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For AI data buyers

AI training data by industry

Quick answer

AI labs and data buyers look for different records in each industry. Here's what each industry's data is used for when licensing training data. Every license is scoped, rights-reviewed and approved by the business.

BPO & contact centers

What AI developers use it for:

  • Support agents
  • Agent-assist
  • Evaluation datasets
  • Voice AI

AI developers building in this space: OpenAI

BPO & contact centers: data, checks and fit check

Recruiting & staffing

What AI developers use it for:

  • Recruiting agents
  • Screening assistants
  • Evaluation datasets

AI developers building in this space: Meta

Recruiting & staffing: data, checks and fit check

Consulting & professional services

What AI developers use it for:

  • Analyst agents
  • Expert evaluation datasets
  • Drafting assistants

AI developers building in this space: OpenAI · Anthropic

Consulting & professional services: data, checks and fit check

Healthcare administration

What AI developers use it for:

  • Revenue-cycle agents
  • Coding assistants
  • Operational QA

AI developers building in this space: Anthropic

Healthcare administration: data, checks and fit check

Legal

What AI developers use it for:

  • Contract drafting and review assistants
  • Legal research tools
  • E-discovery classification
  • Matter-management agents

AI developers building in this space: Anthropic

Legal: data, checks and fit check

Healthcare

What AI developers use it for:

  • Ambient clinical documentation
  • Medical coding automation
  • Revenue-cycle agents
  • Patient access assistants

Healthcare: data, checks and fit check

Construction

What AI developers use it for:

  • Estimating models
  • Document-control agents
  • Schedule-risk prediction
  • Spec compliance review

Construction: data, checks and fit check

Finance

What AI developers use it for:

  • Underwriting assistants
  • Fraud-detection models
  • Compliance review
  • Customer-service agents

AI developers building in this space: Google

Finance: data, checks and fit check

Insurance

What AI developers use it for:

  • Claims triage
  • Underwriting copilots
  • Policy Q&A assistants
  • Damage assessment vision models

AI developers building in this space: Google

Insurance: data, checks and fit check

Software

What AI developers use it for:

  • Coding models
  • Code-review assistants
  • Software engineering agents
  • Support copilots

AI developers building in this space: OpenAI · Anthropic

Software: data, checks and fit check

Manufacturing

What AI developers use it for:

  • Quality-control models
  • Maintenance copilots
  • Procurement agents
  • Predictive maintenance

AI developers building in this space: Amazon

Manufacturing: data, checks and fit check

Logistics

What AI developers use it for:

  • Dispatch agents
  • Document extraction
  • ETA prediction
  • Freight pricing models

AI developers building in this space: Amazon

Logistics: data, checks and fit check

Real estate

What AI developers use it for:

  • Listing generation
  • Transaction-coordination agents
  • Lease abstraction
  • Maintenance triage

AI developers building in this space: Google

Real estate: data, checks and fit check

E-commerce

What AI developers use it for:

  • Shopping assistants
  • Support automation
  • Product content generation
  • Returns prediction

AI developers building in this space: Meta · Amazon

E-commerce: data, checks and fit check

Accounting

What AI developers use it for:

  • Bookkeeping automation
  • Tax research assistants
  • Audit agents
  • Close-management tools

AI developers building in this space: Google

Accounting: data, checks and fit check

Customer support

What AI developers use it for:

  • Support agents
  • Agent-assist
  • QA automation
  • Voice agents

AI developers building in this space: OpenAI · Meta · Amazon

Customer support: data, checks and fit check

IT managed services

What AI developers use it for:

  • IT support agents
  • Troubleshooting assistants
  • Ticket routing

IT managed services: data, checks and fit check

Software development agencies

What AI developers use it for:

  • Coding agents
  • Code review tools
  • Estimation models

Software development agencies: data, checks and fit check

Architecture firms

What AI developers use it for:

  • Design assistants
  • Drawing review
  • Specification writing

Architecture firms: data, checks and fit check

Claims administration

What AI developers use it for:

  • Claims agents
  • Document extraction
  • Decision support

Claims administration: data, checks and fit check

Compliance consulting

What AI developers use it for:

  • Compliance assistants
  • Audit tools
  • Policy drafting

Compliance consulting: data, checks and fit check

Construction management

What AI developers use it for:

  • Project agents
  • Document review
  • Schedule risk

Construction management: data, checks and fit check

Corporate training

What AI developers use it for:

  • Tutoring
  • Course generation
  • Assessment tools

Corporate training: data, checks and fit check

Cybersecurity services

What AI developers use it for:

  • Security copilots
  • Triage models
  • Response agents

Cybersecurity services: data, checks and fit check

Engineering consultancies

What AI developers use it for:

  • Engineering assistants
  • Drawing review
  • Report drafting

Engineering consultancies: data, checks and fit check

Fintech software

What AI developers use it for:

  • Fraud models
  • Support agents
  • Ops automation

Fintech software: data, checks and fit check

Freight brokerages

What AI developers use it for:

  • Dispatch agents
  • Document extraction
  • Pricing models

Freight brokerages: data, checks and fit check

Industrial distribution

What AI developers use it for:

  • Quoting agents
  • Product search
  • Support assistants

Industrial distribution: data, checks and fit check

Insurance brokerages

What AI developers use it for:

  • Placement assistants
  • Service agents
  • Document extraction

Insurance brokerages: data, checks and fit check

Market research

What AI developers use it for:

  • Research assistants
  • Survey analysis
  • Evaluation

Market research: data, checks and fit check

Marketing agencies

What AI developers use it for:

  • Creative assistants
  • Copywriting
  • Campaign planning

Marketing agencies: data, checks and fit check

Media and publishing

What AI developers use it for:

  • Writing assistants
  • Summarization
  • Search

Media and publishing: data, checks and fit check

Mortgage operations

What AI developers use it for:

  • Underwriting assistants
  • Document extraction
  • Processing agents

Mortgage operations: data, checks and fit check

Multi-brand retail

What AI developers use it for:

  • Shopping assistants
  • Ops agents
  • Demand planning

Multi-brand retail: data, checks and fit check

Procurement services

What AI developers use it for:

  • Procurement agents
  • Contract review
  • Spend analysis

Procurement services: data, checks and fit check

Property management

What AI developers use it for:

  • Maintenance agents
  • Leasing assistants
  • Inspection tools

Property management: data, checks and fit check

Telecom services

What AI developers use it for:

  • Support agents
  • Network ops agents
  • Field-service tools

Telecom services: data, checks and fit check

Third-party logistics

What AI developers use it for:

  • Logistics agents
  • Document extraction
  • Exception handling

Third-party logistics: data, checks and fit check

See what leading AI developers build: OpenAI · Meta · Google · Anthropic · Amazon. SourceX is not affiliated with these companies, and this page doesn't say which companies buy in which industry.

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