Results in 60 seconds

Is AI recommending you, or your competitor?

Your customer no longer asks Google, they ask ChatGPT, and the answer names only three companies. protan.ai measures why yours is not one of them, compares you with your competitors in the same scan, and lists what it takes to get into that answer.

The AI assistants we measure
ChatGPT Gemini Perplexity Claude Grok
Dashboard · Report · Halstead Stainless Second scan complete
GEO score
71 ▲ 59 · in 30 days
Visibility
19/30 ▲ 17 prompts
Recommends
3/5 AI tools
Structure checks
12/14 ▲ 5
Score over time method v1.2
10066 330 1271 ± 4 first scan fixes applied day 30 you control group
Competitor comparison same 30 prompts
# Company Visibility Position Sentiment
1 Halstead Stainless %63 ▲ 56 1.8
2 Ashcroft Metalworks %57 ▼ 3 2.1
3 Northgate Stainless %40 2.6
4 Redmont Steel Fabrication %23 ▼ 9 3.1
Next actions ordered by impact
Structure · +6 Publish llms.txt The file is ready in the dashboard; upload it to the root and the next scan verifies it.
Authority · +4 Create a Wikidata entry Company name, founding year and domain; template and steps are in the roadmap.
Accuracy · +3 Food-grade tank page The AI reads you as a general manufacturer; the positioning page is missing.

* An example screen from the dashboard; figures and company names are illustrative.

What changed

Ten blue links are gone. One paragraph took their place.

Coming tenth in search results was bad, but you were still on the page. An AI answer names three companies, and there is no fourth. That is the difference.

Today · before optimisation
ChatGPT "stainless steel welding company in cleveland"
The manufacturers that stand out in the region are Ashcroft Metalworks, Northgate Stainless and Redmont Steel Fabrication. For food-grade tank production the first two in particular publish reference lists.

Named in 2 of 30 prompts · Visibility 12/100

30 days later · monitoring measurement
ChatGPT same prompt · same method
The manufacturers that stand out in the region are Halstead Stainless, Ashcroft Metalworks and Northgate Stainless. Halstead Stainless documents its ISO 3834 certified welding process for food-grade tanks on its own website.

Named in 19 of 30 prompts · Visibility 71/100

The example above is illustrative. Real results depend on the sector, on what the company already publishes and on how quickly the work is carried out.

Score

One number. Four measurements.

The score is a map, not a grade. Every component is tied to a specific fix, so the answer to "why is it low" is always a piece of work.

4components
Measured by asking the AI assistants · 55% Measured without asking anything · 45%
Visibility35%

How often, and in which position, AI names you in the prompts real buyers use.

Every AI in the package × 10 prompts × 3 repeats · position weighted
Accuracy20%

Is the business it describes your business, or has it quietly drifted into a competitor's story.

Against a written rubric · positioning · audience · claims
Structure25%

Can AI read your site at all. robots.txt, llms.txt, schema, server-side rendering.

14 automated checks · repeatable
Authority20%

The evidence it looks for before putting your name in an answer: third-party records and mentions.

Wikidata · published directory listings

The two purple components are calculated without asking the AI assistants anything, by reading your site and public records; the free scan shows exactly these two, 45% of the total weight. Both are independent of the AI engines and are calculated in full in every package. The two green ones require asking the engines in your package the prompts of your own sector, and that is where the packages differ.

Product

See what is inside the report.

Four tabs, four screens from the dashboard. All of them drawn from the measurement's own data.

The score is a map, not a grade.

Four components sit under the single number and each one is tied to a fix. The answer to "why is it low" is always a piece of work.

  • Visibility and Accuracy are measured by asking the AI engines
  • Structure and Authority are computed without asking; this is what the free scan shows
  • Every component comes with its range: not 71, but 71 ± 4
Visibility Accuracy Structure Authority 6366 8672
Method

A number whose measurement is not written down is not a number.

AI answers are random: the same model gives two different answers to the same question. So we do not fix the measurement, we fix the way it is measured.

01

The prompt set is frozen

The prompts written for your sector are locked on the first scan and the same ones are asked again in every monitoring re-measurement. If the prompts change, the before-and-after comparison is void; "prompts refreshed every time" is a marketing line, not a measurement.

02

Every prompt is asked three times

Looking at a single answer is rolling dice. The score is the share of repeats that name you, and the report always shows it with its variance range: not 71, but 71 ± 4.

03

Clean room

Signed-out session, memory off, fixed location. Otherwise what you measure is not the answer the AI gives, but the history of the person measuring it.

04

Control group

In the same scan we also measure 2–3 competitors who are doing nothing. If everyone rose, the model changed; if only you rose, the work worked. This is the only honest way to tell the two apart.

The method is versioned and published

Every report states in its imprint which method version produced it, on which date and with which prompt set. If we change the weights, older reports keep carrying the rules they were produced under.

method v1.2
How it works

Measure, fix, measure again.

Three steps answering a single question: did the work change the answer. The three panels below are exactly what you get at the end of each step.

01Measurement

We ask every AI the same question, three times each.

The buyer prompts written for your sector are asked three times to every AI in your package. Every answer is recorded one by one; whether your name appeared, and in which position, is marked separately. On a five-engine package that comes to 300 separate answers. In the same week the machine-readable side of your site goes through 14 automated checks.

1–5 AI engines 10–20 prompts 3 repeats up to 300 answers
measurement matrix · method v1.2 0 / 150 answers
your name appeared did not appear 10 prompts × 3 repeats
02Roadmap

The order comes from the measured gap, not from guesswork.

Each item describes one job: what to do, why, and how many points it is expected to move which component. The order is set by the weight of the gap found in the scan, not by our opinion; that is why the top of the list is usually a one-line fix.

Ordered by impact One job per item PDF + dashboard
roadmap · ordered by impact 14 items
  1. 01
    robots.txt · GPTBot and ClaudeBot blocked Structure · one line · same day
    +14
  2. 02
    Publishing llms.txt Structure · one file · same day
    +9
  3. 03
    FAQPage schema · 12 buyer questions Structure · content + markup
    +8
  4. 04
    Wikidata entity record Authority · subject to third-party approval
    +7
  5. 05
    Server-side rendering on product pages Structure · developer work
    +6
+44 expected total impact of the first five items · the impact actually achieved is measured in monitoring, not predicted
Expected impact is the average of scans measured in the same sector; it is not a commitment.
03Re-measurement

The same questions in monitoring, with a control group beside you.

Re-measurement runs with a monitoring subscription: same prompts, same AI engines, same method version. Beside you we also measure 2–3 competitors who are doing nothing: if you all rose, the cause is a model update and the report says so; if only you rose, the cause is the work. If the score drops, we write that too.

Frozen prompt set ± variance range Control group
visibility · day 0 → day 30 +25 points
100 75 50 25 day 0 day 30 You · 71 Competitor A · 57 Competitor B · 41
You · 46 → 71 Competitor A · 57 Competitor B · 41
The control group stayed flat and the only line that rose is yours. The cause is not a model update, it is the work. A chart that does not draw this distinction cannot tell you what you owe the rise to.
method v1.2 · 10 prompts frozen · 3 repeats · shaded area ± variance

The chart is illustrative. Real change depends on the sector, on what the site already publishes and on how quickly the work is carried out.

Value

Is it worth the budget? If it can be measured, yes.

None of the following is a promise of results. Each one is our commitment on how the result will be measured, and each one can be verified item by item in the report.

Coverage1–5 AI engines ChatGPT · Gemini · Perplexity · Claude · Grok. Your package decides how many engines you are measured on; each engine gets its own report.
Measurement volumeup to 300 answers 20 prompts × 3 repeats × 5 engines. Looking at a single answer is rolling dice; without repeats a score is noise.
Site side14 checks From robots.txt to schema markup. All automated, all repeatable checks that return the same result twice.
Uncertainty± variance The score is written as a range, not a single number: not 71, but 71 ± 4. A score that hides the range hides the volatility.
Causality2–3 competitors A control group measured in the same scan. The only honest way to tell a rise apart from a model update.
Methodv1.2 · published Every report states in its imprint which version produced it, on which date and with which prompt set.

There is no "improvement rate" in this table. Because that is for the re-measurement in monitoring to say, not for us. What we commit to is not the result itself, but that it is measured with the same method before and after and that whatever comes out is written down as it is. If the score drops, we write that too.

Pricing

How many AI engines should we measure?

The Structure and Authority components are independent of the AI engines and are calculated in full in every package. Both read your site and public records. The number of engines only sets the Visibility and Accuracy side. Each engine gets its own report, because ChatGPT's reason for not mentioning you is not Gemini's reason.

In all three packages
  • Full Structure + Authority score
  • Ordered roadmap + PDF report
  • robots.txt · llms.txt setup
  • First delivery in 3 business days

Starter

Measured on one AI engine

$69

one-off

Buy the Starter package
1/5AI tools
10×3prompts × repeats
30answers

What's included:

  • Measured on ChatGPT
  • 2 competitors as a control group
Most chosen

Growth

Measured on three AI engines

$129

one-off

Buy the Growth package
3/5AI tools
15×3prompts × repeats
135answers

Everything in Starter, plus:

  • Gemini and Perplexity
  • 5 more prompts · 15 in total
  • 3 competitors as a control group

Pro

Measured on five AI engines

$199

one-off

Buy the Pro package
5/5AI tools
20×3prompts × repeats
300answers

Everything in Growth, plus:

  • Claude and Grok
  • 5 more prompts · 20 in total
  • 5 competitors as a control group

One-off payment · no automatic renewal · taxes calculated at checkout

What does the setup cover?

If you give us FTP access, we write and upload the robots.txt, llms.txt, llms-full.txt, sitemap.xml files to your root directory. Only files are uploaded to your root directory; your site content and code are not touched. If FTP access is not given, the report is still delivered in full and the setup right stays open for 90 days.

The full scope

Item-by-item comparison, monitoring tiers and billing terms →

FAQ

Questions.

What does the free scan measure, and what does it not?

It measures the Structure and Authority components; both are calculated by reading your site and public records, without asking the AI assistants anything. The same checks are run for your competitors too, so you see the comparison for free. Visibility and Accuracy require asking the engines the prompts of your own sector; that measurement is done in a paid package, and the package you choose decides how many engines it covers.

Is my score incomplete on a single-engine package?

No. The Structure and Authority components are independent of the AI engines; because they are calculated from your site and public records, they are measured the same way, in full, in all three packages. The number of engines only sets how many engines the Visibility and Accuracy components are calculated across. A single-engine package is not an incomplete measurement but a narrow one: it gives a complete result for ChatGPT and says nothing about Gemini.

Why a separate report for each AI engine?

Because the reasons are not the same. ChatGPT's reason for not mentioning you may sit on the index side, while Gemini's may be a missing Google Business record or Wikidata entity, and Claude's may be that your site is not rendered server-side. A score that squeezes every engine into one average cannot tell you which job to do.

How will I know the score rose, and that the model did not simply change?

It may well have changed, and to tell the two apart we measure 2–3 of your competitors in the same scan. If you all rose, the cause is a model update and the report says so. If only you rose, the cause is the work. Any score that does not draw this distinction is telling you nothing about cause and effect.

Do you guarantee results?

No. AI engines change their indexes and answer policies without notice; nobody has the control it would take to guarantee that outcome. What we do commit to is this: the measurement before and after is made with the same method and the same prompts, and whatever comes out is reported as it is. If the score drops, we write that too.

Why 10 prompts and not 600?

Because asking 600 prompts once carries less information than asking 10 prompts three times. Model answers are volatile; asking a question once and calling the result a score is measuring noise. A small but repeated and frozen set is the only setup that makes a before-and-after comparison possible.

What does AI say about you today?

A free score in 60 seconds. No card required.

Analytics cookies

Cookies required for the site to work are always used. Beyond those, we would like to set one visitor cookie to understand how the pages are used. That is entirely your choice and declining does not limit the site in any way. Details are in the cookie policy.