Human data + evaluation

The right people.
The data your model needs.

From testing how an agent behaves to collecting the experience it needs to learn from, we design and run the human-data program around your task, quality requirements, and delivery format.

Scope your data project

01 / EVALUATION

Evaluate agents and model responses

Put real people and task-specific judgment around the behaviors that matter to your application.

VOICE AGENTS

Voice-agent evaluation

People test your agent through conversations, interruptions, language switches, misunderstandings, and recovery. Receive recordings, transcripts, scores, and failure labels.

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HUMAN JUDGMENT

Human preference evaluation

Reviewers compare responses for correctness, instruction following, usefulness, and conversational quality. Receive rankings, explanations, and adjudicated labels.

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DOMAIN EXPERTISE

Expert evaluation datasets

Domain specialists create realistic tasks, reference answers, and grading criteria. Receive a reusable evaluation set built around your workflows.

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VIDEO REVIEW

Robot & Human Video Evaluation

Review task completion, compare attempts, and correct action labels and timestamps in robot and human demonstration videos. Receive reviewed annotations and explained judgments.

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02 / TRAINING DATA

Create the experience your model needs

Turn a specific learning need into reviewed human-created training data, with the context and structure your team needs to use it.

FAILURE TO TRAINING

Targeted training data

Turn recurring model failures into corrected responses, additional conversations, and challenging examples. Keep training data separate from the evaluation set used to measure the next model version.

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HUMAN EXPERIENCE

Human workflow demonstrations

Capture people performing software or physical tasks, including actions, narration, corrections, and outcomes. Receive recordings and structured task records.

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YOUR COMPANY'S AI

Private enterprise datasets

Build evaluation sets, conversations, and workflow examples around your company's AI application. Your specialists supply business context; we organize collection, review, and delivery.

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03 / SPEECH DATA

Build speech datasets around your specification

Collect human conversations or annotate existing audio with project-specific instructions and quality assurance.

STT

STT training data annotation

Transcription, tagging, and forced alignment, with project-specific guidelines, quality review, and structured delivery.

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VAD

VAD training data annotation

Speech/non-speech labels and reviewed speech boundaries, with consistent rules for difficult and ambiguous audio.

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One task. A defined deliverable.

What should your model do better?

Tell us the behavior you want to evaluate or the data you need to create. We will scope the people, workflow, quality controls, and finished output.

Scope your data project