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← All ideas IDEA-034 6.3 uk-ie ai-vertical-assistant developed

A UK civic-Q&A AI grounded only on live GOV.UK content + each customer council's published service data, with explicit cessation-date metadata so answers never cite zombie pages — white-label for councils, charities, Citizens Advice, NHS social-prescribing.

Problem

GOV.UK has 600k+ pages, many superseded but still live; Google AI Overviews and ChatGPT happily summarise outdated rules — citizens get wrong answers on benefits, visas, tax, council services. UK Department for Business and Trade content designers play whack-a-mole with zombie pages. In parallel, local councils (407 LAs) and homeless/mental-health charities have UK community-services info scattered across PDFs and word-of-mouth — vulnerable populations can't find a free meal or emergency housing. Generic LLMs don't know 'Bristol-City-Council-2026-rules-for-emergency-housing'.

Audience

B2G primary buyers: UK local councils (~407 LAs), Citizens Advice (~270 offices), NHS social-prescribing schemes, homeless/welfare charities (Crisis, Shelter, St Mungo's, Mind), housing associations. Secondary: UK general public via free-tier embedded widget.

Reasoning

Source signals

  • **SIG-govuk-stale-pages-ai-overviews** (SINGLE, structural systemic): "AI overviews from the likes of Google are serving up false summaries of UK government information by drawing on stale GOV.UK pages, according to content designers at the Department for Business and Trade (DBT)... Whitehall content teams play whack-a-mole with zombie pages as Google hoovers up the lot." (The Register, 2026-04-23)
  • **SIG-uk-community-services-discovery** (SINGLE, B2G-validated): "I spent years working as a Welfare Support Assistant at a homeless hostel in Bristol. Every day I'd watch people struggle to find the most basic local services... The information existed, but it was scattered across dozens of websites, PDF leaflets, and word of mouth... a conversational AI platform that connects people to local community services... ICO registration, data protection policies." (Nyata AI founder, Indie Hackers)

Reasoning

UK civic-Q&A is a niche but highly defensible ai-vertical-assistant. The corpus is narrow and accessible (GOV.UK Content API is public + has cessation-date metadata; council OpenData is increasingly CKAN/REST). Generic LLMs fail structurally — they don't know which GOV.UK page is current, and have no per-council corpus. Two SIGs validate the pain (DBT zombie-pages + Bristol welfare worker), and there's a clear B2G route through ~407 local councils, NHS social prescribing, and Citizens Advice with budget for digital transformation. Stack-fit is excellent: FastAPI + pgvector + GOV.UK API + per-tenant council corpus, MVP in 12-14 days. Two GTM wedges: B2G white-label (£500-1,500/mo per council) and B2C free-tier with B2B embed. Risk: B2G sales cycle 3-6 months — mitigate with free-tier public widget + Innovate UK / GovTech Catalyst funding. Defensibility (ICO, DSPT, Cyber Essentials, UK data residency, per-tenant corpus) is high — barrier to US tools.

Quick competitive read

  • **Nyata AI** (UK, Bristol) — adjacent competitor on community services
  • **GOV.UK chat** (HMG internal pilot) — generic, no per-council customisation
  • **Citizens Advice digital tools** — internal, not AI-native
  • **Microsoft Copilot for Government** — generic, no GOV.UK cessation-date grounding

White space at the per-council white-label sub-£1.5k/mo tier — competitive pressure 6-7/10.

Initial pricing hypothesis

B2G: £499/mo Starter, £1,499/mo Pro (white-label), £4,999/mo Enterprise (custom corpus + SLA). B2C pro tier: £9/mo for immigration consultants/researchers.

Distribution hypothesis

Bristol pilot (free 6-mo for case study) + GovTech Catalyst / Innovate UK funding + LGA conference speaker slot + B2C SEO on civic queries (Universal Credit, settlement scheme, council tax) + r/UKPersonalFinance value posts + thought-leadership joint paper with Nuffield/Demos.

What we ship

**Core features (MVP)**

  • **Per-council white-label widget** — embeddable chat widget branded for the specific council (Bristol / Leeds / Cambridge): logo, colours, domain; runs on UK-residency endpoint, WCAG 2.1 AA-compliant by default.
  • **Cessation-date-aware GOV.UK content** — RAG over GOV.UK Content API + Search API; every answer cites source + published date + cessation flag (if a page is superseded the retriever auto-skips it and surfaces a warning).
  • **Per-tenant council corpus** — ingestion pipeline for each council's CKAN/REST OpenData (housing, council tax, parking, social care); admin dashboard lets content team mark documents deprecated.
  • **Welsh + English bilingual** — Cymraeg toggle, human-reviewed prompts for benefits / housing domain (Welsh Language Measure 2011 compliant); English by default.
  • **Citizen-facing Q&A with accountability footer** — "Answered using GOV.UK page X (published 2026-03-12, current as of 2026-04-26) + Bristol City Council emergency-housing register"; ICO-compliant explainability built in.

**Primary user flow**

1. Citizen lands on bristol.gov.uk → sees "Ask Bristol" chat widget at the bottom → types "I've lost my home tonight, where can I sleep?".

2. RAG retrieves emergency-housing pages (council OpenData + GOV.UK universal-credit emergency support); Claude composes the answer with citations and cessation-dates.

3. Citizen sees the answer + 2-3 source links with published-on dates + "Was this answer helpful?" button (feeds analytics).

4. If the answer cited a superseded page or the citizen marks it unhelpful → flagged in the admin dashboard for content-team review.

**What it looks like**

  • **Landing (GBP)**: hero "Civic AI that won't cite zombie GOV.UK pages — white-label for councils, charities, NHS social prescribing", prices £499 / £1,499 / £4,999/mo B2G + £9/mo B2C pro tier, badges "WCAG 2.1 AA / Cyber Essentials Plus / ICO registered / Welsh Language ready".
  • **Main app (council admin)**: dashboard — queries/day analytics, top intents, broken-citation alerts, deprecated-page flags, content-team review queue, branding config.
  • **GOV.UK Compliance pack**: "Source Transparency" page — every answer linked to GOV.UK page hash + published date + cessation-date check + ICO accountability log; bilingual EN/CY UI verified via Pa11y / axe-core CI; PSBAR accessibility statement.

**MVP build plan — 14 days**

  • Day 1-3: FastAPI + Postgres (UK region) + pgvector + Cloudflare Pages.
  • Day 4-5: GOV.UK Content API + Search API ingestion + cessation-date metadata pipeline.
  • Day 6-8: Bristol City Council OpenData ingestion (CKAN) + per-tenant corpus isolation.
  • Day 9-10: Chat widget (embed JS) + WCAG 2.1 AA accessibility audit (Pa11y / axe-core).
  • Day 11: Welsh language toggle + human-reviewed prompts for benefits / housing.
  • Day 12: Council admin dashboard + content-team review queue + analytics.
  • Day 13: ICO DPIA + Cyber Essentials application + PSBAR accessibility statement.
  • Day 14: Bristol pilot launch (free 6-month for case study) + GovTech Catalyst pitch deck.