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.

CO
Catalog evaluation

Developer tools

Codex

Codex is OpenAI's software-engineering agent for working across local repositories, cloud tasks, IDE sessions, terminal workflows, and code review. It can inspect code, edit files, run commands and tests, and delegate longer tasks in isolated cloud environments.

Agentic codingCode reviewCloud tasksIDETerminal
Review
AY
Catalog evaluation

Enterprise search

Ayfie

Ayfie connects enterprise files, systems, and cloud data to a shared context layer for AI assistants and agents. Teams can search internal knowledge, receive source-verifiable answers, draft work, and deploy capabilities in tools such as Slack, Teams, Copilot, or through an API.

RAGData connectorsAI agentsKnowledge retrievalMicrosoft Teams
Review
CL
Catalog evaluation

Workflow automation

Cheat Layer

Cheat Layer provides cloud and desktop agents for creating and running business automations through natural-language instructions and no-code tools. Its prebuilt and custom agents target tasks such as lead generation, sales conversations, content production, marketing experiments, browser automation, and product creation.

Desktop automationBrowser automationLead generationContent marketingVoice agents
Review
CO
Catalog evaluation

AI infrastructure

Cohere

Cohere provides enterprise AI products including generative models, retrieval models, speech-to-text, and the North AI workplace. Organizations can deploy models in a virtual private cloud, on premises, or through Cohere's managed Model Vault, with options for customization using proprietary data.

LLM APIPrivate deploymentAI agentsSemantic searchSpeech-to-text
Review
CO
Catalog evaluation

AI coding assistants

Cosine

Cosine is an AI coding agent for software engineering tasks, from quick fixes to complex migrations. It works through a CLI, cloud workspace, and desktop interface, with support for MCP tools, multi-agent orchestration, and deployment options ranging from public cloud to fully air-gapped environments.

Coding AgentsCLICloud DevelopmentMCPOn-Premises Deployment
Review
CU
Catalog evaluation

Code editors

Cursor

Cursor is an AI-powered coding environment for building, editing, reviewing, and maintaining software. Developers can work with codebase-aware agents, autocomplete, inline edits, terminal workflows, cloud agents, and code review features while selecting from supported coding models.

Coding AgentsCode CompletionCode ReviewCommand LineCloud Agents
Review
DA
Catalog evaluation

Data management

DataChain

DataChain is a Python-based data context layer for unstructured files in S3, Google Cloud Storage, and Azure. It captures metadata, schemas, LLM outputs, lineage, and versioned datasets so researchers and AI agents can discover, reuse, and reproduce work without repeatedly processing raw files.

Unstructured dataData versioningObject storagePythonMLOps
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
DD
Catalog evaluation

Code assistants

Devin Desktop

Devin Desktop is the current product reached from codeium.com. It is a desktop IDE and command center for managing local and cloud coding agents, coordinating agent work in shared spaces, reviewing changes, and working across supported models and agents through the Agent Client Protocol.

Coding agentsIDEMulti-agent workflowsCode reviewGit worktrees
Review
EA
Catalog evaluation

Developer tools

Evidently AI

Evidently AI is an open-source framework for evaluating, testing, and monitoring LLM applications, RAG systems, AI agents, and predictive machine-learning models. Teams can use built-in or custom metrics, generate test cases, run evaluations locally or in the cloud, and track quality over time.

LLM evaluationML monitoringData driftRAG evaluationOpen source
Review
GL
Catalog evaluation

AI video generators

GliaCloud

GliaCloud is an AI video production platform for digital marketers, publishers, and other organizations. Its video agents support automated video creation for industry-specific communications, including branded storytelling, content marketing, animated mascots, and scalable video production workflows.

AI video productionVideo marketingBrand mascotsContent publishingContent automation
Review
HA
Catalog evaluation

Machine learning platforms

H2O.ai

H2O.ai provides enterprise software for building, fine-tuning, deploying, and governing predictive and generative AI. Its portfolio includes AI agents, automated machine learning, model operations, document AI, and open-source tools for data scientists and developers.

Generative AIPredictive AIAI agentsModel deploymentPrivate data
Review
IS
Catalog evaluation

AI agents

Ishi

Ishi is a desktop AI agent for organizing files, extracting data, renaming content, and connecting local work to AgenticFlow cloud workflows. It uses a preview-and-approval model for file changes and supports user-provided AI providers alongside its own Intent Engine.

File OrganizationLocal-FirstPDF Data ExtractionBring Your Own KeyDesktop App
Review
KA
Catalog evaluation

Enterprise AI

Kern AI

Kern AI provides confidential AI software for enterprises building knowledge agents and internal LLM assistants. Its platform supports enterprise integrations, secure retrieval of company information, encrypted processing, and tools for teams to deploy AI applications while meeting EU data-compliance requirements.

Confidential computingKnowledge agentsData securityEnterprise searchLLM integration
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
PA
Catalog evaluation

Knowledge management

Personal AI

Personal AI is an AI memory platform for building personas trained on proprietary data. It provides persistent memory through Memory Core, a no-code Persona Studio, an end-user assistant, integrations for cloud and email data, and APIs for creating and managing memories programmatically.

AI memoryAI personasPersistent contextData integrationsAPI
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
SI
Catalog evaluation

AI marketplaces

SingularityNET

SingularityNET is a decentralized AI organization and founding member of the Artificial Superintelligence Alliance. Its ecosystem includes AI agent development, GPU cloud infrastructure, an AI-native blockchain, developer tools, a marketplace, and a token used to access services, transact, stake, and participate in governance.

Decentralized AIAI agentsAI marketplaceBlockchain infrastructureFET token
Review
SM
Catalog evaluation

AI agents

SmythOS

SmythOS is an AI agent platform for creating and operating workflows through a visual builder, prompts, or code. Teams can test agents, collaborate in project spaces, and deploy them through managed cloud, local infrastructure, APIs, MCP servers, or chat interfaces.

Agent builderVisual workflowsAPI deploymentMCPSelf-hosting
Review
VA
Catalog evaluation

Data analysis

Vanna AI

Vanna AI is a user-aware agent framework that connects language models to databases so users can query systems of record in natural language. Teams can use its open-source framework with their chosen LLM and database, or add hosted administrative capabilities through Vanna Cloud.

Text to SQLNatural language queriesMulti-databaseOpen sourceSelf-hosting
Review
XM
Catalog evaluation

AI agents

xMagic

xMagic is a platform for designing and deploying private AI agents that can use tools and route work to specialized subagents. It supports Drive-based retrieval, custom MCP integrations, and testing before deployment, with options to run in a customer-controlled cloud or data center.

SubagentsMCPKnowledge basesVoice agentsWorkflow automation
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

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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