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Product · Foundation tier

GQData.
The trusted-data layer
beneath every AI decision.

Master data unified into golden records. Quality repaired at source. Lineage made queryable. Sensitivity classified by default. So every model, agent, and decision runs on a record you can stand behind.

Customer 360 · golden record
Source records
CRM
Acme Holdings Ltd
C-44182
11 Park Ave
BILLING
ACME Holdings
BX-9912
11 Park Avenue
SUPPORT
Acme Hldg.
SF-30021
11 Park Av., NY
Golden entity
RESOLVED
Acme Holdings Limited
GQ-001-44182
11 Park Avenue, NY 10016
CRMBILLCS
Confidence 0.97 · 3 sources
Lineage
queryable
PII
classified
Freshness
< 5 min
The dilemma it solves

AI is only as good as the data it stands on.

The reason most AI initiatives stall is not the model. It is the data underneath: fragmented across systems, of unknown lineage, with sensitivity nobody can vouch for. GQData fixes the foundation.

60%

of AI projects abandoned without AI-ready data by 2026 (Gartner).

38%

of CDOs cite data quality and trust as the top blocker to AI value (Deloitte).

11×

higher cost to fix a data quality issue at the report than at the source.

What GQData offers

Six modules, one governed path from source to model.

The two below have a visual, because a trail and a classification are easier to see than to read about.

01

Ingest

Connect any source, SAP, Tally, Drive, scanners, custom APIs, through one gateway. The connection is tested before anything saves.

02

Resolve

Fragmented customer, product, vendor, and account records matched into a golden record. Probabilistic and deterministic matching, survivorship rules you can defend.

03

Quality

Cleansing, deduplication, validation, and standardisation enforced at the point data enters, so an issue gets fixed once instead of patched every quarter downstream.

04

Lineage

Every field traced from its system of record through every transformation to every consuming model, agent, or dashboard. One query answers "where did this number come from?".

05

Classify

PII, PCI, PHI, and jurisdiction-specific categories detected and tagged automatically the moment a record lands. Access controls and masking enforced at runtime.

06

Graph API

One governed path out: REST and GraphQL reads that carry the same lineage, quality, and access rules as the screen a steward looks at.

How it works

Every field, traced back and tagged on arrival.

Golden record · PO-MASTER-04812
unit_price
₹412.00
SAP · PO module · PO-2026-04812.pdf, line 3
Parsed · 2026-08-04 14:01:52
Validated · 2026-08-04 14:02:03 · quality 0.97
One click on any field walks this trail back to the source row it came from.
PolicyHolder · classified on arrival
full_namea person's name
national_ida government identifier
health_conditionhealth data, GDPR Art. 9
claim_amountnot sensitive
Detected from the field itself the moment a record lands, no manual setup per source.
Where it fits

The foundation under everything else.

GQData is the foundation tier of the Greyquill journey. GQ Govern turns what it finds into an enforceable, evidenced rule. GQ Agents and GST Co-Pilot are what becomes possible once the foundation holds.

Make your data the part of AI you can defend.

Thirty minutes. Bring your hardest data question. We'll tell you, honestly, whether GQData solves it and what the path to production looks like.