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.

HU
Catalog evaluation

Financial automation

Humanlike

Humanlike provides AI-powered accounts payable and receivable processing as an alternative to outsourcing. It processes invoices and automates exception handling for finance operations teams, with a sales-led process benchmarking consultation for organizations evaluating their cash flow management workflows.

AP/ARInvoice processingException handlingCash flow managementSOC 2
Review
MB
Catalog evaluation

Developer tools

MirageML Bench

MirageML Bench tracks how far coding models can progress toward building a GTA-style game set in San Francisco from clean-room repositories. It presents playable submissions, their model and build information, source repositories, deployment links, and stated provenance for direct inspection.

Coding AgentsBenchmarkingGame DevelopmentOpen Source
Review
SA
Catalog evaluation

Data labeling

Scale AI

Scale AI provides training data, model evaluations, and full-stack AI systems for enterprises, governments, and model developers. Its products support data annotation and management, generative AI application development, red-teaming, benchmarking, and the deployment of AI systems with human review.

Data annotationHuman-in-the-loopRLHFModel evaluationGenerative AI
Review
JC
Discontinued record

Recruiting

Job Crystal

Job Crystal is a recruitment platform for employers, recruiters, and job seekers. Its Crystal AI sources candidate matches from a job description, while related services cover recruitment support, job advertising, background checks, salary benchmarking, and AI-assisted CV formatting.

Candidate sourcingCandidate matchingJob advertisingSalary benchmarkingCV formatting
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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