Visibility Tracker
Share of voice, mention rate, position, sentiment and presence across three engines — multi-run sampled, with a confidence range on every number.
Features
Everything you need to win in AI answers.
CitedOS measures how ChatGPT, Gemini and Claude recommend your brand, shows you why competitors get cited instead, and hands you the exact moves to fix it — every number with a confidence range and a date.
The platform
Two modules, one honest picture.
Measure where you stand, then close the gap that’s costing you answers.
Source-Gap Analyzer
The third-party sources AI cites for your category, which ones you’re absent from, and a prioritized playbook to get into them.
Audit My Page
Paste a URL and score whether it’s built to be quoted — the on-page signals that decide if an engine can lift your answer cleanly.
3
engines measured via official APIs.
90–95%
of AI citations are third-party.
5
tools exposed by the MCP server.
<30s
from domain to verdict. No signup.
Visibility Tracker
See exactly how AI describes you — not a vibe.
Real buyer prompts, run across ChatGPT, Gemini and Claude. Every mention highlighted, every source listed, every number a range.
For a mid-market team, Northwind is the most frequently recommended option for its simple pipeline, while Vertex is praised for automation. Buyers also weigh reviews on g2.com and threads on reddit. Acme shows up as a lighter-weight pick for teams that want fast setup.
g2.comreddit.comtechradar.com
#3
share-of-voice rank in this answer
61% ±7
mention rate over the last 30 days
+0.4
sentiment when you’re named
Source-Gap Analyzer
Win the sources AI already trusts.
Roughly 90–95% of AI citations point to pages you don’t own. We find them, then sequence the work.
01
Collect the citations
Every source each engine cited for your prompts — G2, Reddit, docs, news, comparison posts.
02
Learn the signature
We compare cited vs. not-cited sources for the same query to see what separates the winners.
03
Get the playbook
A ranked list of moves, each labelled discoverability or selectability, sequenced by estimated impact.
Audit My Page
Is this page built to be quoted?
One URL, scored on the five on-page signals that decide whether a model can lift your answer cleanly.
Liftable answers.
Clean structure and concise answer passages a model can quote verbatim — static HTML parses far better than JS-rendered pages.
Facts, dated.
Named entities, hard numbers and recent dates — the density that makes a passage worth citing.
On-page only.
We score selectability, and we say so plainly: the audit does not measure off-site authority, which is its own gate.
Why CitedOS
Statistical honesty, as a feature.
AI citations swing 40–60% a month. Most tools hide that. We build around it.
A single point-in-time score is noise dressed as signal.
→Every metric is multi-run sampled and shown as a confidence range, never a lone number.
An engine can ship a new model and move your results overnight.
→We stamp the model version and a freshness date on every reading, so you never chase a ghost.
ChatGPT’s API isn’t identical to the consumer app.
→We label it an API/proxy surface in the open — an honest approximation, surfaced clearly rather than buried.
In the platform
More than a score.
Everything that turns measurement into a weekly operating rhythm.
CompetitorsAuto-discovered rivals from real answers, share-of-voice ranked side by side.
InsightsA unified feed where every finding ships with the move that shifts it.
AI referralsClassify the visits ChatGPT, Gemini and Perplexity actually drive, from your GA4.
Agent trafficWhich AI bots crawl your site and how often, straight from your own logs.
The ClimbAn operational journey that turns “improve AI visibility” into clear stages.
MCP serverYour visibility and source-gap data in any MCP-compatible agent or IDE.
Engines
Measured today — honestly labelled.
Three engines via official APIs now, with more added as they ship grounded citations. We never pretend to cover what we don’t.
LiveMeasured via official APIs — every paid cycle, or in the free audit where marked.
ChatGPT
Gemini
Claude
Perplexity · free audit
RoadmapAdded as each engine exposes grounded, citable answers.
AI Overviews
Grok
Copilot
Meta AI
DeepSeek
On the way
What we’re building next.
Shaped by the same rule as everything above: ship it only when it’s honest and it works.
Agent draft lane.
Human-approved, draft-only content that closes your top source gaps — gated, never auto-published.
More surfaces.
Perplexity, Grok and others join the tracker as they expose grounded, citable answers.
Visibility to pipeline.
Connect AI visibility to revenue, past referral counts — so the score ties to outcomes you care about.