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AI Case Study. Data Verification

The AI project that audited the data.

Building a trustworthy agent meant verifying every column, and the verification surfaced data problems the client did not know it had.

Client
International tier 1 mining operator
Sector
Mining
Method
Probe first, SQL verified
Engagement
Ongoing
Every
Column verified
Two
Opposite conventions found
One
Retired currency found live
All
Findings ruled or registered
01
The situation

The problem

An agent that trusts the data blindly repeats every defect in it, confidently. Wrong currency handling becomes wrong totals. Conflicting table conventions become answers that quietly disagree with each other.

Before the agent could be trusted, the data had to earn that trust.

02
The system

What we built

A probe first method. Every table the agent uses is interrogated with real SQL before a single rule is written. Blanks, ranges, conventions, joins.

Every anomaly becomes one of two things. A written rule the agent obeys, or a finding handed to the client with the evidence behind it.

03
The mechanics

How it works

04
The evidence

Results and proof

Each finding is now either a written rule the agent obeys or an entry in a data quality register with a cleanup owner.

The rules keep the agent's answers honest. The register gives the client a worked list of defects to fix at the source.

What changed

The client got a data audit as a by-product of getting an AI agent.

Have a Similar
Challenge? Let's Talk.

Not sure your data can carry an AI agent? We verify every column first and hand you the findings.