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.

BA
Catalog evaluation

Machine learning platforms

Baseten

Baseten is a training and inference platform for teams serving AI models in production. It deploys open-source, custom, and fine-tuned models as scalable API endpoints, and also provides pre-optimized Model APIs, managed cloud infrastructure, self-hosted options, model training, and engineering support.

Model servingInference APIsAutoscalingGPU infrastructureModel training
Review
DE
Catalog evaluation

Speech recognition

Deepgram

Deepgram provides APIs for speech-to-text, text-to-speech, voice agents, and audio intelligence. Developers can use its real-time or batch services in the cloud, or explore self-hosted deployment options for voice-enabled applications.

Speech-to-textText-to-speechVoice agentsAudio intelligenceAPI
Review
DE
Catalog evaluation

AI development platforms

deepset

deepset provides the Haystack Enterprise Platform and the open-source Haystack framework for building AI agents and retrieval-augmented generation applications. It supports configurable models, data pipelines, deployment choices, testing, monitoring, and governance for production environments.

HaystackAgent orchestrationRAGSelf-hosted deploymentAI governance
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
RE
Catalog evaluation

Traffic management

Rekor

Rekor provides AI-driven roadway intelligence software, data services, and vehicle-recognition systems. Its Rekor Scout product adds license plate and vehicle recognition to supported IP cameras, supplying a searchable dashboard, real-time alerts, configurable data retention, and cloud, self-hosted, or on-premises deployment options.

License plate recognitionComputer visionRoadway intelligencePublic safetyTraffic analysis
Review
SI
Catalog evaluation

Chatbots

SiteRetriever

SiteRetriever is a planned self-hosted platform for creating embeddable website chatbots and help agents. Customers will import documentation, FAQs, and knowledge-base content, configure the bot, then add it to a website with JavaScript. The current site invites users to join an early-access waitlist.

Self-HostedWebsite ChatbotsKnowledge BasesJavaScript Embeds
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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