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.

AI
Catalog evaluation

Data labeling

AIMMO

AIMMO provides enterprise services and software for collecting, curating, labeling, synthesizing, and evaluating AI training data. Its AIMMO Enterprise platform supports collaborative management of unstructured image, LiDAR, video, and text data, while AIMMO Core provides tailored data and Vision AI solutions.

Data CurationSynthetic DataAutonomous DrivingLiDAR AnnotationMLOps
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
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

News

Contentedge_

Contentedge_ is now a technology publication covering AI developments, industry trends, SEO, and content strategy. Its current site publishes analysis from technical authors and provides an email newsletter for readers who want updates on AI, software, and technology.

AI technologyIndustry trendsSEOContent strategyTech journalism
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
MA
Catalog evaluation

Low-code development

MarsX

MarsX is a software development platform that combines no-code building, a web IDE, and reusable full-stack micro-apps. Teams can begin with existing components, then use JavaScript or TypeScript for requirements outside the available no-code functionality.

Micro-appsFull-stack developmentOpen sourceWeb IDEJavaScript
Review
MO
Catalog evaluation

3D modeling

Movmi

Movmi is human motion-capture software for 3D animators and game developers. It converts video into 3D human motion for FBX-based workflows, and includes text-to-3D poses, AI-rendered videos, and team collaboration tools.

Motion Capture3D AnimationFBX ExportBlender
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
PH
Catalog evaluation

Coding assistants

Programming Helper

Programming Helper is a web-based coding assistant with generators and utilities for software-development tasks. It can create functions and classes from descriptions, produce SQL and HTML, translate code between languages, explain code or regular expressions, fix invalid code, and generate tests.

Code generationCode translationSQL generationTest generationCode explanation
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
SL
Catalog evaluation

3D modeling

Sloyd

Sloyd is a browser-based 3D creation platform for generating textured models from text prompts and images, or customizing parametric templates. It supports exports for game engines, 3D software, and printing workflows, with tools for topology, texturing, rigging, and animation.

Text to 3DImage to 3DParametric modelingGame-ready assetsUnity
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
TA
Catalog evaluation

Code assistants

Tabnine

Tabnine is an AI coding platform for organizations that provides code completions, chat, and agentic workflows. It connects to repositories and development systems to deliver context-aware assistance, with deployment options for SaaS, on-premises, and air-gapped environments.

Code completionCoding agentsIDE integrationCLIPrivate deployment
Review
TE
Catalog evaluation

Developer tools

Tempo

Tempo is a code-first collaborative workspace for product teams. It lets teams edit real React code visually, create code-aware product requirements, track work on kanban boards, and run coding agents in parallel worktrees while keeping product, design, and code context connected.

React developmentVisual editingProduct requirementsKanban boardsCoding agents
Review
WA
Catalog evaluation

AI consulting

Width.ai

Width.ai is an AI and machine learning consulting company that builds generative AI implementations through strategy and software development. Its services cover proof-of-concept builds and production systems, including GPT development, natural language processing, computer vision, inventory automation, and social media analytics.

Generative AINatural Language ProcessingComputer VisionCustom DevelopmentProof of Concept
Review
3F
Discontinued record

Software development

3D Foundry Labs

3D Foundry Labs is the successor to 3DFY.ai, offering bespoke software development across AI, 3D, computer vision, and computer graphics. It designs production systems for client workflows, including rendering pipelines, automation, 3D generation, and industry-specific visual-content tools.

Custom AI development3D renderingComputer visionAgentic workflowsJewelry technology
Review
BI
Discontinued record

Developer tools

Bifrost

The candidate Bifrost website returned an upstream connection failure during verification. No current product description, capabilities, pricing, documentation, or company details could be confirmed from an official source.

Developer toolsSoftware developmentDesign workflows
Review
BI
Discontinued record

Developer tools

Bito

Bito provides codebase context and AI code reviews for development teams. It connects with GitHub, GitLab, Bitbucket, and supported IDEs to review pull requests and help developers work with repository and Jira context.

AI code reviewPull requestsGitHubGitLabIDE integrations
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
CA
Discontinued record

Career development

Careerdekho AI

Careerdekho AI is a career discovery tool that presents an AI career suggestion engine to help people find a suitable career fit. Its site includes examples across professions such as software engineering, design, healthcare, education, and business.

Career explorationCareer planningCareer recommendations
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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