Custom human data collection + evaluation
Consequence Labs designs and operates client-specific human-data programs for world models, embodied AI, simulation, and agents.
Designed protocols. Qualified people. Accepted data.
01 / WHAT WE DO
A custom data pilot is a bounded engagement designed around one model need. We define the protocol, recruit and qualify the right people, operate collection or evaluation, control quality, and deliver the resulting data in an agreed format.
02 / THE DATA GAP
Some data has to be created
Which outcome is physically or behaviorally plausible?
What does a person do after an attempted action fails?
How does behavior change under a controlled intervention?
What would a qualified operator do next—and why?
03 / PILOT DESIGNS
Start with a measurable question
PILOT / 01
Qualified reviewers compare rollouts, locate the first implausible transition, classify the failure, and provide structured rationale.
PILOT / 02
Produce coherent episodes containing initial conditions, attempted actions, failure modes, corrective actions, and resulting states.
PILOT / 03
Capture what qualified people observe, what they would do next, what they expect, and how an alternative action changes the result.
04 / METHOD
A closed-loop program
Every engagement begins with the model decision the data must support, then works backward to the people, interactions, evidence, and controls required.
Define the data unit, protocol, metadata, and acceptance test.
Recruit and screen the participants or reviewers the task requires.
Operate guided interactions, submissions, or evaluation workflows.
Validate, review, reject, retake, and preserve provenance.
Provide accepted data, structured metadata, and quality documentation.
The dataset you need may not exist yet
Bring us the model behavior, evaluation gap, or dataset you cannot source. We’ll help determine whether it can become a bounded custom data pilot.
Scope a pilot