Human data for actions, outcomes, and what happens next.

Custom human‑generated datasets for AI.

Tell us what data your model needs. We design the collection, find and guide the right people, manage quality, and deliver a finished dataset for training, evaluation, or both.

Scope a pilot See pilot designs
Two people laughing at a workbench while one assembles a small oak box and a camera on a tripod records them.
PeopleQualified contributors
ActionDemonstration
OutcomeAccepted episode
  • 01World models
  • 02Physical AI
  • 03Embodied systems
  • 04Simulation
  • 05Agents

01 What we do

A custom data pilot

The dataset your model needs may not exist yet.

We create custom human-generated datasets that cannot be scraped, simulated reliably, or bought off the shelf. We define the data and protocol, qualify the right people, operate collection or evaluation, control quality, and deliver the finished dataset in an agreed format.

A custom data pilot

01
Accepted data or judgments
02
Structured metadata
03
Rights + provenance
04
Quality documentation

02 Two starting points

Start with one model decision

Evaluate a future or create the experience that is missing.

Both paths end with an accepted, client-specific dataset—not labor hours, software seats, or access to an undifferentiated crowd.

01

Evaluate predicted futures

You have rollouts or generated outcomes but do not trust where they fail or whether a model change improved them.

02

Create missing human experience

You need demonstrations, interactions, decisions, failures, recoveries, or outcomes that cannot be sourced off the shelf.

03 Pilot designs

Three focused offers

Human-created data and evaluation for what happens next.

Pilot / 01

Rollout
evaluation

Qualified reviewers locate the first invalid transition in action-conditioned rollouts, classify the failure, assess progress and outcomes, and adjudicate disagreement.

  • Failure transitions
  • Outcome judgments
  • Reusable rubrics

Pilot / 02

Human-created action
+ outcome data

Qualified people create complete episodes connecting an initial state, action or interaction, resulting state, outcome, and quality status.

  • Demonstrations
  • Failures + recoveries
  • Counterfactuals

Pilot / 03

Synthetic-data
acceptance audit

Blinded human review tests whether synthetic or simulated data is physically, causally, behaviorally, and operationally suitable for its intended use.

  • Matched comparisons
  • Failure classifications
  • Acceptance recommendation

Evaluation to training Turn recurring evaluation failures into targeted human-created training data, then test the next model version again.

Example See how an omelette task becomes structured action-and-outcome training data

04 Capabilities

Explore all capabilities

Human data for the work your AI needs to do.

Evaluate model behavior, create missing training examples, or build a dataset around your company's workflows.

01 / Evaluate

Human evaluation

Test voice agents, review robot and human videos, and compare model responses against clear criteria.

Explore evaluation

02 / Create

Training data & demonstrations

Create targeted examples and capture human actions, decisions, corrections, and outcomes.

Explore training data

03 / Your company

Private enterprise datasets

Turn company knowledge, customer conversations, and employee expertise into reviewed datasets for your AI application.

Explore enterprise datasets

05 Method

A closed-loop program

Designed around the dataset you need.

Every engagement begins with the model decision the data must support, then works backward to the people, evidence, rights, and controls required.

  1. 01

    Define

    State what the dataset must capture and how it will be used.

  2. 02

    Specify

    Define the data unit, protocol, rubric, rights, and acceptance test.

  3. 03

    Produce

    Qualify the right people and operate collection or evaluation.

  4. 04

    Control

    Validate, review, adjudicate, reject, retake, and preserve provenance.

  5. 05

    Deliver

    Provide accepted data, structured metadata, and quality documentation.

The dataset you need may not exist yet

What dataset does your model need?

Tell us what the data should capture, who or what it should represent, and how your team expects to use it. We will help define a bounded pilot and finished delivery.

hello@consequencelabs.com941-321-8471

We do not use a contact form.

Scope a pilot