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.

IM
Catalog evaluation

Image recognition

Imagga

Imagga provides APIs for analyzing, discovering, moderating, searching, editing, and generating visual content. Businesses can use its image and video recognition tools for tagging, categorization, explicit-content detection, visual search, OCR, cropping, background removal, and custom models.

Image taggingContent moderationVisual searchOCRBackground removal
Review
PA
Catalog evaluation

Image metadata tools

PhotoTag.ai

PhotoTag.ai generates keywords, titles, and descriptions for photos and videos. Stock photographers, e-commerce teams, and marketers can export the results as metadata embedded in files or as CSV files for stock-platform uploads, with Lightroom Classic plug-in and API access available.

Image taggingVideo taggingIPTC metadataLightroom ClassicStock platforms
Review
TA
Catalog evaluation

Digital asset management

Tagbox

Tagbox is a digital asset management platform for teams that organize photos and videos. It uses semantic search, facial recognition, video analysis, and custom AI tagging to make media libraries searchable, with specialized workflows for events, retail brands, and creative agencies.

Semantic searchFacial recognitionMedia librariesVideo analysisEvent photo sharing
Review
NO
Discontinued record

Research tools

Notably

Notably is a qualitative research platform for organizing research data and generating insights with AI-assisted workflows. Its public product materials describe transcription, highlighting, tagging, clustering, AI templates, research repositories, and collaborative insight reporting, but the current web application could not be reached.

Qualitative researchResearch synthesisVideo transcriptionCluster analysisDigital sticky notes
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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