COMPARED

Primary data, audited end to end.

Captured expert work, not labels on existing data. Audited end to end. Compared against the category below, with sources.

Verified 2026-05-28
01 — Methodology

Primary signal, not secondary labels.

Annotation labels data that already exists. Capture records the expert's actual work: what they looked at, what they tried, what they ruled out. One line per provider, in their own words. Only one captures the work live.

Askable Labs
Live capture

Real expert work, captured live and multi-modal: screen, voice, click, voiced reasoning, instrumented to the millisecond.

  • Identity-verified panel, not crowdsourced raters
  • Native-language capture, not translation
  • Versioned, per-use-case consent, enforced in code
  • Decision-point tagging at capture
Provider Label Line
Scale AI Annotation at scale Annotation workforce and AI-data services for commercial and government customers, at scale.
Handshake AI Verified network High-quality annotation and RLHF via a verified network of students, graduate-degree holders, and domain experts.
Mercor Expert marketplace AI-matched expert marketplace, primarily for expert interviews, evaluations, and annotation tasks.
Turing Developer marketplace Developer and expert marketplace, focused on RLHF and code annotation for AI training.
02 — Certifications

Procurement won't be the blocker.

Useful data still has to get past security and legal. The table below answers most of that review before it starts. The four providers shown publish a public trust portal; every cell traces to the one linked in its column. A blank means the framework isn't on that provider's public portal as of the verified date, not that they lack it.

Framework Askable Labstrust.askable.com Scale AItrust.scale.com Handshake AItrust.joinhandshake.com Mercortrust.mercor.com
ISO/IEC 27001:2022Information security
ISO/IEC 27701:2019Privacy
ISO/IEC 42001:2023AI management
SOC 2 Type IIAICPA TSC ~
UK Cyber EssentialsNCSC baseline ~
Wiz Cloud SecurityCloud posture
Turing

Turing publishes no public trust portal as of 2026-05-28, so it isn't in the table above. Its certifications, if any, aren't publicly verifiable.

Government posture

Scale AI holds FedRAMP High and DoD IL4 Provisional. Askable Labs doesn't. The pipeline is commercial frontier AI, not federal cloud.

Sources. Every claim on this page comes from each provider's own homepage, product pages, or public trust portal. Verified 2026-05-28, reviewed quarterly. Corrections welcome at security@askable.com.

03 — Why the stack

What these three protect.

Six frameworks held. Three carry the weight for AI data specifically. Here's what each one covers.

AI management
ISO/IEC 42001:2023

The only international standard for AI management systems. Of the providers compared here, only Askable Labs publishes it.

Privacy
ISO/IEC 27701:2019

Privacy information management, extending ISO 27001. Participant data runs under a certified PIMS.

Attestation
SOC 2 Type II

Independent attestation over a window, not a point in time. Covers security, availability, and confidentiality.

VENDOR REVIEW

Send the checklist.

Most cells on this page map straight to evidence on our trust portal. Send your security checklist and we return it against the same data.