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.

Search products, capabilities, and workflowsBrowse the index ↓
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.

RS
Catalog evaluation

User research

Research Studio

Research Studio is a UX research analysis workspace for files such as PDFs, audio, video, Word documents, and spreadsheets. It transcribes research material, provides drag-and-drop analysis widgets, answers research questions in context, and exports knowledge to Notion.

Qualitative researchTranscriptionSentiment analysisPersonasJobs to Be Done
Review
UM
Discontinued record

Product management software

Umbrellabird

Umbrellabird was presented as a tool for turning recorded user interviews and notes into product-document drafts. Its official LinkedIn profile describes transcript analysis, summaries, action items, jobs-to-be-done, and document generation, but the official domain was unavailable during verification.

User interviewsInterview analysisProduct requirements documentsMeeting recordings
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.

Evaluating a product for a live workflow?

Bring the decision to our engineers