See a full audit
I do the work, you don't get a to-do list. Comparison pages, G2 and Capterra with a review system, schema, and corrections at the sources. Three to four weeks.
Engines change what they cite and competitors keep publishing. Every month I re-run the questions, show you what moved, and go after one more source.
Find out — $1,200 Fix it — $2,300 Keep it — $1,200 a month
Twenty questions your buyers actually type, through ChatGPT, Perplexity and Google AI Overviews. Every answer and every source recorded. Comes off the next step.
01
Best AI visibility tool for SaaS
02
Schema markup injected
omparison page created
Robots.txt updated
Fixed
03
78% [ ▲ +24% ]
AI Share of Voice ● Live
Buyers ask ChatGPT, Perplexity and Google AI which software to pick. I check what the answers say about you, and fix what they get wrong.
Do AI engines recommend you,
or your competitor?
Do AI engines recommend you,
or your competitor?
20 buyer questions across 3 engines
Three steps, you decide after each one
Every answer and source recorded
The part of the wave nobody has time for
The load finishes, the project moves on, and someone still has to prove every record arrived. It is slow, it is unglamorous, and it sits on the critical path.
the starting point
the problem
The answer exists whether you wrote it or not
Buyers ask for the best tool in your category. The AI names three competitors and stops. Nobody tells you it happened, because the buyer never reaches your site.
Ask an engine about your downsides and it often answers from a competitor's comparison page. Their words, presented as neutral facts about you.
Old pricing, dead features and retired plans, pulled from third-party blogs and repeated to every buyer as today's truth.
You're missing
Someone else writes your story
The facts are stale
Buyers ask for the best tool in your category.
The AI names three competitors and stops.
Nobody tells you it happened, because
the buyer never reaches your site.
Ask an engine about your downsides and it often answers from a competitor's comparison page. Their words, presented as neutral facts about you.
Old pricing, dead features and retired plans, pulled from third-party blogs and repeated to every buyer as today's truth.
You're missing
Someone else writes your story
The facts are stale
AI Visibility Audit
AV-2026-002 · demonstration
AV-2026-002 · demonstration
AI visibility audits · 3 engines · Fixed fee
AI visibility audits · 3 engines · Fixed fee
AI Visibility Audit
AI Visibility Audit
Every answer and source recorded
20 buyer questions across 3 engines
Three steps, you decide after each one
See a full audit
Three steps. You decide after each one
Find out — $1,200
Twenty questions your buyers actually type, through ChatGPT, Perplexity and Google AI Overviews. Every answer and every source recorded. Comes off the next step.
Fix it — $2,300
I do the work, you don't get a to-do list. Comparison pages, G2 and Capterra with a review system, schema, and corrections at the sources. Three to four weeks.
Keep it — $1,200 a month
Engines change what they cite and competitors keep publishing. Every month I re-run the questions, show you what moved, and go after one more source.
how it works
Three steps. You decide after each one.
how it works
01
Best AI visibility tool for SaaS
02
Schema markup injected
omparison page created
Robots.txt updated
Fixed
03
78% [ ▲ +24% ]
AI Share of Voice ● Live
Damaging claims
Every negative or outdated statement about you, quoted with its source, so you know exactly what buyers are told.
Scorecard
All twenty questions scored per engine: recommended, mentioned, or absent. One glance shows where you stand.
Competitor map
Who wins each answer you lose, and which of their pages made it happen.
Engine differences
The exact pages each engine reads about your category. The three engines overlap far less than you'd expect.
Source analysis
Each finding as condition, criteria, cause, effect and recommendation, rated critical through low.
Prioritized fixes
ChatGPT, Perplexity and Google rarely agree. The report shows what each one says, so no engine surprises you.
What comes back
What comes back
the output
the output
One report, written to be acted on. Every finding tied to the exact question, the exact engine and the exact source behind it, with a fix attached.
One report, written to be acted on. Every finding tied to the exact question, the exact engine and the exact source behind it, with a fix attached.
Damaging claims
Every negative or outdated statement about you, quoted with its source, so you know exactly what buyers are told.
Scorecard
All twenty questions scored per engine: recommended, mentioned, or absent. One glance shows where you stand.
Competitor map
Who wins each answer you lose, and which of their pages made it happen.
Engine differences
The exact pages each engine reads about your category. The three engines overlap far less than you'd expect.
Removed in consolidation
Each finding as condition, criteria, cause, effect and recommendation, rated critical through low.
Prioritized fixes
ChatGPT, Perplexity and Google rarely agree. The report shows what each one says, so no engine surprises you.
Three situations where this pays for itself
Who this is for
Data gap register
Data gap register
Every absent field, grouped as critical, high or medium, referenced to the section it blocks.
Mapped tables
Mapped tables
Sales, exposure, incidents and CAPA placed against MDCG 2022-21. Absent fields are named, not left blank.
Reconciliation
Reconciliation
What the source states about itself, next to what the data actually computes. Mismatches are named, never corrected.
Pre-flight checks
Pre-flight checks
Completeness and consistency verified before merging, so a missing chunk cannot pass unnoticed.
Removed in
consolidation
Removed in consolidation
Every excluded row with its reason and count. Uncertain scope is flagged, not dropped.
Flagged for review
Flagged for review
A short list of what needs a human decision, separate from what was simply missing.
What comes back
What comes back
the output
the output
One document. Structured tables mapped to MDCG 2022-21, a reconciliation of every
figure against what the source states about itself, and a register of
everything the data does not contain.
One document. Structured tables mapped to MDCG 2022-21, a reconciliation of every figure against what the source states about itself, and a register of everything the data does not contain.
Who this is for
Three situations where this pays for itself
SaaS challengers
A bigger competitor owns your category's AI answers, and you want the gap mapped.
Just repositioned
New name, new pricing or new features the engines haven't caught up with yet.
Marketing teams of one
You need the gaps found and the fixes written, not another strategy deck.
Repeat runs
AI answers vary run to run. Key questions are run more than once, so findings are patterns, not one-off screenshots.
Nothing to install
The audit runs entirely outside your systems. No access, no tags, no code on your site.
Fresh sessions only
Every question runs in clean, logged-out sessions, so personalization doesn't skew what buyers actually see.
Nothing you can't leave
Every step is priced before it starts and you decide separately whether to take the next one. Most people stop after the report and that's fine.
Your data stays yours
The report is yours to keep and share. I never publish client findings without written permission.
Plain language
Written for founders, not for SEO tools. Every term explained, every fix concrete.
What I need, and what you can expect
method
The questions founders ask before saying yes. Answered here rather than on the first call.
What I need, and what you can expect
Nothing to install
The audit runs entirely outside your systems. No access, no tags, no code on your site.
Fresh sessions only
Every question runs in clean, logged-out sessions, so personalization doesn't skew what buyers actually see.
Repeat runs
AI answers vary run to run. Key questions are run more than once, so findings are patterns, not one-off screenshots.
Nothing you can't leave
Every step is priced before it starts and you decide separately whether to take the next one. Most people stop after the report and that's fine.
Your data stays yours
The report is yours to keep and share. I never publish client findings without written permission.
Plain language
Written for founders, not for SEO tools. Every term explained, every fix concrete.
method
Tell me what you're moving
Tell me what you're moving
get in touch
get in touch
AI visibility audits for software companies.
E-mail marek@dioptera.eu
© 2026 Dioptera
© 2026 Dioptera
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