01The use cases.
| Case | What happened | The impact | Why it matters |
|---|---|---|---|
| 04The chatbot was replaced twice before anyone looked at what it was reading | Successive chatbots failed, the software vendor was blamed for the first, the digital team for the wrong answers that followed. The cause was the landscape the chatbot read. | Internal disruption, the cost of 3 deployments, and time spent chasing the wrong cause, with wrong answers reaching citizens throughout. | A widespread problem. The chatbot answers from the estate as it finds it, and the organisation answers for what it says (Air Canada, cited briefly). |
| 09A 2-year-old partner promotion put the firm in front of the regulator | A joint promotion on a partner site 2 years earlier, for products no longer applicable to that market. No central record of the shared positioning. AI served the partner page as current product information. | The inspection cited misrepresentation of products to a market the firm could no longer serve. | Shared positioning lives on properties the firm does not control and has no list of. |
| 10Customers abroad received the wrong cover and the wrong number to call | Cover levels on the page conflicted with the contract. The emergency contact had changed to a global 0800 number not on the page AI served. | Customers receiving wrong cover and the wrong number at the point of need. | The readable page beat the filed policy. |
| 17The organisation’s own AI compounds its defective documents | Poorly structured documents ingested automatically into internal AI and agents. Errors compound as information is retrieved, summarised and consolidated. By the time an answer reaches a decision its origin has disappeared. | Decisions taken on answers nobody can trace. | Digital Estate DEBT™ entering the organisation’s own systems. The 9 in 10 construction: MIT measured the failure rate, AAAnow observed a cause the study did not examine. |
| 18Insurance coverTerms or cover may be affected.Forgotten sites nobody was patching: AI finding and highlighting vulnerabilities | Forgotten subdomains, microsites, platforms, forms and scripts sit outside patching, access review, certificate renewal and monitoring. Unmaintained software is unpatched software. | An attack surface nobody owns. Takeovers documented across government and Fortune 500 sites. | Organisations that know their landscape and remove what no longer earns its place save money and time and run more efficiently. Coverage and cyber exposure move with it. |
| 19D&O liabilityDirectors may be held accountable.Insurance coverTerms or cover may be affected.At renewal, the firm could not show what it had online, and the terms showed it | Exposure becomes financially visible at underwriting and renewal. Organisations that can show levels of control and reasonable steps taken are better placed on risk quality, cost, limits and terms. No outcome is automatic. | Terms, exclusions and cover worsen where control cannot be evidenced. | Not knowing what is online is a risk in itself, with ever greater impact. |
| 20Duplicates and untracked copies: the correction that never lands | 19% of PDFs on organisational websites are duplicates. 37% become untracked once they leave the producer’s site. Correcting one copy leaves the others in place. Some are found, some are not, and the chase continues. | Old figures stay retrievable and the management burden never ends. | Governance in how documents are controlled, and solid foundations. The AI Accelerator’s internal education exists so governance across document control is understood. |
| 21Careers material shapes what candidates are told | Old careers pages, past roles and benefits no longer offered are assembled into the employer AI describes. | Candidates told the wrong thing about the employer, and acting on it. | 73% of talent acquisition leaders are concerned candidates receive outdated or inaccurate AI information; 33% are confident their employer brand is accurately represented. |
| 22D&O liabilityDirectors may be held accountable.Insurance coverTerms or cover may be affected.The buyer's AI knew things about the company that the company did not | The acquirer’s tools read the target’s conflicting public record and unknown assets during diligence. | Valuation and warranty consequence from a record the target did not know it had. | Industry commentary puts thorough cyber diligence at 10% of acquirers, while AI-era diligence frameworks now reach digital assets. |
| 23The documents that sank the internal AI project | A generic internal AI system was fed the conflicting safety documents from 5. Answers disagreed because the sources disagreed. The project failed, the spend was written off and filed as proof that AI projects fail. Nobody traced it to the documents. | Spend written off, and the wrong conclusion drawn. | MIT measured the rate. AAAnow observed a cause the study did not examine. Side by side, never merged. |
| 25£350,000 to be seen by AI routes the estate was turning away | £350,000 committed to AI visibility while AI routes were turned away or left without a reply at the digital doorway. The website looked fully operational to people throughout. | Spend amplifying foundations that could not be read. | Evidence base: 5 anonymised doorway assessments, 4 to 14 of 15 AI routes turned away, people served. |
| 26The external repository that became a dumping ground | A contracted third-party document store holding annual reports and safety manuals. Drafts uploaded beside finals, versions multiplying, no management over time. AI selects from the lot. | Draft and superseded material served as the record. | The landscape extends beyond the organisation’s own sites. |
| 27D&O liabilityDirectors may be held accountable.Insurance coverTerms or cover may be affected.Investors acted on results the company had already superseded | The published record answers investor questions through AI. Superseded results, legacy pages and guidance read with equal confidence, each repetition reinforcing the wrong position. | Investors and advisers on wrong numbers. Correction has to reverse an established position. | Confidence in management, regulatory attention, correction cost on investor relations. |
| 28D&O liabilityDirectors may be held accountable.Regulator's questioned governance where the compliance register stopped | Held to what is published, and AI restates it without supervision. The gap between the compliance team’s list and the real estate is where inquiries begin. | Demonstrating control after the fact is slow and expensive because the record was never assembled. | The widest case. Regulatory attention from the other cases routes here. |
| 32Announcements buried in the page | Big, heavy pages carrying little information. The announcement is lost in the page furniture, so the systems that should carry it widely miss it and the superseded figure keeps being repeated. Companies that bought AI visibility to fix low reach without finding the root cause amplified the problem. | Important news, product and investor announcements not heard. | Under most people’s radar. |
| 3320 years of documents were still answering for the company as if each were current | Decades of documents, much superseded, most still reachable, read with the same confidence as the current label. Retired material stays online, mirrored or cached. More is out there than the organisation’s records show. | Superseded material repeated as current. | Route removal after the landscape stage. AI discovery an option. |
| 34Residents get different answers to the same question, and the cost lands on the council | Services, districts and arms-length bodies each publish their own version. A person asking AI gets one, served with confidence. Nobody is wrong; the estate as a whole is. | Conflicting information to the public, then repeat contact, complaints, rework and remediation. | The cost consequence, missing from the page today, is the point. |
| 44D&O liabilityDirectors may be held accountable.Insurance coverTerms or cover may be affected.An old annual report answered as this year's after the page that dated it was removed | The web page that framed a report as historic has been removed. The PDF lives on, carries more authority than the page did, and answers as current. | A historic report treated as the present. | PDF authority in AI results. |
02The other sectors.
The same library, by sector: Government, Higher education, Listed companies, Life sciences, Chemicals and Consumer brands. The full list of 45 is on the use cases page.
Next step
Talk it through, in your terms.
The briefing sets the cases that apply to you in your organisation’s terms, and the discussion follows your questions.
Cases marked Illustrative or Scenario are written from the mechanism; the others are observed or documented. No organisation is named.