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.

AK
Catalog evaluation

Marketing analytics

Akkio

Akkio is an AI workflow automation platform for media agencies and data providers. It connects campaign data and business knowledge to help teams develop strategy, build audiences, simulate media plans, activate segments, and measure performance across campaign workflows.

Campaign strategyAudience segmentationMedia mix modelingPropensity modelingCampaign measurement
Review
CA
Catalog evaluation

Business intelligence

Capitol AI

Capitol AI helps organizations turn data, records, and research into governed workflows and auditable outputs. It connects sources, transforms data for AI, orchestrates models with lineage, and supports work across diligence, intelligence, public-sector analysis, research, and content operations.

Data integrationWorkflow governanceAudit trailsPublic sectorDue diligence
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
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
IN
Catalog evaluation

Customer service

Inbenta

Inbenta is an enterprise customer and employee experience platform centered on its Encore agentic AI system. It combines AI agents, enterprise search, voice AI, knowledge management, workflow automation, and live-agent tools to automate support and internal workflows with governance and integration controls.

AI agentsEnterprise searchVoice AIWorkflow automationAgent assist
Review
JA
Catalog evaluation

AI governance

Jaxon

Jaxon is an AI verification layer for organizations using LLMs in regulated or high-stakes workflows. It converts policy requirements into structured logic, evaluates model outputs against those rules, and returns auditable outcomes for deployment through APIs or custom solutions.

LLM guardrailsPolicy automationFormal verificationComplianceAPI integration
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
RU
Catalog evaluation

Image generation

RunDiffusion

RunDiffusion is a cloud platform for creative AI work across image generation, video generation, editing, model training, and open-source applications. It combines models from multiple providers with tools such as ComfyUI and Automatic1111, plus shared workspaces, workflow boards, usage controls, and team governance features.

AI image generationAI video generationComfyUIStable DiffusionLoRA training
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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