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Proof: Expert-Level
Data Infrastructure

High-stakes AI needs human proof.

Core Capabilities

What You Get

01

Expert-Level Datasets With Provenance

Every datapoint traced to the domain expert who created it, with full reasoning chains and source attribution.

02

Multi-Stage Verification & Arbitration

Multiple experts review each sample. Disagreements are resolved through structured arbitration, not majority vote.

03

Auditable Data Cards

Full transparency into quality metrics, expert profiles, annotation methodology, and inter-annotator agreement.

04

Domain Coverage

Critical Decisions

  • Finance, Safety, Alignment, Red-Teaming

Verifiable Tasks

  • Coding, STEM, Multimodal Reasoning

Human Judgment

  • Writing, Judgment, EQ, Aesthetic, Art

How It Works

The Proof Process

01

Intake & Spec

We understand your data needs and define quality standards.

02

Expert Composing

Domain experts annotate with provenance and rationale.

03

Verification & Arbitration

Multi-stage review catches errors and resolves disagreements.

04

Quality Metrics

Statistical quality assurance with full audit trail.

05

Delivery & Iteration

Structured delivery with feedback loops for continuous improvement.

Get started with Proof

Domain expert in STEM, coding, or humanities? We'd love to work with you — careers@bakelab.ai