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.

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

MLOps

Datatron

Datatron is an enterprise MLOps platform for operationalizing machine learning models, monitoring their production health, and supporting AI governance. It supports deployment across on-premises, cloud, and air-gapped environments, with integrations intended for existing enterprise infrastructure.

Model deploymentModel monitoringAI governanceKubernetes
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
EA
Catalog evaluation

Developer tools

Eden AI

Eden AI is an AI gateway that unifies access to LLMs and specialized models for speech, vision, OCR, translation, and more. Developers can compare providers, route requests, monitor cost and performance, and configure fallbacks through one API.

AI gatewayModel routingLLMsOCRFallback
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
FA
Catalog evaluation

AI observability

Fiddler AI

Fiddler AI is an enterprise AI control plane for monitoring, evaluating, securing, and governing agents, LLM applications, and traditional ML models. It gives teams execution context and decision lineage, applies guardrails, and supports continuous evaluation throughout the AI lifecycle.

Agentic observabilityLLM monitoringGuardrailsAI governanceModel evaluation
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
KA
Catalog evaluation

AI agents

Kore.ai

Kore.ai provides an enterprise platform for building, deploying, governing, and monitoring AI agents. Teams can create multi-agent systems with tools, knowledge sources, workflows, and model integrations for customer service, employee productivity, and industry-specific business applications.

Enterprise AIMulti-agent orchestrationAgent builderRAGLLM integrations
Review
LI
Catalog evaluation

Compliance

LitLingo

LitLingo is an enterprise communication compliance platform that analyzes workplace messages for risky language and emerging trends. It helps legal and compliance teams audit communications, investigate potential issues, and coach employees before damaging messages are sent across connected business tools.

Communication complianceAntitrustCommunication monitoringSlackMicrosoft Teams
Review
MO
Catalog evaluation

AI Governance

Monitaur

Monitaur is enterprise AI governance software for establishing policies and controls, managing model risk and compliance, and automating validation. Its platform supports monitoring, documentation, reporting, and transparency for organizations governing internal and third-party AI systems.

Model GovernanceModel MonitoringModel ValidationRegulatory ComplianceEnterprise Software
Review
RO
Catalog evaluation

Computer vision

Robovision

Robovision provides industrial vision intelligence infrastructure for governing computer vision systems over their full lifecycle. Its approach combines standardized applications, a platform for monitoring and model operations, and governance capabilities to help industrial operators sustain reliable inspection performance as conditions, products, and sites change.

Industrial inspectionQuality controlLifecycle managementEdge AIManufacturing
Review
VO
Catalog evaluation

Chatbot builders

Voiceflow

Voiceflow is a collaborative platform for building, testing, deploying, and monitoring chat and voice agents. Teams can combine knowledge bases, workflows, integrations, and model providers, then launch agents on web chat, phone, mobile, or custom interfaces.

Conversational AIKnowledge basesOmnichannel deploymentAPI integrationsAgent analytics
Review
ZO
Catalog evaluation

Sports analytics

Zone7

Zone7 is part of svexa’s performance intelligence portfolio. It provides data science services and an application for high-performance organizations to forecast injury risk, analyze player data, manage workloads, simulate future scenarios, and support athlete availability and performance decisions.

Injury risk forecastingLoad managementAthlete performanceSports scienceScenario planning
Review
RA
Discontinued record

MLOps platforms

Radicalbit

Radicalbit provides enterprise AI infrastructure for deploying and serving ML, computer-vision, and LLM applications. Its products cover real-time ML pipelines, model observability, open-source AI monitoring, and an AI Gateway for routing, guardrails, usage controls, and visibility across AI traffic.

Model monitoringLLM observabilityData drift detectionAI GatewayEvent stream processing
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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