Tell us what your AI needs to learn, evaluate, test or validate.
We find the right people and coordinate the work.
- 01
Verified experts
People with real-world experience.
Matched on relevant projects, skills, credentials and domain expertise.
- 02
Domain expertise
People who know the work, not just the theory.
Construction, engineering, trades, safety, operations and more.
- 03
Expert judgment
Human judgment where AI still needs it.
Experts identify what is correct, incorrect, incomplete or unrealistic.
- 04
Ready for the work
Structured for AI teams.
Clear requirements, defined tasks, expert outputs and quality review.
Four ways experts make your AI better.
- 1
Train
Teach AI how real work is performed.
- Workflow demonstration
- Expert knowledge capture
- Task annotation
- Scenario creation
- 2
Evaluate
Measure AI against real-world standards.
- Output evaluation
- Domain validation
- Expert benchmarking
- Quality review
- 3
Test
Put AI into real-world conditions.
- Field testing
- Robotics testing
- Site software testing
- Workflow testing
- 4
Improve
Turn expert feedback into better AI.
- Error analysis
- Failure analysis
- Workflow validation
- Expert feedback
Access expertise across the work itself.
- Construction
- Engineering
- Architecture
- Project management
- Estimating
- Safety
- Trades
- Operations
- Procurement
- Contracts
- Technology
Experts matched by
- Experience
- Projects
- Skills
- Credentials
- Domain expertise
Whatever you are building, we know the environment it has to work in.
Get access to people who understand the environments your AI needs to operate in.
- Robotics
- Autonomous systems
- Construction AI
- Industrial AI
- Computer vision
- Site intelligence
- AI agents
- Vertical AI
Five steps, one coordinated team.
- 1
Post
Tell us what your AI needs.
- 2
Match
We identify relevant real-world expertise.
- 3
Engage
Experts perform the work and provide their judgment.
- 4
Deliver
Receive structured evaluations, data, testing or expert output.
- 5
Improve
Use the results to improve your AI.
Need something custom?
Not every AI project fits a predefined service.
Post an opportunity and we scope it with you.
Get matched with an expert- Custom evaluation
- Expert data
- Field testing
- Domain research
- Workflow analysis
- Model validation
- Expert review
Give your AI a real-world advantage