AI VISIBILITY PLATFORM

Be the answer AI engines cite.

Your buyers ask ChatGPT, Claude, Perplexity and Google's AI surfaces, and Seoruna measures whether the answer is you, writes the content that makes it you, and re-measures until it sticks.

20 checks · every verdict with evidence · PDF report

Every number is a real, sourced measurement — nothing estimated, nothing invented.

Overview — AI search visibilityour own domain

3,835

Answers stored

1%

Citation rate

5

Surfaces measured

ChatGPT
Claude
Perplexity
Google AI Overviews
Google AI Mode

by-surface day grid · 14 days · stats above measured since 2026-08-03 · grid is example data

Discovery moved. Ten blue links became one answer.

People ask an AI assistant and get a single answer with a handful of citations. If the answer is not you, you are invisible — and no rank tracker will tell you, because there is no ranking to track.

3,835Answers Seoruna has stored and measured for its own domain
99%Share of those stored answers that cited any source at all
5AI surfaces measured: Google AI Overviews, Google AI Mode, Perplexity, ChatGPT, Claude

THE LOOP

Measure, diagnose, write, re-measure. The loop closes on screen.

Answer engine optimization only works as a cycle. Seoruna runs all four stations on the same stored evidence, so the improvement you publish is checked against the question that motivated it.

01Measure

Engines are asked your buyers' real questions, and every verbatim answer is stored with its citations.

prompt tracking
02Diagnose

Each answer is broken into the concepts it discusses, and your pages are checked concept by concept.

concept coverage
03Write

The studio drafts exactly the missing concepts — onto the page that already leads, or as a new post written to win one measured question.

studio brief
04Re-measure

Publish, then ask the same question again. The loop closes on screen with the same stored evidence.

same question
loop repeats on the same stored question

CONCEPT COVERAGE

We do not guess what content you need. We measure it.

A large language model proposes the concepts an answer discusses, and a plain string match verifies each one against the stored verbatim answers. A concept is only claimed when at least two engines actually said it.

“best AI visibility platform for B2B SaaS”example
Missing conceptsbrand appearspricingintegrations
Coverage 2 of 5 subjects
example

Missing concepts are not advice. They are the outline of the next draft.

Five surfaces, asked for real, stored verbatim.

Every measurement asks the real surface and stores the verbatim answer with its citation list, so every claim about AI citations has a receipt one click away. Stored answers — not estimates — are the denominator of every rate we print.

ChatGPTverbatim answer + citations stored
Claudeverbatim answer + citations stored
Perplexityverbatim answer + citations stored
Google AI Overviewsverbatim answer + citations stored
Google AI Modeverbatim answer + citations stored

If the answer is not you, see exactly who it is.

Who wins instead

Top cited domains for your questions, with the pages that were read. Sources naming a rival and not you are listed, not summarised away.

g2.com18
reddit.com14
rival-saas.com11
techblog.dev7

example counts · your live view shows real ones

Competitors

Share of voice computed from analyzed answers, the rival pages that win your prompts, and a nightly diff of what changed on their sites.

Rival A34%
Rival B22%
You9%

example share of voice · denominator = stored answers

THE STUDIO

The writing room, briefed only from measured material.

Every draft starts from the stored answers and the concepts they are missing. Before publishing, fourteen automated checks judge it — uniqueness overlap, heading hierarchy, and whether the draft actually covers the question it was written for — with hard do-not-publish verdicts shown in red.

One click sends the finished piece to your CMS through webhooks. After delivery, one button re-measures that exact question.

Pre-publish verdictsexample
covers question ✓heading hierarchy ✓uniqueness overlap 12%citations present ✓claim without source ✕do not publishreading level ✓internal links ✓

14 checks · red verdicts block publishing

Technical SEO is the ground generative engine optimization stands on.

AI answers cannot cite pages the crawlers cannot read.

nightlyDeterministic crawlSeventy three rules across ten categories, run the same way every night.
tasksRanked and verifiedThe agent ranks fixes and verifies them by re-crawling, not by a done button.
linksInternal link mapsSee which pages carry authority into the ones you need cited.
gscSearch ConsoleClassic search data alongside AI citations, in one view.
backlinksBacklink indexFull index with disavow export for the links you do not want.
githubAutomatic fix PRsOn GitHub-hosted sites, fixes arrive as pull requests you review.
THE MANIFESTO

No invented numbers, ever.

When something is unmeasured, Seoruna says why instead of printing a zero.

stored answers onlylabeled, never estimatedunmeasured is said out loud
Read the manifesto

Self-serve pricing.

Start free, upgrade when the loop is running. Exact limits live on the pricing page.

Free$0

Measure one domain and see whether AI already names you.

1 site3 questions measured weeklyGoogle's two AI surfaces
Start free
Pro$149/mo

Run the full loop: measure, diagnose, write, re-measure.

3 sites25 questions measured nightly4 surfaces + studio webhooks
See pricing
Ultimate$449/mo

For teams running brand monitoring in AI search at scale.

5 sites120 questions measured nightlyall 5 surfaces, 20,000 credits
See pricing

plan limits shown on the pricing page · usage figures in-app are real

Questions, answered plainly.

Read the full FAQ →
Stored answer — the receiptexample

“For measuring AI search visibility, teams commonly compare Seoruna and two alternatives…”

[1]seoruna.com/docs/measurement
[2]g2.com/categories/aeo
[3]reddit.com/r/SEO

asked on Perplexity · verbatim answer + citation list kept

What is answer engine optimization?

Making your pages the material an AI answer is built from, then measuring whether it happened.

Which AI surfaces do you measure?

Five: ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode.

Do you invent any numbers?

No. Every rate comes from stored answers, and unmeasured things are labeled, not zeroed.

Can Seoruna write the content too?

Yes — the studio drafts the missing concepts and ships to your CMS through webhooks.

Does AI recommend you today?

Ask the five surfaces your buyers use, and find out from stored answers rather than guesswork.