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
CO
Catalog evaluation

Data analytics

Coginiti

Coginiti is a Semantic Intelligence platform for developing, governing, and deploying trusted business logic. Data teams can develop and test SQL, capture analytic knowledge, publish it through a governed semantic layer, and provide AI agents with curated context for auditable answers across their data estate.

Semantic layerSQLData governanceData lineageAI agents
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
HU
Catalog evaluation

Healthcare automation

Hubble

Hubble connects healthcare companies and operations teams with data from EHRs, payers, and patient records. Its platform provides mediated data access, no-code workflows, and governance capabilities for deploying permissioned, auditable healthcare agents and automations.

EHR integrationsPayer dataHealthcare workflowsPatient accessHIPAA compliance
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
SH
Catalog evaluation

Video generators

Shuffll

Shuffll is an enterprise video platform that turns structured business data into on-brand videos at scale. It can connect through an API to CRMs, marketplaces, and other platforms, with configured templates, workflows, approval logic, and localization for customer-facing or internal video programs.

Text to videoPersonalized videoAPICRMBrand governance
Review
WA
Catalog evaluation

AI agents

Wand

Wand provides enterprise infrastructure for creating, managing, and scaling AI agents alongside human teams. Its Wand OS covers workforce governance, human-agent collaboration, process automation, agent training, and oversight across systems, tools, and departments.

Agent managementWorkflow automationHuman-agent collaborationEnterprise governanceOn-premise deployment
Review
WR
Catalog evaluation

Enterprise AI

WRITER

WRITER is an enterprise AI platform for building, activating, and supervising agents that execute multi-step work. Organizations can connect company data, tools, and standards to automate repeatable workflows with brand controls, governance, and configurable access.

AI agentsEnterprise automationKnowledge GraphGovernanceBrand controls
Review
DD
Discontinued record

Data management

Dell Data Orchestration Engine

Dell Data Orchestration Engine is the current product built from Dell's acquisition of Dataloop. It coordinates data ingestion, preparation, embeddings, retrieval, inference, and evaluation so enterprises can turn structured, unstructured, and multimodal data into governed datasets for AI systems.

AI data pipelinesMultimodal dataRAGData governanceNVIDIA
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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