Quaeris vs. RiskMatch Comparison


Quaeris Quaeris, Inc.	RiskMatch Vertafore	+	+
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About Align analytics to your everyday business workflows. Your business relies on people, data and documents, but the process of using them is broken. QuaerisAI enables seamless downstream workflows across your People, Documents and Data Assets. Use natural language search on data, documents and collaborate in private or within Communities - all in one platform! QuaerisAI offers time savings of at-least 30 minutes to an hour/day/resource - imagine the productivity enhancements you give your users without the expense of buying and consolidating a bunch of AI tools. Quaeris can be rolled out to team of 10s or 1000s of users seamlessly within a matter of days - without much need of IT, and that is why IT & data teams love us!	About With over $130B of in-force premium, RiskMatch is the most comprehensive data and analytics platform that provides agencies and brokerages with actionable insights to grow their business. It supplies better recommendations, identifies specific revenue opportunities, and informs executive decisions resulting in increased growth and better relationships with customers and carriers. You're sitting on a treasure trove of data, but without the right tools you might as well be mining in the dark. Find out how RiskMatch can unlock your data, today. Agencies and brokers using RiskMatch have answers to these questions, they average 7% higher renewals and cross-sell 1.4 more products per customer. Analytics in Your Inbox gives producers and account managers valuable insights into renewal information, commission insights, and cross-sell opportunities. See your entire business in one place, in real-time, by office, producer, product, industry, insurer and premium band.
Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Supported iPad Supported Android Supported Chromebook Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience CROs, COOs, CIOs. Finance, Sales and Ops	Audience Agents and brokers looking for an insurance analytics solution to improve their services
Support Phone Support Not Supported 24/7 Live Support Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $100 per month Start with User Group based pricing or Consumption Based pricing. Free Version Supported Free Trial Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 5.0 / 5 ease 4.3 / 5 features 4.3 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software
Pros & Cons from Real Users Pros QuaerisAI stands out as a converged enterprise search engine that finally bridges the gap between structured data and unstructured documents. No more toggling between platforms. No more copy-pasting SQL. I particularly appreciate the chat interface that lets you ask questions in plain English—ideal for non-technical users and a godsend for ops leaders trying to drive real-time insights. Features like BYOM (Bring Your Own Model) give flexibility that's rare. The Data Extract Agent is also a game-changer—transforming 1000s of docs into clean, structured spreadsheets instantly. Quaeris is a sleek and lightweight platform and hence it is easier to implement. The visualizations and the dashboard features are excellent. Unlike other similar enterprise tools in the market, it doesn't require a lot of heavy lifting which makes it a great choice for faster implementation and enterprise-wide adoption. Quaeris positions itself as a next-generation GenAI-powered analytics platform that transforms how businesses interact with data. Its core value proposition revolves around enabling self-service analytics through conversational queries, AI-driven insights, and embedded data storytelling. 1. Conversational Interface is Intuitive Quaeris allows business users (non-technical) to interact with complex datasets using simple natural language queries — similar to a ChatGPT-like interface for data analytics. 2. Speed to Insights Its ability to pull structured (databases) and unstructured (documents, reports) data into a unified query layer is a major time-saver for business intelligence (BI) workflows. 3. Embedded Analytics for SaaS Products Strong capability to integrate analytics and data visualizations natively into other SaaS applications — good for product teams. 4. Proactive Insights via AI Agents Rather than only responding to queries, Quaeris agents surface trends, anomalies, and business recommendations automatically. 5. Secure & Enterprise-Ready Focus on data governance, compliance, and secure deployment options (important for regulated industries like finance or healthcare). Key Features: Conversational Analytics (natural language queries to data) Embedded Analytics for SaaS platforms Enterprise Search across structured and unstructured data Data Stories — auto-generated visual narratives Proactive AI Agents that surface insights without being asked Collaboration features for data sharing and storytelling Secure, enterprise-grade decision intelligence Cons The learning curve to fully leverage all the advanced features—like pinboards and query inspection—might require more onboarding support or user training. The UI could benefit from more customization options for more technical users. Haven't observed any significant limitations so far. 1. Early Stage Product Maturity Quaeris is still evolving. Some users may find limitations in highly customized reporting or complex data modeling compared to mature BI platforms like Tableau or Power BI. 2. Data Preparation Still Required Although it enables natural language queries, the underlying data still needs to be structured, clean, and mapped correctly to get optimal results. 3. Enterprise Deployment Complexity Larger enterprises with diverse and siloed data systems may require significant integration effort for full value realization. 4. Graphic Instructions would Help the Novice As the product evolves, the onboarding of new customers can be improved by providing clear, visual instructions of its use. Step-by-step sequences and examples will be appreciated by the users.
Training Documentation Supported Webinars Supported Live Online Supported In Person Supported	Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported
Company Information Quaeris, Inc. Founded: 2020 United States www.quaeris.ai/	Company Information Vertafore Founded: 1985 United States www.vertafore.com/products/insurance-analytics-tool/riskmatch
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Categories AI Data Analytics Supported AI Tools Supported Business Intelligence Supported Dashboard Supported Data Analysis Supported Digital Analytics Supported Embedded Analytics Supported Healthcare Analytics Supported HR Analytics Supported Insurance Analytics Supported Marketing Analytics Supported Natural Language Generation Supported Natural Language Processing Supported Predictive Analytics Supported Product Analytics Supported Retail Analytics Supported Sales Analytics Supported	Categories Insurance Analytics Supported
Show More Features Business Intelligence Features Ad Hoc Reports Supported Benchmarking Not Supported Budgeting & Forecasting Not Supported Dashboard Supported Data Analysis Supported Key Performance Indicators Supported Natural Language Generation (NLG) Supported Performance Metrics Supported Predictive Analytics Supported Profitability Analysis Supported Strategic Planning Not Supported Trend / Problem Indicators Supported Visual Analytics Supported Dashboard Features Annotations Supported Data Source Integrations Supported Functions / Calculations Supported Interactive Supported KPIs Supported OLAP Not Supported Private Dashboards Supported Public Dashboards Supported Scorecards Supported Themes Not Supported Visual Analytics Supported Widgets Not Supported Data Analysis Features Data Discovery Supported Data Visualization Supported High Volume Processing Supported Predictive Analytics Supported Regression Analysis Supported Sentiment Analysis Not Supported Statistical Modeling Not Supported Text Analytics Not Supported Embedded Analytics Features Ad hoc Query Supported Application Development Not Supported Benchmarking Not Supported Dashboard Supported Interactive Reports Supported Mobile Reporting Supported Multi-User Collaboration Supported Self Service Analytics Supported Streaming Analytics Supported Visual Workflow Management Not Supported HR Analytics Features Compensation Plan Modeling Not Supported Dashboard Supported HR Metrics Library Supported Leave & Absence Reporting Supported Predictive Modeling Supported Recruiting Management Not Supported Succession Planning Not Supported Talent Management Not Supported Trend Analysis Supported Turnover Tracking Supported Marketing Analytics Features A/B Testing Not Supported Campaign Management Supported Channel Attribution Supported Customer Journey Mapping Not Supported Dashboard Supported Performance Metrics Supported Predictive Analytics Not Supported ROI Tracking Supported Social Media Metrics Supported Website Analytics Supported Natural Language Generation Features Business Intelligence Supported Chatbot Supported CRM Data Analysis and Reports Supported Email Marketing Not Supported Financial Reporting Supported Multiple Language Support Supported SEO Not Supported Web Content Not Supported Natural Language Processing Features Co-Reference Resolution Not Supported In-Database Text Analytics Supported Named Entity Recognition Supported Natural Language Generation (NLG) Supported Open Source Integrations Supported Parsing Not Supported Part-of-Speech Tagging Not Supported Sentence Segmentation Not Supported Stemming/Lemmatization Not Supported Tokenization Not Supported Predictive Analytics Features AI / Machine Learning Not Supported Benchmarking Not Supported Data Blending Not Supported Data Mining Supported Demand Forecasting Supported For Education Supported For Healthcare Supported Modeling & Simulation Not Supported Sentiment Analysis Not Supported Product Analytics Features Attribution Not Supported Automatic Data Capture Supported Churn Reporting Supported Customer Feedback Collection Not Supported Customer Guidance Supported Customer Journey Analytics Not Supported Data Export Supported Data History Retention Supported Data Labeling Not Supported Product Engagement Scoring Not Supported Real-Time Data Analysis Supported Touchpoint Analytics Supported User Segmentation Supported Sales Analytics Features Collaboration Tools Supported Dashboards Supported Forecasting Analytics Supported Ideal Customer Profile (ICP) Not Supported Lead Analytics Supported Pipeline Management Supported Predictive Forecasting Supported Predictive Lead Scoring Not Supported Sales Intelligence Reporting Supported
Integrations Aircall Supported Amazon Video Ads Supported Azure Boards Supported Azure Databricks Supported Azure Synapse Analytics Supported Buildkite Supported Campaign Monitor Supported Chargebee Supported Dixa Supported Ellucian Banner Supported Fivetran Supported GoCardless Supported HubSpot CRM Supported LinkedIn Supported Mozart Data Supported Reddit Supported SAP Business ByDesign Supported Veeva CRM Supported dbt Supported monday AI work platform Supported Show More Integrations View All 79 Integrations	Integrations Aircall Not Supported Amazon Video Ads Not Supported Azure Boards Not Supported Azure Databricks Not Supported Azure Synapse Analytics Not Supported Buildkite Not Supported Campaign Monitor Not Supported Chargebee Not Supported Dixa Not Supported Ellucian Banner Not Supported Fivetran Not Supported GoCardless Not Supported HubSpot CRM Not Supported LinkedIn Not Supported Mozart Data Not Supported Reddit Not Supported SAP Business ByDesign Not Supported Veeva CRM Not Supported dbt Not Supported monday AI work platform Not Supported Show More Integrations
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