CLUNKY AI
AI visibility sprint // £495

Help AI search understand, trust and cite your business.

We check whether ChatGPT Search, Google and Bing/Copilot can reach the right pages, understand what the business does, find evidence for its claims and send measurable discovery back to the site.

Scope status // founding offer

£495

One site, one commercial topic, one agreed question set and up to three implementation changes. No payment until scope, access and timing are confirmed in writing.

  • 15–20 dated commercial prompt checks
  • AI crawler, entity and evidence audit
  • Up to three agreed fixes implemented
  • Measurement setup and a 30-day review

What we can measure

Readiness and evidence—not made-up “LLM rankings.”

AI answers vary by system, model, date, location and query. The sprint therefore keeps a dated test set and separates observable technical or citation signals from directional prompt checks.

1. Retrieve

Check robots rules, indexability, sitemaps, canonical pages and whether AI-search crawlers can reach the public content.

2. Understand

Clarify the organisation, audience, services, locations and relationships using visible copy and accurate structured data.

3. Trust

Add checkable evidence, authorship, dates, methodology, named examples and primary sources where claims need support.

4. Measure

Track dated prompt checks, ChatGPT referrals and available citation data such as Bing AI Performance.

Fixed deliverables

A practical sprint, not an endless GEO retainer.

We agree the audience and commercial question first. You get a baseline, a prioritised change list, implementation within the agreed access and a follow-up read after systems have had time to recrawl the site.

Baseline pack

A dated 15–20 question set, direct scanner evidence and a record of which pages or competitors are surfaced.

Implementation

Up to three agreed changes, which may include crawler rules, schema, entity copy or one answer-ready page update.

Measurement

Referral attribution plus Bing or Google reporting where the client can grant access and the platform exposes data.

30-day review

Re-run the same tests, explain what changed and separate observed movement from claims the evidence cannot support.

Usually fits

A credible business with useful expertise that AI search is not surfacing clearly.

Best for consultancies, professional services, specialist SaaS, B2B suppliers and local businesses with a live website, a clear offer and access to make targeted changes.

Usually does not fit

A request for guaranteed recommendations, fake authority or mass-generated pages.

We will not manufacture reviews, hide promotional content, promise a model response or publish scaled pages that add no original value. We also will not sell an llms.txt file as a magic visibility fix.

Straight answers

What AI visibility work can—and cannot—do

Can you guarantee that ChatGPT will cite my website?

No. We can make public pages accessible, clearer and better supported, then measure available signals. Relevance, competition and the answering system remain outside anyone’s control.

Is this different from SEO?

It builds on the same crawl, index, quality and authority foundations. The extra work focuses on entity clarity, extractable answers, citation evidence and the reporting available from AI-assisted discovery.

Do I need an llms.txt file?

Not as the foundation. We may add one as an experimental machine-readable summary when useful, but it does not replace crawl access, good pages, structured data or third-party authority.

How quickly should results move?

Technical fixes can be verified immediately. Recrawling, citations and referral trends can take longer and are reviewed after 30 days without pretending one change caused every movement.

Start with fit

Send the site and the customer question that matters.

We’ll inspect the public site and any linked Clunky AI scan, then reply with whether a £495 sprint has a defensible scope. If the fundamentals need ordinary website work first, we will say so.

Read the AI visibility methodology

We use these details only to assess and reply to this service inquiry. No payment is taken here.

AI Visibility Audit & Implementation Sprint | Clunky AI