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”.
A note from Horizon Agency (sample)
As agreed in our call on 5 September, here’s where your visibility in AI answers stands. Good news: ChatGPT and Mistral Vibe already recommend you for office partition walls. We suggest focusing this quarter on the Space planning page and indicative pricing — details below.
readiness /100
AI already recommends you for your core business
Cited in 7 of the 24 answers measured, 3 of them in first position (Mistral Vibe, ChatGPT). For your other services: 0 answers out of 8. The readiness score measures what still needs strengthening to be cited everywhere.
21 checks passed out of 41 measured
GEO profile
Progress since the audit of Jun 12, 2026
Progress, audit after audit
GEO readiness (/100)AI answers citing you (%)| Date | GEO readiness (/100) | AI answers citing you (%) |
|---|---|---|
| Mar 10, 2026 | 39 | 8 |
| Apr 21, 2026 | 43 | 14 |
| Jun 12, 2026 | 48 | 21 |
| Sep 12, 2026 | 63 | 29 |
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
- 1Create the Space planning page — A service with no page can’t be recommended: it’s the gap that costs you the most answers.
- 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.
- 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.
Citing you, engine by engine
Who cites you, prompt by prompt
| Prompt | ChatGPT | Gemini | Mistral Vibe | Google 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
| Prompt | Estimated demand | Cites you | Cited instead of you |
|---|---|---|---|
| “office fit-out manchester” | 880/motopic “office fit-out” | 2/4#1 Mistral Vibe · #2 ChatGPT | officeworks-north.co.uk, yell.com, fitout-manchester.co.uk |
| “office fit-out salford” | 880/motopic “office fit-out” | 1/4#2 ChatGPT | fitout-manchester.co.uk, officeworks-north.co.uk |
| “office partition walls manchester” | 320/motopic “office partition walls” | 3/4#1 ChatGPT · #1 Mistral Vibe · #3 Gemini | officeworks-north.co.uk, partitions-northwest.co.uk |
| “office partition walls salford” | 320/motopic “office partition walls” | 1/4#2 Mistral Vibe | partitions-northwest.co.uk, fitout-manchester.co.uk |
| “office fit-out cost per sq ft” | 170/mo | 0/4 | officeworks-north.co.uk, fitout-manchester.co.uk, checkatrade.com |
| “office space planning manchester” | 90/motopic “office space planning” | 0/4 | workspace-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
| Prompt | Estimated demand | Cites you | Cited instead of you |
|---|---|---|---|
| “office furniture manchester” | 1,300/motopic “office furniture” | 0/4 | deskdirect-manchester.co.uk, viking-direct.co.uk |
| “office refurbishment manchester” | 260/motopic “office refurbishment” | 0/4 | checkatrade.com, refurb-northwest.co.uk |
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.
- Direct answer up front
- Sourced figures
- 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
- Pages with no internal links pointing to them
- Structured data (JSON-LD) — /office-partitions
- FAQ section
- Comparison table
- Extractable passages
- Content freshness
- Identifiable author and expertise (E-E-A-T)
- Domain authority
- llms.txt
- Key takeaways
- 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.
Where to earn mentions
The sources AI cites on your topics, and those already linking to the businesses cited instead of you.
yell.comcited 4× by AI on your topicsPlatform
gmchamber.co.uklinks to 2 of the sites cited instead of youLink
manchester-business-directory.co.uklinks to 1 of the sites cited instead of youLink
Pages to create
Services and products presented on your site without a page of their own: AI can't recommend you for them.
What's already in place
21 checks passed in this audit.
Technical
Content
Mentions
Authority
Methodology
Site audit: 41 checks measured on the site's main pages (5 of which are cited in this report): AI crawler access, rendering, structured data, citable content, authority.
AI answers: 32 answers to 8 prompts, collected on Sep 12, 2026 on ChatGPT, Gemini, Mistral Vibe, Google AI Overviews with web search, asked the way a customer would. An engine that didn't answer is never counted as a zero.
Demand: estimated by DataForSEO (a model based on Google signals, not broken down by engine); it's used to choose what to measure.
Authority: DataForSEO link profiles; only sources with sufficient authority are suggested as targets.
Limitations: AI answers vary from day to day; each figure holds as of its collection date and is confirmed by repeated measurements.
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.
- 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.