and best practices. |
. | No information available |
|
Release Notes & Change Logs Detailed updates on platform enhancements and bug fixes. |
. | No information available |
|
Sandbox Environment Safe, isolated environment for new user experimentation. |
. | No information available |
Business Intelligence Dashboards for Business Intelligence and Analytics
Visual interfaces that present key performance indicators, trends, and operational metrics to insurance executives and managers in intuitive formats.
More Business Intelligence Dashboards
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Data Integration & Connectivity
(0 Yes /0 Known /11 Possible features)
|
Multiple Data Source Connections Ability to connect to diverse data sources such as policy admin systems, claims databases, CRM, spreadsheets, and APIs. |
. | No information available |
|
Real-time Data Sync Updates and synchronizes dashboard data in real-time with source systems. |
. | No information available |
|
Scheduled Data Refresh Supports automated and scheduled refresh intervals for dashboard data. |
. | No information available |
|
Custom Data Connectors Ability to create or configure custom connectors to proprietary systems. |
. | No information available |
|
Data Blending & Merging Combines data from multiple sources into unified visualizations. |
. | No information available |
|
ETL Tools Integration Integrates with ETL (Extract, Transform, Load) tools to facilitate complex data transformations. |
. | No information available |
|
Cloud Data Integration Connects seamlessly to cloud-based data lakes or warehouses. |
. | No information available |
|
On-premises Data Integration Supports secure integration with local, on-premises databases. |
. | No information available |
|
Data Import/Export Formats Allows import/export in multiple formats (CSV, Excel, JSON, XML, etc.) |
. | No information available |
|
Data Pre-processing Capabilities Offers built-in tools for filtering, cleansing, or preprocessing imported data. |
. | No information available |
|
Maximum Number of Simultaneous Connections The maximum number of live data sources connected at once. |
. | No information available |
Visualization Options & Flexibility
(0 Yes /0 Known /11 Possible features)
|
Variety of Visualizations Support for charts, graphs, maps, tables, gauges, and custom visuals. |
. | No information available |
|
Custom Visualization Development Ability to design and build custom visual components. |
. | No information available |
|
Drag-and-drop Designer Offers drag-and-drop functionality for building dashboards easily. |
. | No information available |
|
Dashboard Templates Availability of configurable templates for insurance metrics and workflows. |
. | No information available |
|
Conditional Formatting Lets users apply rules-based color coding or formatting to indicators. |
. | No information available |
|
Dynamic Filtering & Slicing Allows visualizations to be filtered interactively from the UI. |
. | No information available |
|
Drill-down & Hierarchies Users can drill deeper into data by clicking on dashboard elements. |
. | No information available |
|
KPI Widgets Pre-built widgets for key insurance performance indicators. |
. | No information available |
|
Geospatial Mapping Built-in mapping features for risk analysis by region/geography. |
. | No information available |
|
Visualization Render Speed Average time to render new or updated visualizations. |
. | No information available |
|
Number of Simultaneous Visualizations Maximum number of visuals per dashboard page. |
. | No information available |
User Experience & Accessibility
(0 Yes /0 Known /10 Possible features)
|
Responsive Design Dashboards automatically adjust layout for desktop, tablet, and mobile devices. |
. | No information available |
|
Accessibility Compliance Adheres to standards such as WCAG for usable interfaces by all employees. |
. | No information available |
|
Multi-language Support Dashboards interface localizable for various languages. |
. | No information available |
|
Self-service Analytics Non-technical users can build and modify dashboards without IT help. |
. | No information available |
|
Search/Browse Capability Locate dashboards or metrics quickly using built-in search. |
. | No information available |
|
Help & Tutorials Offers embedded guidance, tooltips, or access to a knowledge base. |
. | No information available |
|
User Customization End users can personalize their dashboard layouts or themes. |
. | No information available |
|
Keyboard Navigation All dashboard features are accessible via keyboard for accessibility. |
. | No information available |
|
Mobile App Availability A native app is available for iOS/Android mobile devices. |
. | No information available |
|
Concurrent User Support Maximum number of users simultaneously supported. |
. | No information available |
Data Security & Governance
(0 Yes /0 Known /11 Possible features)
|
Role-based Access Control (RBAC) Granular permissions for user groups and roles, restricting data visibility and actions. |
. | No information available |
|
Row-level Security Restricts data access at the row level, ensuring users see only approved records. |
. | No information available |
|
Data Encryption at Rest Encrypts stored data to prevent unauthorized access. |
. | No information available |
|
Data Encryption in Transit Encrypts data exchanged between dashboard and users. |
. | No information available |
|
Comprehensive Audit Logs Tracks all access, changes, and usage of dashboards and underlying data. |
. | No information available |
|
Compliance Certifications Certified for regulatory standards such as GDPR, HIPAA, SOC2, etc. |
. | No information available |
|
Single Sign-On Support Integrates with enterprise identity management (SSO) solutions. |
. | No information available |
|
Multi-factor Authentication Requires additional authentication factors for enhanced security. |
. | No information available |
|
Data Masking/Redaction Automatically conceals sensitive data fields in reports and exports. |
. | No information available |
|
Disaster Recovery/Backup Automated backup, redundancy, and quick restore options. |
. | No information available |
|
Retention Policy Controls Configurable policies for historical data retention and purging. |
. | No information available |
Collaboration & Sharing
(0 Yes /0 Known /10 Possible features)
|
Dashboard Sharing Share dashboards with internal or external users via links or email. |
. | No information available |
|
Co-authoring Multiple users can collaboratively design and modify dashboards in real time. |
. | No information available |
|
In-dashboard Commenting Users can add contextual comments or notes to visual elements. |
. | No information available |
|
Annotation Tools Mark or highlight visualizations for emphasis or clarification. |
. | No information available |
|
Version Control Tracks changes made to dashboards and restores previous versions. |
. | No information available |
|
Embed Dashboards Ability to embed dashboards into other applications or intranets. |
. | No information available |
|
Public/Private Dashboards Control whether dashboards are discoverable or accessible by all authenticated users. |
. | No information available |
|
PDF/Static Export Export dashboards/reports as PDFs or images for offline sharing. |
. | No information available |
|
Usage Analytics for Shared Content Tracks user engagement and interactions with shared dashboards. |
. | No information available |
|
Maximum Number of Collaboration Contributors Limit on active collaborators per single dashboard. |
. | No information available |
Reporting & Alerting
(0 Yes /0 Known /8 Possible features)
|
Automated Report Scheduling Set schedules to deliver periodic dashboard reports via email or other channels. |
. | No information available |
|
Ad-hoc Reporting Generate custom, on-demand reports quickly. |
. | No information available |
|
Custom Alerts and Notifications Configure alerts for threshold breaches, anomalies, or specific events. |
. | No information available |
|
Multi-channel Alerting Supports delivering alerts by email, SMS, app notifications, etc. |
. | No information available |
|
Report Distribution Lists Manage groups of recipients for automated distribution. |
. | No information available |
|
Report Format Flexibility Supports exporting reports in various formats (Excel, PDF, HTML, CSV). |
. | No information available |
|
Alert Reaction Time Average latency between event detection and alert delivery. |
. | No information available |
|
Maximum Number of Active Alerts Limit on simultaneously configured automated alerts. |
. | No information available |
Advanced Analytics & Insights
(0 Yes /0 Known /8 Possible features)
|
Predictive Analytics Integration Natively supports predictive modeling for loss ratio or risk analysis. |
. | No information available |
|
Machine Learning & AI Insights Incorporates ML/AI features to highlight trends, risks, or anomalies. |
. | No information available |
|
What-if/Scenario Analysis Model different strategic or operational scenarios interactively. |
. | No information available |
|
Goal Tracking & Forecasting Visualizes progress towards KPIs and projects future performance. |
. | No information available |
|
Anomaly Detection Automatically highlights outliers or unexpected trends in key metrics. |
. | No information available |
|
Natural Language Query Allow users to type questions in plain language and receive insights. |
. | No information available |
|
Integration with R/Python Scripts Supports advanced analytic models written in R/Python. |
. | No information available |
|
Custom Calculated Metrics Create user-defined formulas for derived KPIs. |
. | No information available |
Scalability & Performance
(0 Yes /0 Known /6 Possible features)
|
Horizontal & Vertical Scalability Can handle increasing users (horizontal) and data volume (vertical) with minimal performance drop. |
. | No information available |
|
Load Balancing Supports balancing of requests and resources in high-traffic environments. |
. | No information available |
|
Concurrent Query Handling Number of simultaneous data queries supported without lag. |
. | No information available |
|
Dashboard Load Time Average time to open complex dashboards. |
. | No information available |
|
Historical Data Storage Limit Maximum volume of historical data stored for accessible analysis. |
. | No information available |
|
Number of Supported Users Scale of users supported under concurrent usage. |
. | No information available |
Customizability & Extensibility
(0 Yes /0 Known /7 Possible features)
|
White-labelling Ability to brand dashboards for internal or client use. |
. | No information available |
|
Custom Theme Support Adapt look and feel to align with organization’s branding. |
. | No information available |
|
API Access Comprehensive REST or GraphQL APIs for custom integration. |
. | No information available |
|
Plugin/Add-on Framework Support for third-party or custom extensions. |
. | No information available |
|
Custom Scripting Support for custom business logic or interactivity using scripts. |
. | No information available |
|
Custom User Roles Define unique roles with tailored permissions beyond defaults. |
. | No information available |
|
Integration with Workflow/Automation Tools Interoperable with workflow or RPA tools for process enablement. |
. | No information available |
Support, Training & Vendor Ecosystem
(0 Yes /0 Known /8 Possible features)
|
24/7 Technical Support Live technical support around the clock. |
. | No information available |
|
Online Documentation Well-maintained, searchable user guides and API docs. |
. | No information available |
|
Video Tutorials Comprehensive video courses or walkthroughs for new users. |
. | No information available |
|
Onboarding Services Assisted onboarding to speed up value realization. |
. | No information available |
|
Dedicated Account Manager Named contact at the vendor for ongoing relationship and escalation. |
. | No information available |
|
Partner Marketplace Ecosystem of certified solution providers for integration or consulting. |
. | No information available |
|
User Community & Forums Active peer discussion boards and community support. |
. | No information available |
|
Service-Level Agreement (SLA) Defined SLA for uptime, support response times, and resolution. |
. | No information available |
Self-Service Analytics Tools for Business Intelligence and Analytics
User-friendly applications that allow business users to create their own reports, conduct analyses, and explore data without relying on IT specialists.
More Self-Service Analytics Tools
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User Experience & Accessibility
(0 Yes /0 Known /11 Possible features)
|
Intuitive User Interface A visually clear and well-organized interface that allows users to find and use functionalities easily. |
. | No information available |
|
Customizable Dashboards Ability for users to create, save, and personalize dashboards according to their preferences. |
. | No information available |
|
Drag-and-Drop Report Builder Feature for users to construct reports visually by dragging and dropping elements. |
. | No information available |
|
Role-based Access Controls Tools to allocate permissions based on user roles to ensure data security and governance. |
. | No information available |
|
Mobile Access Support for mobile devices via responsive design or dedicated apps. |
. | No information available |
|
Natural Language Query (NLQ) Users can type questions in plain language to query data or generate reports. |
. | No information available |
|
Localization & Language Support Availability of the tool in multiple languages to support global teams. |
. | No information available |
|
Onboarding Tutorials In-app tutorials or walkthroughs to assist new users. |
. | No information available |
|
Keyboard Shortcuts Productivity-enhancing shortcut keys. |
. | No information available |
|
Accessibility Compliance Supports accessibility standards (e.g., WCAG) for users with disabilities. |
. | No information available |
|
Custom Themes & Branding Ability to tailor the interface’s look and feel to align with corporate branding. |
. | No information available |
Data Connectivity & Integration
(0 Yes /0 Known /10 Possible features)
|
Broad Data Source Connectivity Ability to connect with various databases, data warehouses, APIs, cloud storage, and CSV/Excel files. |
. | No information available |
|
Real-time Data Updating Capability for real-time or near-real-time data refresh from source systems. |
. | No information available |
|
Batch Data Import Support for scheduled or manual bulk data imports. |
. | No information available |
|
Data Blending Ability to combine data from multiple sources into a single view. |
. | No information available |
|
Data Model Customization Ability for users to extend or adapt existing data models. |
. | No information available |
|
No/Low-Code Integration Data connectivity achievable without writing code or via visual interfaces. |
. | No information available |
|
Automated Data Mapping Assists in mapping imported fields to data model or report fields. |
. | No information available |
|
API Support Availability of APIs for advanced integrations and automation. |
. | No information available |
|
Maximum Simultaneous Data Connections The maximum number of concurrent data source connections supported. |
. | No information available |
|
Data Query Speed Average latency to retrieve and render data from sources. |
. | No information available |
Data Preparation & Management
(0 Yes /0 Known /10 Possible features)
|
In-app Data Cleansing Ability to detect and handle duplicates, missing values, and errors within the tool. |
. | No information available |
|
Data Transformation Functions Pre-built operations for joining, pivoting, aggregating, and formatting data. |
. | No information available |
|
Calculated Columns/Fields Allows users to create new fields based on formulas or logic. |
. | No information available |
|
Self-service Data Modeling Enables users to define relationships and hierarchies without IT involvement. |
. | No information available |
|
Data Lineage Tracking Tracks data flows and transformations from source to report. |
. | No information available |
|
Data Quality Indicators Displays data validity, freshness, and completeness to the end-user. |
. | No information available |
|
Ingestion Throughput Maximum volume of data that can be ingested per hour. |
. | No information available |
|
Undo/Redo Data Changes Support for rolling back or reapplying data preparation steps. |
. | No information available |
|
Data Retention Settings Ability to set policies for how long data is stored within the tool. |
. | No information available |
|
Metadata Management Tools for managing data dictionaries, tagging, and field descriptions. |
. | No information available |
Analytics & Reporting Capabilities
(0 Yes /0 Known /11 Possible features)
|
Wide Range of Visualization Types Variety of chart types, maps, and custom visualization options. |
. | No information available |
|
Ad Hoc Query/Analysis Users can construct and modify queries on the fly without IT help. |
. | No information available |
|
Automated Insights/Recommendations Tool proactively surfaces trends and anomalies. |
. | No information available |
|
Drill-down/Drill-through Ability to navigate from summary-level data to granular transaction details. |
. | No information available |
|
Time Series Analysis Specialized support for analyzing trends over time. |
. | No information available |
|
Comparative Analysis Easily compare multiple data sets, cohorts, or time periods. |
. | No information available |
|
Pivot Tables Dynamic summarization and reorganization of data in table form. |
. | No information available |
|
Scheduled Reports Ability to automate report generation and distribution at set intervals. |
. | No information available |
|
Maximum Report Size The limit on the number of rows or fields that can be included in a report. |
. | No information available |
|
Export Formats Supported Variety of available formats for exporting reports, such as PDF, Excel, CSV. |
. | No information available |
|
Geospatial/Map Analytics Support for spatial data and map-based visualization. |
. | No information available |
Collaboration & Sharing
(0 Yes /0 Known /9 Possible features)
|
Report & Dashboard Sharing Users can share their work directly with others inside or outside the organization. |
. | No information available |
|
Annotations & Comments Ability to add context and notes directly onto reports and visuals. |
. | No information available |
|
Real-time Collaboration Multiple users can edit, comment, or build dashboards simultaneously. |
. | No information available |
|
Publish to Web/Embed Reports or dashboards can be embedded in other web applications or portals. |
. | No information available |
|
Version Control Track changes and manage multiple versions of reports or dashboards. |
. | No information available |
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Email Distribution Automated or ad hoc distribution of reports via email. |
. | No information available |
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User Activity Logs Tracks viewing, editing, and sharing activity for collaboration oversight. |
. | No information available |
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Approval Workflows Built-in processes for reviewing and approving analytics outputs. |
. | No information available |
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Max Simultaneous Editors Maximum number of users who can actively work on the same dashboard or report. |
. | No information available |
Security & Compliance
(0 Yes /0 Known /9 Possible features)
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Encryption In-Transit Protects data transfers from source to tool via strong cryptography. |
. | No information available |
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Encryption At-Rest Stored data is encrypted to prevent unauthorized access. |
. | No information available |
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Audit Trails Tracks all user activities for security and compliance reviews. |
. | No information available |
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Single Sign-On (SSO) Integration Integration with enterprise SSO solutions for authentication. |
. | No information available |
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SOC 2/ISO 27001 Compliance Certification for industry security best practices. |
. | No information available |
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Granular Permission Settings Allow custom, fine-grained control over user and group permissions. |
. | No information available |
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Data Masking Ability to obscure sensitive data within the analytics environment. |
. | No information available |
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GDPR/CCPA Support Features to help comply with data privacy regulations. |
. | No information available |
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Password Policy Management Admin controls over password complexity and expiration across accounts. |
. | No information available |
Scalability & Performance
(0 Yes /0 Known /7 Possible features)
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Concurrent User Support Maximum number of users who can use the product at once without performance degradation. |
. | No information available |
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Data Volume Handling Total volume of data that the tool can store or process efficiently. |
. | No information available |
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Average Query Response Time The typical time from request to response for user queries. |
. | No information available |
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Elastic Cloud Resources Ability to scale compute and storage resources up or down automatically. |
. | No information available |
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High Availability Built-in redundancy and failover to ensure minimal downtime. |
. | No information available |
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Disaster Recovery Capabilities for automated backups and restoring operations in event of failure. |
. | No information available |
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Processing Throughput Maximum rate of data processed per minute. |
. | No information available |
Advanced Analytics & AI
(0 Yes /0 Known /9 Possible features)
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Pre-built Statistical Functions Range of built-in statistical and mathematical functions (e.g., regression, clustering, forecasting). |
. | No information available |
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Integration with ML Frameworks Ability to import/export models or call out to platforms like Python/R/TensorFlow. |
. | No information available |
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Predictive Analytics Workflows Tooling for business users to set up and run predictive models. |
. | No information available |
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Anomaly Detection Automated identification and flagging of unusual patterns or outliers. |
. | No information available |
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Natural Language Generation (NLG) Automatic narrative summaries of trends and key findings in simple language. |
. | No information available |
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Scenario Analysis Simulate and compare alternative business or risk scenarios. |
. | No information available |
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Custom Script Support Ability to add custom Python, R, or SQL code for advanced analytics. |
. | No information available |
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Model Versioning Track and compare multiple iterations of predictive models. |
. | No information available |
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Max Model Size Maximum size of a deployed machine learning model. |
. | No information available |
Deployment & Architecture
(0 Yes /0 Known /8 Possible features)
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SaaS/Cloud Deployment Available as a cloud-based application delivered over the internet. |
. | No information available |
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On-premise Deployment Ability to install and operate within customer-controlled infrastructure. |
. | No information available |
|
Hybrid Deployment Supports both on-premise and cloud deployment options in parallel. |
. | No information available |
|
Multi-Tenant Support Ability to serve multiple clients or business units from a single instance. |
. | No information available |
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API-first Architecture Designed with robust, documented APIs for integration and extension. |
. | No information available |
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Containerization Support Supports deployment using containers such as Docker or Kubernetes. |
. | No information available |
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Single Instance Uptime Guaranteed level of uptime for the main analytics environment. |
. | No information available |
|
Disaster Recovery RTO Recovery time objective in minutes for disaster recovery scenarios. |
. | No information available |
Support & Community
(0 Yes /0 Known /7 Possible features)
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24/7 Customer Support Around-the-clock support via phone, chat, or email. |
. | No information available |
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Dedicated Account Manager Assigned contact-person for business partnership management. |
. | No information available |
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In-product Help Embedded context-sensitive help and documentation. |
. | No information available |
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Online Knowledge Base Public or private web resource for product documentation and best practices. |
. | No information available |
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User Community Forum An online community where users can ask questions and share tips. |
. | No information available |
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Training & Certification Formal training tracks and product certification programs. |
. | No information available |
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Time to Initial Response Guaranteed maximum delay before first contact from support. |
. | No information available |
Cost & Licensing
(0 Yes /0 Known /6 Possible features)
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Transparent Pricing Clear and accessible information about all product costs. |
. | No information available |
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Flexible Licensing Options Multiple ways to purchase or license the product (e.g., subscription, per-user, enterprise). |
. | No information available |
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Tiered Feature Packages Product features bundled into different price points or packages. |
. | No information available |
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Free Trial Availability Users can evaluate the product without immediate payment. |
. | No information available |
|
Pay-as-you-go Metering Usage-based billing options for flexible scaling. |
. | No information available |
|
Minimum Contract Term Shortest contract commitment available. |
. | No information available |
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