Live — tracking ChatGPT, Gemini, Claude, Grok, DeepSeek, Google AI Overviews & PerplexityMulti-run sampling — every engine on your plan, every cycleFree first measurement — see how AI sees youEvery metric ships a 95% confidence range
Features

Everything you need to win in AI answers.

CitedOS measures how ChatGPT, Gemini, Claude, Grok, DeepSeek, Google AI Overviews, Perplexity 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.

Module 1

Visibility Tracker

Share of voice, mention rate, position, sentiment and presence across every engine on your plan — multi-run sampled, with a confidence range on every number.

Module 2

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.

Every paid plan

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.

7
engines measured, each honestly labelled.
90–95%
of AI citations are third-party.
5
tools exposed by the MCP server.
Free
guided setup to your first measured verdict.
Visibility Tracker

See exactly how AI describes you — not a vibe.

Real buyer prompts, run across every engine on your plan. Every mention highlighted, every source listed, every number a range.

ChatGPTgroundedJun 2026

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

How the metrics work · Why every number is a range

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.

Source gap & playbook · Discoverability vs. selectability

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.

Extractable

Liftable answers.

Clean structure and concise answer passages a model can quote verbatim — static HTML parses far better than JS-rendered pages.

Specific & fresh

Facts, dated.

Named entities, hard numbers and recent dates — the density that makes a passage worth citing.

Honest scope

On-page only.

We score selectability, and we say so plainly: the audit does not measure off-site authority, which is its own gate.

Run the free domain audit · How Audit My Page works

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.

Read the methodology

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.

The MCP server · Browse the docs

Engines

Measured today — honestly labelled.

7 engines measured right now, each through an official API or licensed SERP data — and every one of them named below with where it’s available: included in a plan, or bought as an add-on. We never pretend to cover what we don’t.

LiveMeasured on the plans and add-ons each row names — a name on its own means every plan includes it. The free first measurement runs on ChatGPT.
ChatGPT
Gemini · Growth & Agency Growth · $50/mo add-on elsewhere
Claude · Growth & Agency Growth · $50/mo add-on elsewhere
Grok · $50/mo add-on on any paid plan
DeepSeek · $50/mo add-on on any paid plan · model knowledge, no live search
Google AI Overviews · Growth · SERP surface, not Gemini
Perplexity · $50/mo add-on on any paid plan
RoadmapAdded as each engine exposes grounded, citable answers.
Copilot
Meta AI
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.

Early access

Agent draft lane.

Human-approved, draft-only content that closes your top source gaps — gated, never auto-published.

Planned

More surfaces.

Copilot, Meta AI and others join the tracker as they expose grounded, citable answers.

Planned

Visibility to pipeline.

Connect AI visibility to revenue, past referral counts — so the score ties to outcomes you care about.

See every one of these on your own brand — free first measurement.