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.

AM
Catalog evaluation

Developer tools

AI/ML API

AI/ML API provides developers with a unified API for chat, reasoning, image, video, audio, voice, search, and other AI models. Its OpenAI- and Anthropic-compatible interfaces, playground, and MCP server let teams test models and integrate them into applications under usage-based billing.

APIModel RoutingModel Context ProtocolOpenAI CompatibilityServerless Inference
Review
FO
Catalog evaluation

AI development platforms

Forefront

Forefront is a beta platform for running, fine-tuning, evaluating, and exporting open-source text-generation models. It provides datasets, serverless inference endpoints, a Playground, and APIs for developers who want to customize models with their own data and retain model ownership.

Open-source modelsText generationFine-tuningModel deploymentHugging Face
Review
NA
Catalog evaluation

Cloud computing

Novita AI

Novita AI is a cloud platform for developers building AI applications and agents. It provides serverless model APIs, isolated agent runtimes, GPU instances, serverless GPU jobs, and bare-metal GPU clusters for inference, training, and production workloads.

Model APIsGPU CloudAgent SandboxServerless inferenceDedicated GPUs
Review
BA
Discontinued record

Machine learning platforms

Banana

Banana was a platform for hosting and autoscaling machine learning inference workloads on serverless GPUs. Banana announced that it would sunset the Serverless GPU platform and shut down its infrastructure on March 31, 2024, directing customers to migrate to another provider.

GPU inferenceServerless GPUsModel hostingAutoscaling
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