The use cases · Local government

Conflicting official positions.

Government information is the most trusted and the most repeated. When guidance is inconsistent across a large estate, AI carries the inconsistency onward at scale.

Services, districts and arms-length bodies each publish their own version. A resident asking AI gets one of them, chosen with confidence and no caveat.

ReferenceUC/2026/08

Updated12 August 2026

SectorLocal government

ExposureMisinformation, misrepresentation

Where it startsDepartmental pages and legacy microsites

01Where it begins

The same service is described differently across departmental pages, legacy microsites and partner bodies, and each version remains published.

02How it compounds

Residents act on whichever version AI selects. Trusted repetition establishes the wrong position at scale, and correction competes with the authority’s own estate.

03What AI Readiness changes

AI Readiness resolves the estate to one governed position per service.

Discovery

The whole estate is discovered, including the microsites and partner pages no register still lists.

A governed position

1 current position per service stands. Conflicting versions are identified and controlled.

Representation monitored

What AI systems tell residents is monitored against the governed record.

Next step

Talk it through, in your terms.

The briefing sets this exposure in your sector’s terms, and the discussion follows your questions.

Your briefing invite

An illustrative scenario. No client is referenced, and no organisation has been assessed.

Questions

The questions this scenario raises.

Asked by boards in this position, answered directly.

2 of our own pages state different official positions. Which one does AI use?

Whichever it weights higher, and it may blend both. The machine has no instrument for "this one is really us"; it has your estate. Conflicts you have not reconciled become answers you did not choose.

How do conflicts like this arise?

Scale and time: regional sites, campaign pages and departmental publishing each stating the position as it stood when written. Nobody is wrong; the estate as a whole is.

How are they found before they are quoted?

By reading the estate as one corpus, outside-in, and grading it. Contradictions between routes surface as findings in the landscape stage, ranked by the exposure they carry.

Who arbitrates which position stands?

You do; the work is to put the choice in front of the right owner with the evidence attached. Remediation then aligns or retires the losing routes so the estate speaks with one voice.