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.

CO
Catalog evaluation

AI infrastructure

Cohere

Cohere provides enterprise AI products including generative models, retrieval models, speech-to-text, and the North AI workplace. Organizations can deploy models in a virtual private cloud, on premises, or through Cohere's managed Model Vault, with options for customization using proprietary data.

LLM APIPrivate deploymentAI agentsSemantic searchSpeech-to-text
Review
DO
Catalog evaluation

Sales

Double

Double is a sales prospecting tool that uses AI to research leads on the web, answer qualifying questions, find verified email addresses, and help teams prepare hyper-targeted outreach. It can research thousands of prospects at once and aggregates more than 10 private data sources for email verification.

Lead enrichmentProspect researchEmail verificationSales outreach
Review
EM
Catalog evaluation

Sales enablement

Empy

Empy is a desktop copilot for sales, customer-success, and support conversations. It provides private real-time coaching during calls, then turns conversations into structured reports, playbook-based scores, and team performance insights. Organizations can deploy it as SaaS, in a VPC, or on premises.

Real-time coachingCall analyticsZoomGoogle MeetMicrosoft Teams
Review
FI
Catalog evaluation

Fundraising

Finta

Finta is a fundraising and private-market deal workspace for managing prospect relationships, sharing due diligence materials, and coordinating outreach. Its Aurora agent supports CRM workflows, while deal rooms, data rooms, and network mapping help teams engage potential investors and strategic contacts.

Investor relationsDeal managementWarm introductionsDue diligenceEmail outreach
Review
HA
Catalog evaluation

Machine learning platforms

H2O.ai

H2O.ai provides enterprise software for building, fine-tuning, deploying, and governing predictive and generative AI. Its portfolio includes AI agents, automated machine learning, model operations, document AI, and open-source tools for data scientists and developers.

Generative AIPredictive AIAI agentsModel deploymentPrivate data
Review
HE
Catalog evaluation

Financial research

Hebbia

Hebbia is an institutional intelligence platform for financial organizations. Its Matrix product lets teams analyze large document sets with cited answers, connect private and public data sources, draft client-ready documents, and automate firm-specific workflows.

Investment ResearchFinancial ServicesDocument AnalysisAI AgentsData Integrations
Review
NU
Catalog evaluation

Machine learning

Numenta

Numenta develops brain-based AI technology. Its NuPIC platform is presented as software for deploying pretrained and customized language models on CPUs within a customer's infrastructure, while the company continues research around its Thousand Brains Theory of Intelligence.

CPU inferenceLLM deploymentNatural language processingPrivate infrastructureDocker
Review
PA
Catalog evaluation

Investment research

Patterns

Patterns is an intelligence platform for private-capital investors that converts deal documents into structured data, financial models, market analysis, and investment materials. It accepts pitch decks, confidential information memorandums, financial statements, and data-room documents for screening, diligence, and portfolio analysis.

Deal screeningDue diligenceFinancial modelingInvestment memosExcel export
Review
RO
Catalog evaluation

Computer vision

Roboflow

Roboflow is an end-to-end computer vision platform for applications using images, video, and real-time streams. Teams can annotate and manage data, train custom models, build multi-stage workflows, and run inference in the cloud, private infrastructure, or on edge devices.

Image annotationModel trainingObject detectionVision deploymentEdge deployment
Review
TA
Catalog evaluation

AI app builders

Taskade

Taskade is a workspace for creating hosted business apps, AI agents, and automated workflows from prompts. Teams can build or clone CRMs, dashboards, portals, and trackers, connect integrations, train agents on workspace data, and publish apps for internal or client-facing use.

AI agentsNo-code appsWorkflow automationClient portalsIntegrations
Review
VE
Catalog evaluation

Investment research

VectorShift

VectorShift is an AI platform for private-market investment teams. It organizes firm files, deals, and knowledge to support document-heavy workflows including VDR analysis, investment-committee memos, portfolio monitoring, and LP reporting, with answers traced to the source document and page.

Private marketsDue diligencePortfolio monitoringData room analysisLP reporting
Review
XM
Catalog evaluation

AI agents

xMagic

xMagic is a platform for designing and deploying private AI agents that can use tools and route work to specialized subagents. It supports Drive-based retrieval, custom MCP integrations, and testing before deployment, with options to run in a customer-controlled cloud or data center.

SubagentsMCPKnowledge basesVoice agentsWorkflow automation
Review
GR
Discontinued record

Machine learning platforms

Gradient

Gradient is no longer available from gradient.ai, which now redirects to another product. Its remaining documentation describes a developer platform for fine-tuning open-source language models and generating completions through a web API.

LLM fine-tuningInference APIOpen-source models
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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