Trust & Compliance
How Cognegica earns trust with AI data: documented provenance and consent, regional privacy alignment confirmed per engagement, and PII scrubbing with manual audit — built on our SOPs, multi-layer QA and sovereign-data posture.
Trust in AI data is earned record by record. Cognegica documents where training data comes from, captures consent at the source, scrubs personal information, and confirms regional privacy alignment per engagement. These pages set out the provenance framework, the privacy frameworks we align to, and the PII-scrubbing pipeline — grounded in our SOPs, multi-layer QA and sovereign-data posture.
Why this page exists
What does it take to trust a training dataset?
A dataset is only as defensible as its weakest record. Buyers in regulated and government markets need to know how data was sourced, whether contributors consented, what personal information was removed, and which privacy frameworks apply. We answer those questions with documented controls and artifacts — not assurances.
The compliance frameworks on these pages are framed as alignment applicable per engagement and are editable in the CMS. They are not claims of held certifications; the applicable framework, scope and status are confirmed for each project.
Trust & compliance
Three areas, documented
Each sub-page sets out the controls, the evidence and the questions buyers ask — with at least one native table you can read at a glance.
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Data Provenance Framework
How training data is legally sourced, consented, collected to SOP, de-identified, QA'd and delivered with documented evidence.
See the framework -
Regional Privacy Compliance
Regional privacy frameworks (GDPR, DPDP Act 2023, and more) framed as alignment applicable per engagement — editable in the CMS.
See the frameworks -
PII Scrubbing & Data Minimisation
Automated detection and redaction of faces, license plates and names, with manual audit and QA sign-off.
See the pipeline
Connected work
Where trust meets delivery
The controls on these pages run inside our services and sovereign-data programs.
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Sovereign data
India-residency, consent and provenance for regulated and government programs.
Learn more -
Data collection service
Consent-based, field-grade multilingual collection to SOP.
Explore -
Annotation quality frameworks
Multi-layer QA and native-linguist review behind trustworthy labels.
Read more
About trust & compliance
Questions buyers ask first
- Do you hold formal compliance certifications?
We present regional privacy frameworks as alignment applicable per engagement, not as held certifications. The applicable framework, scope and status are confirmed for each project, and the framework table is editable in the CMS.
- Can data stay resident in India?
Yes. We offer an India-residency / sovereign delivery option across collection, processing and storage. See Sovereign data.
- How do you prove where data came from?
Provenance and consent are tracked per record, with documented artifacts at each stage. See the Data Provenance Framework.
Need data you can defend in a procurement review?
Tell us the markets and the data types. We'll scope a program with the provenance, privacy alignment and PII controls your buyers expect.