Best Insight Engines Software - Page 4

How Many Insight Engines Software Products Does G2 Track?

Total Products under this Category: 81

Category Stats (Sep 2026)

  • Average Rating: 4.44/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Elastic Observability (+0.54%) - Among all products in this category, Elastic Observability recorded the largest rating increase compared to last month

Last updated: September 15, 2026

How Does G2 Rank Insight Engines Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,700+ Authentic Reviews
  • 81+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Insight Engines Software

G2 Grid® for Insight Engines Software plotting products by satisfaction and market presence

Highlighted products: Elasticsearch, Guru, HeyMarvin, IBM Storage Insights, Bloomfire, Rippit, Market Logic, and Experience.com.

Underlying data: [Grid® JSON](https://www.g2.com/categories/insight-engines/grids.json?focus%5B%5D=elastic-elasticsearch&focus%5B%5D=guru&focus%5B%5D=heymarvin&focus%5B%5D=ibm-storage-insights&focus%5B%5D=bloomfire&focus%5B%5D=rippit&focus%5B%5D=market-logic&focus%5B%5D=experience-com)

Coresix

Coresix is a private multimodal AI workspace that helps teams turn scattered company knowledge into usable, searchable context — without sacrificing data privacy or control. Built for small and medium businesses, coresix connects your documents, cloud storage, and internal content into a living organizational knowledge base that AI can work with over time. Users can ask questions, search across all connected sources, and get actionable insights without constant context switching. You can also create custom AI agents, choose or switch between models, and train private models on your own terms — all within a unified workspace designed for productivity, clarity, and trust. Key Value Points -- Instant contextual AI – Ask questions and get answers grounded in your company’s actual data, not public internet text. -- Unified knowledge access – Connect Google Drive, files, and other data sources to eliminate siloed information. -- Private & sovereign – Your data stays in your workspace; not used to train external models. -- No vendor lock-in – Use multiple models and transition between them as needed. -- Custom AI agents – Build tailored assistants that automate work using your context. -- Future-ready model training – Train your own small language models (SLMs) on internal context as a long-term strategy.

Who Is the Company Behind Coresix?

Cortextual

Cortextual is a Workforce Transition Platform built for companies navigating growth, restructuring, and the shift to human + AI teams. It gives founders, COOs, and Heads of People a live view of their organization — including team structure, reporting lines, workforce costs, and dependencies — so they can understand the impact of workforce changes before committing to them. As companies grow, restructure, or adopt AI, roles shift, teams change, and workforce decisions become more complex. Many leaders are making those decisions without a clear picture of what each role costs, where critical dependencies exist, or what could happen if the organization changes. Cortextual brings org structure, workforce costs, and scenario planning into one live view. Leaders can model restructuring and AI transition scenarios before acting, understand organizational dependencies and knowledge risk, and make workforce decisions using real data rather than assumptions. Three core capabilities: • Org visibility — See team structure, reporting lines, role costs, and dependencies in one live view. • Scenario builder — Model restructuring and AI transition scenarios before committing to them. • Compliance hub — Access legal, payroll, and tax support for workforce transitions through Compliance Tokens. Cortextual also connects company knowledge across tools such as Google Drive, Slack, Gmail, Notion, and Confluence, helping teams retain and access important information as the organization evolves. Knowledge and AI capabilities provide additional context when needed, rather than being the primary reason to use the platform. Built for founders, COOs, and Heads of People at companies with 20–250 employees, especially teams without an HRIS or evaluating one for the first time. Free to start, with no headcount gate and no demo required.

Who Is the Company Behind Cortextual?

CtrlB

CtrlB combines logs, metrics, traces, dashboards, and alerts in an observability platform powered by its search engine on object storage. Investigate production issues through the built-in UI, run full-text searches and SQL analytics, or connect AI agents to your telemetry through MCP. CtrlB’s indexing technology delivers fast answers with less compute, with data stored in open Parquet in your cloud. Use CtrlB for application observability, security log investigations, and as the query engine behind your own investigation agents.

Who Is the Company Behind CtrlB?

  • Seller: CtrlB
  • Year Founded: 2022
  • HQ Location: Bangalore, IN
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

DataAssist-IO

DataAssist-IO is the bridge between complex data infrastructure and the business teams who need insights to make fast, informed decisions. We believe that accessing your company's data shouldn't require a technical degree, a backlogged engineering team or hours spent writing SQL. Our platform leverages the Model Context Protocol (MCP) to seamlessly turn leading AI assistants like Claude and ChatGPT into on-demand data analysts for your entire organization. By connecting your existing spreadsheets, data drops and databases directly to the AI tools your team already uses, DataAssist-IO enables anyone to query complex datasets using plain English. From 5-person startups to 500-person enterprises, DataAssist-IO democratizes data access across Sales, Marketing, Finance, Operations and Customer Success teams, delivering accurate insights in seconds rather than days. OUR CORE CAPABILITIES - Natural Language Analytics: Eliminates the technical barrier to data. Teams ask questions in everyday English, and our system instantly translates them into accurate data insights. - Instant Setup & Zero Maintenance: A fully managed cloud platform that requires zero software installation or developer resources. Connect data sources and configure the AI assistant link in under two minutes. - Intelligent Data Mapping: Features automatic schema discovery and a customizable Business Context Layer, allowing the AI to instantly understand your data structure and align with your unique terminology (like ARR, MRR, churn and so much more). - Wide Integration Ecosystem: Supports standard spreadsheets (CSV, Excel) and major database infrastructures (including MySQL, PostgreSQL, MongoDB, Google BigQuery, AWS DocumentDB and Amazon Redshift), with upcoming support for Snowflake and cloud storage. TRUST, SECURITY & ARCHITECTURE At DataAssist-IO, data integrity and privacy are foundational to our platform architecture: - Read-Only Infrastructure: Our platform is read-only by design; it is structurally incapable of writing, modifying or deleting your data. - In-Place Querying: Live database sources are queried directly where they live. DataAssist-IO never copies, replicates or stores your underlying database records. - Strict Privacy: Your data is fully tenant-isolated, heavily encrypted at rest and in transit, and never used to train our AI models. - Enterprise Governance: Built-in team scoping and role-based access control (RBAC) ensure users only interact with authorized datasets, backed by a comprehensive admin audit trail. PRICING & DEPLOYMENT OPTIONS We are committed to transparent, value-driven pricing. DataAssist-IO operates on a shared team credit model rather than restrictive per-seat licensing, meaning you only pay for the queries you actually run. For organizations requiring specialized deployments, we offer: - On-Premise/Private Cloud Installation: Full custom deployment inside your own enterprise servers to ensure sensitive data never leaves your network. - End-to-End Launch Services: For teams short on time or in-house expertise, our data engineering team offers hands-on onboarding, managing data cleanup, pipeline setup and source connections. To learn more about our deployment models, visit https://dataassist.io or get in touch at hello@dataassist.io.

Who Is the Company Behind DataAssist-IO?

Entendo

Who Is the Company Behind Entendo?

  • Seller: Sozo Data
  • Year Founded: 2024
  • HQ Location: São Paulo, BR
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

GateAI

Knowledge Workers struggle to leverage GenAI for knowledge generation across vast systems and documents. GateAI transforms your data into actionable insights, creating focused scopes that empower smarter, faster decision-making for knowledge workers. The platform is specifically designed for knowledge workers, to enable them to make faster decisions with trusted AI insights. Through our pioneering Human-in-the-loop framework, GateAI enables knowledge workers to efficiently manage, integrate, and analyse their data across various document formats and systems. Emphasising innovation, accuracy and compliance, GateAI is committed to empowering knowledge workers to achieve faster and more accurate decision-making. GateAI transforms unstructured data from multiple company sources into actionable insights, simplifying AI adoption for organisations across all industries. By offering personalised knowledge graphs, GateAI tailors information to individual roles, projects, and departments, significantly enhancing productivity and decision-making capabilities. GateAI Benefits Across Industries: GateAI enables knowledge workers in a variety of ways. These benefits can be classified along a spectrum of use cases. Some of these advantages are listed herewith Data Integration and Analysis: Quickly gather and analyse data from multiple sources, driving informed decision-making and efficient problem-solving. GateAI's AI-powered solutions provide a centralised platform for accessing and analysing information, ensuring that businesses can make strategic decisions based on comprehensive insights. Cross-Departmental Coordination: Coordinate strategies across departments with real-time updates and automated communications, improving team productivity and alignment. This seamless collaboration allows organisations to maintain cohesion and ensures that all stakeholders are informed and aligned with organisational goals. Document Production and Compliance: Produce accurate reports, presentations, and key documents with human-in-the-loop verification, ensuring compliance and reliability. GateAI maintains comprehensive audit trails and document sourcing, which aids knowledge workers in managing regulatory compliance efficiently. Workflow Optimization: Align goals, prioritise workflows, and centralise resources to complete tasks faster and maintain project alignment. By identifying process improvements and integrating feedback, GateAI supports continuous performance optimization and growth. Collaboration and Innovation: Facilitate real-time teamwork by allowing multiple knowledge workers to engage with shared data and insights. By promoting cohesive and informed decision-making, GateAI enhances organisational innovation and competitiveness. GateAI Features Search and Tag Businesses can search across all their files in SharePoint, OneDrive, Salesforce, and local drives from a single location. New Knowledge Generation GateAI provides businesses with accurate information and context. The knowledge graph allows for the discovery of connections within data, delivering faster and more relevant answers. Teams can collaborate in real-time, enabling multiple members to work together on important decisions. Additionally, businesses can extract information from all company documents for various queries. Verified Answers with Citations Businesses can enhance the quality of AI output by verifying it with citations and highlights from the original documents. A complete audit trail is accessible for all AI-generated answers. Generate New Documents Businesses can generate customized documents specific to their needs by collecting data from multiple sources, feeding it into pre-designed templates, and automatically creating tailored reports. Secure Data and Ensure Compliance Businesses can utilize their own private LLM, powered by insights derived from their unique data, to ensure security and maintain compliance. WOLFF: The AI-Powered Tax Assistant A specialized solution for the UK tax industry, WOLFF is GateAI’s advanced AI-powered Tax Assistant crafted to simplify tax research. By integrating HMRC manuals, UK legislation, and Case Law, WOLFF provides a seamless and efficient tax research experience. With AI-driven research capabilities, a comprehensive knowledge base, and client-specific insights, WOLFF offers precise, accurate information and targeted answers to complex tax-related questions. Wolff Tax ensures tax professionals have accurate, actionable, and up-to-date information at their fingertips all the time. Wolff Tax Features: Save Responses as PDF Save questions and responses with citations as a PDF for future reference, ensuring you have a reliable record of your tax research. Real-Time Search & Chat Interact with Wolff Tax in a conversational interface—get answers in real time and clarify complex issues on the spot. Audit-Ready Citations Generate full audit trails of your research, complete with citations and source documents, for accuracy and transparency. Legislation & Case Law Navigator Stay ahead of the curve with a built-in navigator for the latest updates on tax legislation and case law developments. Uses for Accountants Quickly access the latest UK tax regulations and policies. ‍ Utilize AI-driven capabilities to generate compliance reports automatically. ‍ Get responses to questions about HMRC tax regulations with citations. ‍ Automate the generation of tax filings, invoices, and other necessary documents. Uses for Tax Advisors Expedite tax research through streamlined access to extensive tax data and policy documents. ‍ Receive immediate, accurate and up-to-date responses on all queries from the HMRC database. Effortlessly retrieve and interpret relevant regulation updates. Receive citations for all AI-generated inputs and data. ‍ Manage a diverse client base efficiently through integrations with all your other tools. Real-World Benefits: - AI Document Research: Instantly access data and inputs from all internal documents through GateAI's platform, ensuring comprehensive research capabilities. - Accurate Knowledge Systems:Generate knowledge banks for all roles with information and citations, enabling precise and informed decision-making. - Secure Internal Data Handling: Utilize private LLMs to secure sensitive company data, maintaining confidentiality and control over information without risking exposure to public models. - Enhanced Productivity and Decision Accuracy: Automate routine tasks to allow knowledge workers to focus on high-value activities, increasing overall productivity and decision accuracy. GateAI's commitment to innovation ensures that businesses can continuously improve their knowledge assets with a system that learns and adapts with feedback. By providing a secure, compliant, and user-friendly platform, GateAI empowers knowledge workers to unlock their full potential, driving innovation and growth across industries. Manoj Ganapathy brings a wealth of expertise and experience to GateAI. Manoj has founded two startups, with his first product being acquired by Salesforce, showcasing his ability to create market-responsive technological solutions.

Who Is the Company Behind GateAI?

  • Seller: GateAI
  • Year Founded: 2023
  • HQ Location: N/A
  • Twitter: @gateaiai
    2 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Green, the AI Analyst

Green is an AI Analyst that answers business questions in natural language, connects data across sources, and explains how it arrived at an insight. It understands context, reasons through information, and helps teams move from data to decisions without digging through dashboards or waiting on manual analysis.

Who Is the Company Behind Green, the AI Analyst?

HawkAI for Researchers

HawkAI is a preclinical MRI deep learning algorithm developed by HawkCell, designed to enhance the quality of MRI scans in research settings. This post-processing solution utilizes convolutional neural networks to transform low signal-to-noise ratio (SNR), noisy MRI images into high-quality visuals without necessitating hardware modifications. By applying advanced denoising and image reconstruction techniques, HawkAI improves image clarity, boosts SNR, and preserves anatomical contrast, resulting in enhanced reproducibility and sharper details for in-vivo imaging studies.

Who Is the Company Behind HawkAI for Researchers?

HighForce

AI-powered business intelligence you actually own. Your business knowledge is scattered across a dozen systems. HighForce unifies everything and gives you instant answers—deployed on your infrastructure, owned by you.

Who Is the Company Behind HighForce?

  • Seller: HighForce
  • Year Founded: 2025
  • HQ Location: Newport Beach, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Insights by Qloo

Insights by Qloo™ is an AI-powered global consumer intelligence platform that simplifies audience research, enabling businesses to develop growth strategies centered around customers' interests, preferences, and behaviors.

Who Is the Company Behind Insights by Qloo?

  • Seller: Qloo
  • Year Founded: 2012
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    51 employees on LinkedIn®

InsightWise

You only get one shot at a proposal. Make yours an ace with InsightWise. InsightWise is the AI engine for winning proposals, tenders and grants. Firms sit on decades of expertise, relationships, and hard-won institutional knowledge. Most of it never makes it into the next pursuit. InsightWise surfaces the right expertise, experience, and knowledge for every pursuit. It knows what a compliance matrix is, what a weighting criterion means, and what an evaluator is scoring because it was built for tenders, RFPs and grants, not bolted onto a generic AI tool. Upload the brief, RFP, or your meeting notes. InsightWise extracts every requirement, weighting, and deadline, so you make the go/no-go call in minutes. It drafts a tailored response from your own past proposals, team CVs, and case studies. It completes the compliance forms and pricing schedules. It keeps every figure consistent across the bid. Then a simulated client review panel scores the draft against the brief's own criteria and flags the gaps that would cost you the win before you submit. InsightWise writes only in your firm's real voice and material so proposals sound like you. It flags missing information instead of inventing an answer. And it reads your proposal the way an evaluator will. Teams using InsightWise report 80% less proposal time, 3x more proposals submitted and a 32% win rate increase.

Who Is the Company Behind InsightWise?

Keel

KEEL (Knowledge Extraction based on Evolutionary Learning) is an open source (GPLv3) Java software tool that can be used for a large number of different knowledge data discovery tasks.

Who Is the Company Behind Keel?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 3, 2024