What a MyFast AI AEO report actually looks like
This is a demonstration, not a customer report. “Northgate HVAC” is a fictional company and every figure below is invented to illustrate the format. We do not publish real customer results, and nothing here is a claim about outcomes.
Short answer
A MyFast AI report has five parts: a Findability Score out of 100, a per-engine breakdown across all 7 engines, the verbatim answer text for every search we ran, a share-of-voice comparison against the competitors the engines named on their own, and a prioritized fix plan. You see the raw answers, not just a number.
Last updated
1. The Findability Score
One number, and immediately underneath it the four counts that produced it. A score you cannot decompose is a vanity metric, so the report never shows the score alone.
34
Findability Score
100
Buyer searches run
21
Answers naming you
3
Factual errors found
2. Every engine, separately
Engines disagree, and averaging them hides the useful part. Gemini may know you from your Google Business Profile while DeepSeek has never heard of you — those are two different problems with two different fixes.
Competitor named instead · named in 24% of its answers
Names three local competitors first; mentions Northgate only when asked directly by name.
Competitor named instead · named in 18% of its answers
Recommends the two firms with the most review content; no citation to northgatehvac.example.
Named · named in 31% of its answers
Pulls the Google Business Profile, so hours and phone are right — but service list is incomplete.
Not found · named in 12% of its answers
No knowledge of the business at all. Answers with national chains.
Competitor named instead · named in 16% of its answers
Cites a directory listing with an outdated address.
Not found · named in 9% of its answers
Returns generic advice, no named local provider.
Named · named in 37% of its answers
Appears in AI Overviews for two of five service queries; absent for emergency repair.
3. The verbatim answers
This is the part most tools do not show you. For every search, the report stores the answer text the engine returned, so the finding is auditable rather than asserted.
ChatGPT
Who is the best furnace repair company in Columbus, Ohio?
"For furnace repair in Columbus, well-reviewed options include Buckeye Comfort Systems, Olentangy Heating & Air, and Capital City Mechanical. Look for a company that offers 24/7 emergency service and publishes upfront diagnostic pricing."
Finding: Northgate is not named, even though it offers 24/7 emergency service — the engine could not find that fact anywhere machine-readable.
Gemini
Does Northgate HVAC do commercial rooftop units?
"Northgate HVAC appears to focus on residential heating and cooling in the Columbus area. I don’t have information indicating they service commercial rooftop units."
Finding: Wrong. Commercial RTU service is roughly a third of revenue, but it exists only inside a PDF and an image on the site, so no engine can read it.
Grok
What is Northgate HVAC’s address?
"Northgate HVAC is located at 1188 Old Dublin Rd, Columbus, OH."
Finding: Wrong. That is the address they left in 2023, still live on four directory listings.
4. Share of voice
We do not ask you who your competitors are and then measure those. We count who the engines named on their own, which is frequently not the list a business expects.
5. The prioritized fix plan
Each fix is tied to a specific finding above, ordered by how much of the gap it closes. Nothing on the list is generic advice.
- P1
Publish an llms.txt that states the commercial line and the 24/7 promise
Two of the three engine errors trace back to facts that exist only in a PDF and a hero image. An llms.txt puts them in plain text at a path AI crawlers already look for.
- P1
Correct the 2023 address on four directory listings
Grok and one AI Overview are quoting a stale NAP record. Every inconsistent listing is a reason for an engine to distrust the whole entity.
- P2
Add LocalBusiness + Service + FAQPage schema
No structured data exists today, so engines are inferring the business from third-party pages instead of reading it from the source.
- P2
Build answer pages for the five queries where a competitor is named
Each page answers the exact question in the first paragraph, which is the unit an answer engine actually lifts.
- P3
Re-run the audit in 30 days and compare
The score only means something as a trend. The membership re-tests the same 100 searches so movement is attributable.
If you would rather receive the files than the instructions, the Developer Bundle generates the llms.txt, schema, answer pages and sitemap for you. The mechanics behind all of this are explained in how it works.
Questions about the report
Is this a real customer report?
No. Northgate HVAC is a fictional business and every number on this page is illustrative. It exists to show the structure and depth of a real report without publishing a customer’s data. Your own report contains real, timestamped answers from the engines.
How many searches does a report run?
The first report covers 100 real buyer searches for $99. Additional blocks of 100 are $49 each. The searches are the questions your customers actually type, not keyword variations.
Do I get the verbatim AI answers or just a score?
You get both. Every one of the searches includes the full answer text each engine returned, so you can see exactly why you were or were not named. The score is derived from those answers, never the other way round.
What is the Findability Score out of?
It runs 0 to 100. It weights being named in the answer, being cited as a source, appearing across multiple engines rather than just one, and being described accurately. A low score with a clear cause is more useful than a high score you cannot explain.
Does the report tell me what to fix, or just what is wrong?
It gives a prioritized fix plan tied to specific findings. If you want the files rather than the instructions, the Developer Bundle produces the llms.txt, schema, answer pages and sitemap ready to publish.
Related reading
See your real numbers instead of these
Run 100 real buyer searches across all 7 engines and get the version of this report that is about your business. First report $99.