CANDOR DATA

EST. 2026  ·  DATA BROKERAGE & DE-IDENTIFICATION

Operational data, made trainable. Never exposed.

Candor Data extracts, de-identifies, and packages operational data from real companies into training-grade corpora for the labs building the next generation of AI — with consent, provenance, and chain of custody attached to every record.

Talk to us How it works ↓
01 What we do

We turn the data that already runs your business into a corpus the world's AI labs can actually license.

Most operational data never leaves the systems it was born in — CRMs, support queues, transaction logs, case files. That data is exactly what today's frontier models need more of, and exactly what most companies have no safe way to sell.

Candor Data is the bridge. We do the extraction and the de-identification. You keep the upside, without the exposure.

  • Point-in-time exports, not a live pipe into your systems
  • Every record de-identified before it ever leaves your custody
  • A signed, auditable manifest of exactly what moved and when
02 Our specialty

De-identification is the whole product, not a feature.

Every field is evaluated, classified, and either stripped, generalized, or replaced with a stable synthetic identifier — so the shape of the data survives and the people in it don't.

SOURCE RECORD

name
Sarah Chen
email
s.chen@acmecorp.com
account_id
88213-A
note
"called re: invoice #4471, upset"

DE-IDENTIFIED & SIGNED

name
—
email
—
account_id
usr_7f3a9c
note
"called re: billing dispute, upset"
Consent-first, every source
Zero raw exposure downstream
Chain of custody, per object
Signed provenance, always
03 How we work with you

Four steps. One point-in-time engagement.

  1. 01

    Assess

    We map your source systems and score what's actually valuable for training — before anything moves.

  2. 02

    Extract

    A one-time, point-in-time export runs against your systems on your terms, landed in an isolated staging zone.

  3. 03

    De-identify & verify

    Every record is de-identified, reconciled against the source count, and signed for chain of custody.

  4. 04

    License & deliver

    The finished corpus is cataloged, priced, and licensed to labs — with a share of the revenue back to you.

04 Talk to us

Have operational data worth licensing?

Tell us a bit about your company and what systems you run. We'll follow up within one business day.

No data changes hands until you say so. This form just starts the conversation.