Sample data — how it works

Full sample report

The exact report a client receives, for Atelier Lumen, a fictional office fit-out company in Manchester. The brand, answers, sources and figures are made up for this demo; the layout, checks and calculations are the product's own. The report is shown in a fictional agency's colors, with its notes: that's how your client will receive it — in your colors, printed or through a private link.

Horizon Agency (sample)

GEO audit report — https://www.atelier-lumen.co.uk · Sep 12, 2026

In the print dialog, untick “Headers and footers”.

Executive summary

ChatGPT and Mistral Vibe already recommend Atelier Lumen for office partition walls in Manchester, often first. But on “office fit-out cost per sq ft” and space planning, the engines cite officeworks-north.co.uk: your pages give no prices, no lead times, and there’s no dedicated space planning page. Technical issues aren’t what’s holding you back; content is.

In what order to act

  1. 1Create the Space planning page — A service with no page can’t be recommended: it’s the gap that costs you the most answers.
  2. 2Add indicative prices, lead times and FAQs to the service pages — The “cost” prompts are the ones where you’re absent, and they come from buyers ready to act.
  3. 3Complete your Yell listing — The engines cite it on your topics; it’s the quickest link to win.

Content to publish first

  • “Office space planning in Manchester: process, timelines and cost per sq ft” — The missing page, with a costed example of a 4,300 sq ft floor.
  • “How much does an office fit-out cost in Manchester?” — Price ranges by project type, cost drivers, realistic timelines.

What your customers ask AI

8 prompts chosen for their estimated demand, asked the way a customer types them (local market: Manchester, Salford). 32 answers measured on ChatGPT, Gemini, Mistral Vibe, Google AI Overviews, on Sep 12, 2026.

Who cites you, prompt by prompt

PromptChatGPTGeminiMistral VibeGoogle AIO
office fit-out manchester#2#1
office fit-out salford#2
office partition walls manchester#1#3#1
office partition walls salford#2
office fit-out cost per sq ft
office space planning manchester
office furniture manchester
office refurbishment manchester

✓ #1: you're the first business named. —: the answer doesn't cite you. n/m: engine not measured on this prompt. ●: core business prompt.

Your core business

Prompts about what sets you apart: this is where your leads are won.

7/24 answers cite you

Sources AI cites on these prompts

PromptEstimated demandCites youCited instead of you
“office fit-out manchester”880/motopic “office fit-out”2/4#1 Mistral Vibe · #2 ChatGPTofficeworks-north.co.uk, yell.com, fitout-manchester.co.uk
“office fit-out salford”880/motopic “office fit-out”1/4#2 ChatGPTfitout-manchester.co.uk, officeworks-north.co.uk
“office partition walls manchester”320/motopic “office partition walls”3/4#1 ChatGPT · #1 Mistral Vibe · #3 Geminiofficeworks-north.co.uk, partitions-northwest.co.uk
“office partition walls salford”320/motopic “office partition walls”1/4#2 Mistral Vibepartitions-northwest.co.uk, fitout-manchester.co.uk
“office fit-out cost per sq ft”170/mo0/4officeworks-north.co.uk, fitout-manchester.co.uk, checkatrade.com
“office space planning manchester”90/motopic “office space planning”0/4workspace-advisors.co.uk, officeworks-north.co.uk

Your other services

The other topics you offer, measured separately so they don't dilute your core business.

0/8 answers cite you

Sources AI cites on these prompts

PromptEstimated demandCites youCited instead of you
“office furniture manchester”1,300/motopic “office furniture”0/4deskdirect-manchester.co.uk, viking-direct.co.uk
“office refurbishment manchester”260/motopic “office refurbishment”0/4checkatrade.com, refurb-northwest.co.uk
16 %
of cited sources are your site
2,850
estimated AI searches / month on these topics

Demand estimated by DataForSEO (a model based on Google signals, not broken down by engine): it's used to choose what to measure, not to count visitors. A local prompt with no estimate of its own shows its topic's demand. “#1”: you're the first business named in the answer.

Quick wins

  • Pages with no internal links pointing to them

    1 page that none of the 15 main pages read (home page and menu included) links to: Case study — offices for an architecture practice.

    To do: Link to the page from the matching service page, with an in-text link.

  • llms.txt

    The site doesn’t serve an llms.txt. A weak signal.

    To do: Publish an llms.txt at the site root, generated from the analysis of your key pages and services.

  • Key takeaways

    No summary box.

    To do: Add a “Key takeaways” block of 3–5 bullets at the top of your service pages.

Where to start

The 20 issues to address, ranked by impact, then effort.

1
High impactMedium
  • Direct answer up front
  • Sourced figures
2
High impactProject
  • Presence on the platforms AI cites
  • Services and products with no dedicated page
  • Links your competitors have and you don’t
  • AI citation rate
  • Who AI recommends instead of you
  • Queries where Google already answers with AI
3
Medium impactQuick
  • Pages with no internal links pointing to them
4
Medium impactMedium
  • Structured data (JSON-LD) — /office-partitions
  • FAQ section
  • Comparison table
  • Extractable passages
  • Content freshness
  • Identifiable author and expertise (E-E-A-T)
5
Medium impactProject
  • Domain authority
6
Low impactQuick
  • llms.txt
  • Key takeaways
7
Low impactMedium
  • Expert quote
  • Content depth

Detailed action plan

Phase 1 — Technical

  • Structured data (JSON-LD) — /office-partitions

    No LocalBusiness block: AI doesn’t connect the page to your service area. — 2 affected pages: /office-partitions, /space-planning.

    To do: Add a LocalBusiness JSON-LD block (address, area served, phone) to your service pages.

  • Pages with no internal links pointing to them

    1 page that none of the 15 main pages read (home page and menu included) links to: Case study — offices for an architecture practice.

    To do: Link to the page from the matching service page, with an in-text link.

  • llms.txt

    The site doesn’t serve an llms.txt. A weak signal.

    To do: Publish an llms.txt at the site root, generated from the analysis of your key pages and services.

Phase 2 — Content

  • Direct answer up front

    No direct answer in the opening. — 3 affected pages: /office-fit-out, /space-planning, /refurbishment.

    To do: Open each service page with one sentence that answers: what you do, for whom, where, and from what price.

    Note from Horizon Agency (sample): We’ll write these openings for you by the end of October; you’ll just need to approve them.

  • Sourced figures

    No figures on 4 pages: no lead times, no indicative prices, no floor areas delivered.

    To do: Add 3–5 verifiable figures: average project lead time, price per sq ft, number of offices fitted out.

  • FAQ section

    No FAQ on the service pages.

    To do: Add 4–6 real customer questions (“Do we need to close the office during the works?”) with their answers.

  • Comparison table

    No table on /office-partitions.

    To do: Compare your partition types (glazed, solid, acoustic): use case, sound insulation, indicative price, lead time.

  • Extractable passages

    Only 2 of 7 sections are phrased as a question followed by its answer.

    To do: Rewrite your headings as the questions customers ask (“How much does a glass partition cost?”) and answer within the first 40 words.

  • Content freshness

    Last updated 7 months ago.

    To do: Refresh your service pages with recent projects.

  • Expert quote

    No attributed quote on the page.

    To do: Quote a standard or a recognized expert (e.g. open-plan office acoustics), with the source.

  • Key takeaways

    No summary box.

    To do: Add a “Key takeaways” block of 3–5 bullets at the top of your service pages.

  • Content depth

    540 words, versus ~1,200 recommended (a general benchmark, not a measure of your competitors).

    To do: Describe how a project runs and the typical use cases.

Phase 3 — Authority

  • Presence on the platforms AI cites

    AI engines cite yell.com (4×) on your topics; your listing there doesn’t describe your services or your area.

    To do: Complete your listing: services, service area, project photos, customer reviews.

    Note from Horizon Agency (sample): Completing your Yell listing is the top priority: 30 minutes, and it’s the source AI cites most on your topics.

  • Services and products with no dedicated page

    2 of the 9 services and products presented on your site have no page of their own: Space planning, Acoustic furniture.

    To do: Give each one its own page: an explicit title, a direct answer, an indicative price, your service area, FAQs.

  • Links your competitors have and you don’t

    2 domains link to the sites AI cites instead of you but not to you: gmchamber.co.uk (2/3), manchester-business-directory.co.uk (1/3).

    To do: Start with gmchamber.co.uk: 2 of them are already listed there, so your industry has its place.

  • AI citation rate

    For your core business, you're cited in 7 of 24 answers, 3 of them in first position; for your other services, in 0 of 8 — 8 customer prompts, on ChatGPT, Gemini, Mistral Vibe, Google AI Overviews, measured Sep 12, 2026. The per-prompt breakdown is shown above.

    To do: Find the prompts where your competitors are cited and you aren't, then publish a page on each of those topics that answers directly, with sourced figures and an FAQ.

  • Who AI recommends instead of you

    On your prompts, the engines cited 43 sources; 7 are your site (16%). Most cited for your core business: officeworks-north.co.uk (10×), fitout-manchester.co.uk (8×), partitions-northwest.co.uk (4×), yell.com (2×), checkatrade.com (2×).

    To do: These sites are capturing your customers' requests today. Two levers: get listed where you can (directories, comparison sites, guides that recommend providers), and publish pages that answer the listed prompts better than they do — pricing, service area, lead times, guarantees, past work.

  • Queries where Google already answers with AI

    9 of your 16 Google queries (56%) trigger an AI Overview: on these queries, Google answers before sending a click — for example “office fit-out manchester”, “partition wall cost per metre”, “what is office space planning”.

    To do: Prioritize these queries: a direct answer at the top of the page, sourced data and an FAQ. That's what the AI Overview picks up, and the only way to appear in it.

  • Identifiable author and expertise (E-E-A-T)

    No author or credentials on the service pages.

    To do: Sign your pages (name, role, years of experience) and show your accreditations.

  • Domain authority

    Authority rank 168 — 38 referring domains (source: DataForSEO).

    To do: Earn links from established sources in your industry: chambers of commerce, trade bodies, trade press.

1 recommendation will be discussed in person with Horizon Agency (sample). The scores remain as measured.

What's already in place

21 checks passed in this audit.

Technical

✓robots.txt — OAI-SearchBot — OAI-SearchBot is allowed.
✓robots.txt — GPTBot — GPTBot is allowed.
✓robots.txt — PerplexityBot — PerplexityBot is allowed.
✓robots.txt — Google-Extended — Google-Extended is allowed.
✓robots.txt — ClaudeBot — ClaudeBot is allowed.
✓robots.txt — Bingbot — Bingbot is allowed.
✓Sitemap XML — sitemap.xml found and valid.
✓HTTPS — The site is served over HTTPS.
✓Server-side rendered content (SSR) — ~18,400 characters of text in the raw HTML.
✓No accidental noindex — No noindex directive found.
✓Page accessibility — The page returns HTTP status 200.
✓Firewall and bot protection — No Cloudflare block or challenge page for AI crawlers.

Content

✓H2/H3 heading structure — 5 sections with subheadings.
✓Readability for AI — 17 words per sentence on average — concise and citable.
✓Bulleted lists — Lists let AI pick up your points one by one.
✓Topic stated in the title — The topic is named in the H1.

Mentions

✓Sentiment when AI cites you — Average sentiment of 74% when AI mentions you.
✓Tracking of leads sent by AI — The tracking snippet is installed: visits and leads from ChatGPT, Perplexity, Gemini, Claude, Copilot or Mistral Vibe are being counted.

Authority

✓Third-party sites citing you — 38 third-party domains cite you.
✓Site knowledge graph — Complete graph: 96 entities covering 100% of discovered pages.
✓Brand entity consistency — The entity is identifiable: “Atelier Lumen” on atelier-lumen.co.uk.

Report prepared by Horizon Agency (sample) · Sep 12, 2026

Beyond the report

What the app keeps tracking, every week, for the same brand.

Site topic map

What the brand claims, versus the pages that cover it.

  • Office fit-out/office-fit-out
  • Office partition walls/office-partitions
  • Office refurbishment/refurbishment
  • Space planningno dedicated page — to create
  • Acoustic furnitureno dedicated page — to create
  • Office lighting/lighting

Competitors cited by AI

Share of answers recommending them, for the core business.

  • officeworks-north.co.uk38%
  • atelier-lumen.co.uk (you)25%
  • fitout-manchester.co.uk22%
  • partitions-northwest.co.uk13%

Leads sent by AI

Tracked on the site over the last 30 days — proof the actions pay off.

46
AI visits
7
leads
  • ChatGPT31 visits · 5 leads
  • Mistral Vibe9 visits · 2 leads
  • Perplexity6 visits · 0 leads

The same audit, for your brand

Every plan starts with this full analysis of your site and of what AI tells your customers.