AI tool intelligence

Find the right AI products for the work.

Our live catalog contains 2,444 researched AI products. Each record keeps current product positioning, fit, limitations, pricing signals, and official destinations together for a clearer decision.

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2,444AI products in the catalog
DatedAvailability and evidence checks
IndependentFit, limitations, and alternatives

Public AI tool catalog

Search this public selection by the work you need to improve.

Search the complete catalog by product, capability, workflow, category, or tag. Every result opens a profile built from the same live record.

AI
Catalog evaluation

Developer tools

AI2SQL

AI2SQL turns natural-language requests into dialect-aware SQL using a connected database schema. It also explains, optimizes, fixes, formats, and runs queries, while its MCP gateway gives AI agents governed, read-only access to live database connections.

Text-to-SQLSQL GenerationDatabase ConnectorsQuery OptimizationMCP
Review
AY
Catalog evaluation

Enterprise search

Ayfie

Ayfie connects enterprise files, systems, and cloud data to a shared context layer for AI assistants and agents. Teams can search internal knowledge, receive source-verifiable answers, draft work, and deploy capabilities in tools such as Slack, Teams, Copilot, or through an API.

RAGData connectorsAI agentsKnowledge retrievalMicrosoft Teams
Review
DE
Catalog evaluation

Data analysis

Defog

Defog lets teams ask questions about structured data in plain language and receive data-backed results and visualizations. It connects to databases and CSVs, uses Defog's SQLCoder model for text-to-SQL, and supports cloud-hosted or self-hosted enterprise deployments.

Natural language queriesSQLDatabase connectorsSelf-hosted deploymentData visualization
Review
FB
Catalog evaluation

Data analysis

Formula Bot

Formula Bot is an AI data-analysis platform that turns uploaded or connected data into answers, charts, spreadsheets, reports, presentations, and dashboards. It supports data transformation, text analysis, scheduled workflows, and connectors for spreadsheets, databases, analytics services, cloud storage, and data warehouses.

Data visualizationDashboard generationExcelGoogle SheetsData connectors
Review
GL
Catalog evaluation

Enterprise search

Glean

Glean is an enterprise Work AI platform that connects company applications and data so employees can search, ask questions, create content, analyze information, and automate workflows. Its permission-aware search, assistant, and agents use organizational context from connected tools and knowledge sources.

Work AIEnterprise searchData connectorsWorkflow automationKnowledge graph
Review
JA
Catalog evaluation

Data analysis

Julius AI

Julius AI is a data-analysis workspace for analyzing and visualizing data, building notebooks and custom agents, and connecting files or data sources. It supports exportable charts, images, slides, and HTML artifacts, with collaboration and Slack capabilities available on higher plans.

SpreadsheetsData connectorsCustom agentsChartsSlack
Review
MI
Catalog evaluation

AI agents

MindsHub

MindsHub is the current product from MindsDB, renamed from the MindsDB agent platform in 2026. It lets users brief projects in plain language, connect data and tools through a credentials vault, choose agent harnesses and models, and collect shareable results.

Agent WorkflowsModel RoutingData ConnectorsProject AutomationOpen Source
Review
MA
Catalog evaluation

Data analytics

MOSTLY AI

MOSTLY AI, powered by Syntho, is a data intelligence platform for analyzing production data and creating mock, synthetic, and simulated datasets. Its open-source Python SDK and platform help teams generate privacy-safe data, explore data with natural-language prompts, and share data assets.

Synthetic DataData AnalysisPythonData ConnectorsDifferential Privacy
Review
PO
Catalog evaluation

Embedded analytics

Polymer

Polymer is an embedded analytics platform for product teams that want to add branded, self-service dashboards to their applications. It connects to databases, warehouses, and business tools, then provides visualizations, configurable reports, user permissions, and AI-assisted insights through its interface and API.

Embedded dashboardsData connectorsAPI integrationWhite-label analyticsAI insights
Review
SH
Catalog evaluation

Vector databases

Shaped

Shaped is a vector database for personalized search and recommendations. It connects to product and behavioral data, manages embeddings and freshness, then retrieves results through a feedback loop that uses user interactions to improve ranking and relevance.

Personalized searchProduct recommendationsHybrid searchAgent retrievalData connectors
Review

How the index works

A catalog built for decisions, not rankings.

Commercial relationships can fund the research. They never change product status, fit, limitations, evidence, or the alternatives we show.

Verify what exists

We check availability, product direction, pricing signals, and when the supporting evidence was last reviewed.

Evaluate operational fit

We assess the work it supports, integration requirements, ownership, risk, and where human judgment remains necessary.

Keep the comparison honest

Commercial relationships are disclosed, while credible limitations and alternatives stay visible.

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