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.

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
AL
Catalog evaluation

Developer tools

alwaysAI

alwaysAI is an enterprise computer vision platform for turning camera footage into real-time operational data. Teams can manage datasets, train or bring models, develop applications with edgeIQ APIs, deploy to edge or cloud environments, and review analytics in the platform console.

Object detectionModel trainingEdge deploymentVideo analyticsMLOps
Review
AN
Catalog evaluation

Developer tools

Anyscale

Anyscale is a managed platform for building and scaling data-intensive AI workloads with Ray. Foundation model teams can run multimodal data curation, distributed training, embedding generation, and post-training workloads across their own GPUs, clouds, and clusters.

RayDistributed trainingData curationEmbedding generationMulti-cloud
Review
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
BL
Catalog evaluation

AI Infrastructure

Blaize

Blaize provides an edge-AI platform combining programmable processors, AI edge hardware, and deployment software. Its products support inference workloads across edge devices, data centers, and cloud environments, with AI services, an SDK, and a code-free AI Studio.

Edge AIAI inferenceAI hardwareLow-code developmentComputer vision
Review
CA
Catalog evaluation

Audio generators

CassetteAI

CassetteAI provides generative audio models for music and sound effects through a metered API and live playground. Developers can prompt its models to create stereo WAV music tracks or short, loopable sound effects for games, creator applications, and real-time audio workflows.

Music GenerationSound EffectsAudio APIEdge InferenceJavaScript
Review
DA
Catalog evaluation

Computer vision

Datature

Datature is an end-to-end computer vision platform for managing datasets, annotating data, training and evaluating models, and deploying inference. Its no-code Nexus platform supports visual workflows, cloud and edge deployments, plus APIs and SDKs for integration into existing applications.

Data annotationModel trainingModel deploymentAPIEdge AI
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
FR
Catalog evaluation

Developer tools

FriendliAI

FriendliAI provides API and infrastructure options for running open-weight and custom models in production. Developers can use pay-as-you-go Model APIs, deploy dedicated GPU endpoints for predictable capacity, or run its containerized offering in their own environment for greater deployment control.

Model inferenceOpen-weight modelsDedicated GPUsOpenAI compatibilityModel serving
Review
GO
Catalog evaluation

AI developer tools

GooseAI

GooseAI provides fully managed NLP inference through an API. It serves open-source language models for text completions and lets developers migrate from a compatible API by changing the API base URL. Pricing is credit-based and charged for generated output tokens.

Text generationNLP APIOpen-source language modelsAPI compatibilityText completions
Review
MA
Catalog evaluation

Developer tools

Martian

Martian is an AI research lab that makes selected tools available to developers. Its Gateway provides a single API for more than 200 models with OpenAI and Anthropic API compatibility, while its ARES and K-Steering projects support agent evaluation and inference-time behavior control.

LLM routingAPIMulti-model accessOpenAI compatibilityAgent evaluation
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
NU
Catalog evaluation

Machine learning

Numenta

Numenta develops brain-based AI technology. Its NuPIC platform is presented as software for deploying pretrained and customized language models on CPUs within a customer's infrastructure, while the company continues research around its Thousand Brains Theory of Intelligence.

CPU inferenceLLM deploymentNatural language processingPrivate infrastructureDocker
Review
RA
Catalog evaluation

Developer tools

Release.ai

Release.ai is an AI experimentation, development, and deployment platform built on Release. Teams can launch template-based environments for RAG, fine-tuning, training, prompt engineering, image generation, inference, and AI agents, using GPU resources in Release's cloud or private infrastructure.

AI deploymentGPU cloudKubernetesRAGModel training
Review
RO
Catalog evaluation

Computer vision

Roboflow

Roboflow is an end-to-end computer vision platform for applications using images, video, and real-time streams. Teams can annotate and manage data, train custom models, build multi-stage workflows, and run inference in the cloud, private infrastructure, or on edge devices.

Image annotationModel trainingObject detectionVision deploymentEdge deployment
Review
SA
Catalog evaluation

Cloud computing

Salad

Salad provides a distributed cloud platform for deploying production AI and machine learning workloads on consumer and data-center GPUs. Customers can run containerized inference, transcription, computer vision, rendering, and batch processing workloads without managing individual virtual machines.

Distributed GPU cloudAI inferenceContainer deploymentTranscription APIComputer vision
Review
TU
Catalog evaluation

Model training

TuneMyAI

TuneMyAI is a platform for fine-tuning and deploying Stable Diffusion models. It provides configurable training, support for multiple image sets, Hugging Face integration, hosted models and images, downloadable models, and an API endpoint for inference requests.

Stable DiffusionFine-tuningHugging FaceModel hostingInference API
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
BA
Discontinued record

Developer tools

BLACKBOX AI

BLACKBOX AI is a developer platform for building and shipping software with multi-agent coding, an AI-native IDE, a VS Code extension, CLI, cloud agents, and a unified inference API. It provides access to frontier and open-source models with end-to-end encrypted inference.

Multi-agent codingAI IDEVS CodeCLIInference API
Review
GR
Discontinued record

Machine learning platforms

Gradient

Gradient is no longer available from gradient.ai, which now redirects to another product. Its remaining documentation describes a developer platform for fine-tuning open-source language models and generating completions through a web API.

LLM fine-tuningInference APIOpen-source models
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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