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AI content optimization: turn visibility gaps into ranked content plays.

AI content optimization is the practice of closing the gap between where you're invisible and where you should be cited. Mentionova detects every visibility gap nightly, scores it 0–1, and generates a ready-to-ship content brief — so your team earns more citations across ChatGPT, Perplexity, Gemini, Google AI and beyond. See how your site compares right now with AI visibility tracking.

See your opportunities → Platform overview
Opportunities · refreshed nightly
0.92
Losing "best checkout" to a competitor's comparison page
Gemini cites their page in 3 of 4 runs
Optimize page
0.87
No source page for "usage-based billing tools"
You're named but never cited; engines lean on review sites
Create content
0.74
"embedded payments for SaaS" guide has no internal links
Your cited page is 3 clicks from the homepage
Internal links
0.61
Buyers also ask "stripe connect alternatives"
Not in your tracked set yet
Add prompt
How optimize works

How does AI content optimization work?

In three connected steps. Mentionova detects every prompt where you're losing citations or missing topics, scores each gap 0–1 by impact and winnability, then generates a complete content brief your team can ship — turning a blind spot into a ranked play overnight.

OPPORTUNITIES · refreshed nightly best checkout tool cited Losing "best checkout" Gemini cites a rival · 3 of 4 runs gap ! usage billing cited VISIBILITY GAP DETECTED
01 · Detect

Every gap, flagged

Nightly, Mentionova scans every prompt you track across ChatGPT, Perplexity, Claude, Gemini, Google AI and Reddit — flags each lost citation in a live opportunities list, highest-impact first.

0.92 OPP SCORE RANKED PLAYS 0.92 · Optimize page 0.87 · Create content 0.61 · Add prompt IMPACT × WINNABILITY · NIGHTLY
02 · Score

Every gap, scored

Each gap gets a 0–1 score recomputed nightly — how much visibility it's costing you, weighed against how winnable it looks. The highest-impact plays rise to the top of the ranked queue.

CONTENT BRIEF score 0.92 TITLE ANGLE SOURCES TO INCLUDE ✓ Angle set ✓ Seed ready BRIEF READY TO SHIP
03 · Brief

Every gap, briefed

Open any opportunity and the brief is already written — title, angle, sources the engines currently trust — plus an AI-generated article seed your writer can start from instead of a blank page.

Inside optimize

What's in a content brief?

Every opportunity arrives pre-drafted: the angle that fits the engine's citation pattern, the data points and sources currently trusted for that prompt, and an AI-generated article seed — so your writer starts with a plan, not a blank page. Track results on the share-of-voice dashboard after you ship.

Two feeds

Losing-on and Discover

One feed for prompts where a rival is taking your citations, one for topics buyers ask that you don't cover yet. Each opportunity is scored 0–1 nightly and carries a status — open, acted, dismissed or watching — so the queue stays honest.

Briefs & seeds

Every play arrives pre-drafted

Open an opportunity and the brief is already written — the angle, the facts to include, the sources the engines currently trust — plus an AI-generated article seed your writer can start from instead of a blank page.

Pages

Your pages, scored by citations — not just clicks

Every published page is lined up with its Google Analytics traffic, Search Console clicks and impressions, and the number of AI citations it actually earns — so you can see which pages pull answers and which just pull visits.

The numbers

A queue you can trust.

Opportunity score0–1

A composite score recomputed nightly, highest-impact plays first.

Recommendation types4

Create content, optimize page, internal links, add prompt.

Brief included100%

Every play ships with a written brief and an article seed.

Page metrics2 sources

GA4 and Search Console, joined with AI citation counts per page.

0
play types
0h
rescore cycle
0%
plays with briefs
~0 min
to first signal
Gap → Play → Ship

Three steps from blind spot to citation

Every night, your gaps become scored plays. Every play ships with a brief. Every brief becomes a page the engines can cite. The flywheel closes itself.

Detect · Score · Brief · Ship · Measure

GAP ! Detected SCORE ▲ 0.92 BRIEF ✓ Ready EVERY GAP · EVERY NIGHT · RANKED
Every opportunity, rendered

The whole picture, drawn out.

Opportunity funnel, scored plays, source gaps, citation lift, share of voice and more — every content signal as a live, theme-aware illustration.

Free AI visibility report

Ship the play, win the answer.

Enter your domain and we'll show you the gaps in your category's AI answers today — then the ranked plays to close them.

https:// Get my report →

Takes ~3 minutes · no credit card

FAQ

Questions, answered.

How does AI content optimization work in Mentionova?+
Mentionova runs your tracked prompts across ChatGPT, Perplexity, Claude, Gemini, Google AI and Reddit nightly. Every prompt where a rival earns the citation you don't — or where buyers ask a question your site doesn't answer — becomes a scored opportunity with a recommended move and a ready-to-ship brief. Your team ships the play; the engine rechecks it on the next run.
What is a visibility gap?+
A visibility gap is any prompt where an AI engine cites a competitor instead of you, or where buyers ask a question your content doesn't cover. Mentionova detects both types nightly and flags them in a ranked queue so your team knows exactly where you're losing ground.
What's in a content brief?+
Each brief includes the recommended angle, the facts and data points to include, the sources the engines currently trust for that prompt, and an AI-generated article seed your writer can start from instead of a blank page. Your team keeps the voice and the final edit.
What is an opportunity score?+
A 0-to-1 composite that Mentionova recomputes nightly, weighing how much visibility a gap is costing you against how winnable it looks. Higher scores rise to the top of the queue so your team works the plays that move the most.
What types of recommendations does it make?+
Four: create content for a topic you don't cover, optimize a page you already have, add internal links to a page the engines can't reach, or add a prompt you should be tracking. Each opportunity is tagged with its type.
How do I know if a play worked?+
The prompt re-runs on its schedule after you ship, and the citations and share of voice it earns move in the same dashboard — so you can tie a published page to the answer it changed.
Which AI engines does Mentionova optimize content for?+
ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews and Reddit — the six engines that power most AI-generated answers today. Each engine is tracked separately so you can see exactly where you're cited and where a rival is taking your position.