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.

LO
Catalog evaluation

App builders

Lovable

Lovable turns natural-language instructions into editable full-stack web applications with frontend, backend, database, authentication, integrations, and deployment. It supports rapid prototyping as well as ongoing product development with real code and managed cloud services.

Vibe codingFull-stack appsNatural languageCloud hostingCode export
Review
AD
Catalog evaluation

AI consulting

Adaptiv

Adaptiv is an independent AI product studio that designs experiences, engineers applications, and develops open-source and small language models. It works with teams launching context-aware products in education, culture, and finance, including AI video systems and lifecycle operations.

AI product developmentSmall language modelsAI videoEdTechFinTech
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

Enterprise AI platforms

C3 AI

C3 AI provides enterprise software for developing, deploying, and operating AI at scale. Its product portfolio includes an agentic AI platform, application development tools, generative AI grounded in proprietary data, and production-ready applications for operational use cases across major industries.

Data IntegrationAgentic AIGenerative AIPredictive MaintenanceProduction Optimization
Review
CA
Catalog evaluation

Conversational AI

Charisma.ai

Charisma.ai is a platform for building immersive conversational experiences for online training, brand campaigns, games, and other interactive products. It combines conversational scenarios, character-driven stories, speech features, analytics, and SDKs for web, mobile, game engines, VR, and other clients.

Conversation simulationsUnityUnreal EngineSpeech recognitionText to speech
Review
CO
Catalog evaluation

App builders

CodePal

CodePal is an AI app builder that turns a natural-language product brief into a full-stack web application. It plans, generates, previews, and deploys frontend, backend, and database work in one workspace, with visual and code editing, GitHub sync, exports, and custom-domain publishing.

Full-stack developmentNatural languageGitHubCustom domainsCode export
Review
CO
Catalog evaluation

Developer tools

CodeRabbit

CodeRabbit is an AI code-review platform for pull requests, IDEs, and the command line. It analyzes code changes with repository context, provides summaries and review comments, supports configurable review instructions, and offers pre-merge checks, autofixes, test generation, and integrations with development workflows.

Pull request reviewsIDECLIGitHubGitLab
Review
CO
Catalog evaluation

Developer tools

Coderbuds

Coderbuds measures engineering performance from connected development tools and uses AI agents to act on detected bottlenecks. It tracks DORA, SPACE, pull-request, and team-health metrics, then can automate actions such as review follow-ups, PR-size guidance, and deployment-failure analysis.

Engineering metricsDORA metricsSPACE FrameworkGitHubSlack
Review
CO
Catalog evaluation

Game development

Cohezion

Cohezion helps game studios and publishers turn community conversations into structured bug reports, actionable feedback, and community insights. It connects Discord with project-management workflows so teams can collect details, review summaries, prioritize issues, and keep players updated.

Bug reportingPlayer feedbackCommunity analyticsDiscordJira
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
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
DA
Catalog evaluation

No-code development

Drafter AI

Drafter AI is a no-code platform for building AI applications, automations, and product features. Teams can combine data sources and models into workflows, use internal knowledge, and deploy branded AI apps or API-backed capabilities for tasks such as text analysis and data enrichment.

AI workflowsKnowledge baseText analysisData extractionAPI
Review
FL
Catalog evaluation

Workflow automation

Floneum

Floneum is a visual graph editor for building workflows with large language models, local AI, and community plugins. It lets users combine drag-and-drop workflow nodes while developers can extend the product with sandboxed WebAssembly plugins written in supported programming languages.

Visual workflowsLocal LLMsWebAssemblyPlugin development
Review
FL
Catalog evaluation

Business consulting

fluent

fluent is a boutique consulting firm that helps organizations navigate change, improve product management, connect planning to execution, and develop leaders. Its engagements are tailored to each client's culture, constraints, and goals, with consultants working alongside internal teams.

Organizational transformationLeadership developmentStrategic planningProduct strategy
Review
GO
Catalog evaluation

Development agencies

Goodspeed

Goodspeed is an AI development agency that plans, designs, builds, and deploys custom AI products, web apps, SaaS tools, internal automations, and marketing sites. Its team uses a discovery sprint to scope work, then provides development, deployment, and post-launch support.

AI productsSaaS developmentNo-code developmentDiscovery sprintsPost-launch support
Review
HU
Catalog evaluation

AI development tools

Humanloop

Humanloop was acquired by Anthropic, and its platform was sunset on September 8, 2025. Before the sunset, it provided enterprise tooling for LLM evaluation, prompt management, and production observability, helping technical and non-technical teams collaborate on AI product development.

Prompt managementLLM evaluationsObservabilityModel monitoringDeveloper SDKs
Review
LA
Catalog evaluation

Game development

Ludo.ai

Ludo.ai is an AI platform for game pre-production, combining game research, concept development, asset creation, and development guidance. Game makers can generate ideas, sprites, images, 3D models, audio, video, and structured game concepts, with API and MCP access on eligible plans.

Game ideationSprite generation3D assetsGame conceptsMarket research
Review
ON
Catalog evaluation

AI consulting

OnLoop

OnLoop is a boutique AI transformation agency that designs and deploys custom AI products, workflow automations, and conversational agents. Its current offering focuses on embedded delivery teams, product acceleration, and AI strategy consulting rather than its earlier team-management software.

AI strategyCustom AI agentsWorkflow automationProduct development
Review
OP
Catalog evaluation

3D modeling

Opus

Opus is a Web3 creator and gaming ecosystem centered on Opus 3D Writer. Its product site says storytellers can use narrative to add scenes and create characters, dialogue, effects, and animations, while outputs include native Web3 integration.

3D creationInteractive storytellingGame developmentNFTsWeb3
Review
PR
Catalog evaluation

AI development

PromptLayer

PromptLayer is an AI engineering platform for managing prompt versions, evaluating LLM and agent behavior, and tracing production activity. Teams can let domain experts edit prompts visually while engineers connect releases, requests, costs, latency, and quality signals to the relevant prompt versions.

Prompt managementLLM evaluationsAgent observabilityPrompt versioningSDKs
Review
SA
Catalog evaluation

AI tool directories

SaaS AI Tools

SaaS AI Tools is a directory for discovering generative AI and SaaS products across categories such as writing, design, development, chatbots, and research. It also publishes product reviews, founder interviews, and tool roundups for people evaluating software options.

AI tool discoverySaaS toolsProduct reviewsFounder resources
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
SC
Catalog evaluation

Creative tools

Scenario

Scenario is a creative production platform for generating on-brand image, video, audio, and 3D assets. Teams can train custom models on their own references, use a broad model library, build reusable workflows and apps, and connect generation pipelines through its API and MCP.

Custom modelsImage generationVideo generation3D generationWorkflow automation
Review
SM
Catalog evaluation

AI consulting

Smarty

Smarty provides businesses with an embedded Chief of AI and a senior delivery team to identify, build, and maintain custom AI systems. The service focuses on workflow automation, autonomous agents, company knowledge systems, and production software that customers own in their own accounts and repositories.

Chief of AIWorkflow automationAutonomous agentsCompany knowledge baseCustom software development
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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