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.

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
CE
Catalog evaluation

MLOps

Censius

Censius is an AI observability platform for machine learning teams monitoring production models. It brings together model details, input data, logs, and monitoring insights to identify performance, drift, data quality, and bias issues, then guide root cause analysis and remediation.

Model MonitoringModel ExplainabilityModel DriftRoot Cause AnalysisPython SDK
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
JA
Catalog evaluation

Machine learning

JADBio

JADBio is an automated machine learning platform for analyzing multi-omics and biomedical data. It helps life-science professionals build and interpret classification, regression, and survival-analysis models, with feature selection and sharing tools designed for users without data science expertise.

AutoMLBiomarker discoveryMulti-omicsPredictive modelingSurvival analysis
Review
LU
Catalog evaluation

Data analysis

Luminal

Luminal is an AI copilot for cleaning, transforming, and analyzing spreadsheet data. Users can upload CSV and Excel files, use natural-language commands for editing and analysis, create visualizations, and export completed datasets without writing complex formulas.

Spreadsheet CleaningData TransformationData AnalysisData VisualizationCSV Files
Review
MA
Catalog evaluation

Data analytics

MOSTLY AI

MOSTLY AI, powered by Syntho, is a data intelligence platform for analyzing production data and creating mock, synthetic, and simulated datasets. Its open-source Python SDK and platform help teams generate privacy-safe data, explore data with natural-language prompts, and share data assets.

Synthetic DataData AnalysisPythonData ConnectorsDifferential Privacy
Review
PO
Catalog evaluation

Embedded analytics

Polymer

Polymer is an embedded analytics platform for product teams that want to add branded, self-service dashboards to their applications. It connects to databases, warehouses, and business tools, then provides visualizations, configurable reports, user permissions, and AI-assisted insights through its interface and API.

Embedded dashboardsData connectorsAPI integrationWhite-label analyticsAI insights
Review
PR
Catalog evaluation

Sales

PromptLoop

PromptLoop helps sales and go-to-market teams build and enrich datasets with AI agents. Users can upload target lists, create repeatable web research tasks from instructions, extract structured company and contact information, and sync results to CRM, spreadsheet, or warehouse workflows.

B2B researchData enrichmentWeb researchHubSpotSalesforce
Review
AN
Discontinued record

Machine learning

Anote

Anote is a human-centered AI platform for creating labeled datasets, improving domain-specific models, and evaluating AI systems. It combines annotation workflows and human feedback with fine-tuning, benchmarks, synthetic data, and developer tools for teams building reliable AI applications.

Data annotationLLM evaluationFine-tuningHuman feedbackSynthetic data
Review
TE
Discontinued record

Developer tools

Terracotta

Terracotta's official terra-cotta.ai website could not be reached during verification. Its current product availability, capabilities, pricing, documentation, and company details could therefore not be confirmed from current official sources.

LLM fine-tuningModel evaluationDataset upload
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