Mentionary
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AI Content Optimization

Optimize content for ChatGPT, Claude & Gemini citations. Content gap analysis, format recommendations, and impact tracking for AI visibility.

Gap AnalysisFormat RecommendationsImpact Tracking

Brand Mentions

All Models
Weekly
47.2%Active presence

Mention Rate

Across 200 queries

38.5%

Share of Voice

94

Total Mentions

Across 200 queries

Mentions Over Time

Coachello
Coachello
BetterUp
BetterUp
CoachHub
CoachHub

Competitor Mentions

1
Coachello favicon
coachello.ai
45(16.1%)
2
BetterUp favicon
betterup.com
38(13.6%)
3
CoachHub favicon
coachhub.com
30(10.8%)
4
Torch favicon
torch.io
27(9.7%)
5
Ezra favicon
ezra.com
9(3.2%)
6
Degreed favicon
degreed.com
8(2.9%)
7
Workday favicon
workday.com
6(2.2%)
8
Sounding Board favicon
soundingboardinc.com
6(2.2%)
9
Sharpist favicon
sharpist.com
6(2.2%)
10
Retorio favicon
retorio.com
5(1.8%)
11
Ezential favicon
ezential.ai
5(1.8%)
ChatGPT
ChatGPT
SOV 15.2%
52.1%
Claude
Claude
SOV 14.1%
48.3%
Gemini
Gemini
SOV 12.2%
41.7%
Perplexity
Perplexity
SOV 11.5%
39.2%
3-5x
Citation Rate Increase
60 Days
Average Improvement Time
AI-Optimized
Content Recommendations
ROI Tracking
Measure Impact

Great Content That AI Platforms Ignore

SEO best practices optimized content for search engines. AI optimization requires different signals—comprehensive answers, clear structure, authoritative sources, and specific formats that LLMs prefer to cite.

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SEO content doesn't equal AI visibility

Your top-ranking pages get zero AI citations because the content format, structure, and depth don't match what AI platforms prefer.

Guessing what AI prefers

You're optimizing content without data on what actually drives citations, wasting time on changes that don't move the needle.

Wasting content budget

Creating content that ranks well in Google but completely fails in AI-powered search where users are actually going.

Complete Content Optimization for AI

Everything you need to create, optimize, and measure content that AI platforms cite

Content Gap Analysis

Identify missing topics, questions, and content angles

Find high-value topics with citation potential

Format Recommendations

Learn AI-preferred content structures and formats

Get templates for citation-worthy content

Topic Coverage Scoring

Measure content depth and completeness

Score your content against citation-worthy benchmarks

Citation Impact Tracking

Measure before/after optimization results

Track citation rate changes and ROI

Keyword Opportunity Finder

Discover high-potential topics for AI citations

Find low-competition, high-citation keywords

Content Templates

Follow proven formats for citation success

Use battle-tested structures that AI platforms cite

How It Works

Three simple steps to dominate AI search results and get your brand in front of millions of potential customers.

1Step 1

Connect & Track

Monitor your brand mentions across all major AI platforms in real-time

2Step 2

Analyze & Benchmark

Compare your visibility against competitors across all platforms

3Step 3

Fix Issues & Grow

Get actionable insights to improve content and boost AI visibility

Content excellence

Turn your content into AI citation magnets

Content optimization teams analyze existing content performance, identify gap areas and citation opportunities, implement AI-preferred formats and structures, and measure the impact of optimization efforts to achieve 3-5x citation increases within 60 days.

72%
increase in AI citations
64%
increase in total AI mentions
31%
share of voice in category
4.1x
growth on Perplexity
Most used solutions
Citation Analytics
Competitive Intelligence
Citation Analytics
Content Strategy
RE24.ENERGY
RE24.ENERGY

Learn how RE24.energy went from invisible to category leader with Mentionary

COACHELLO.AI
COACHELLO.AI

How Coachello.ai achieved 4.1x growth by understanding what content AI engines prefer

Turn Content Into AI-Recommended Answers

73% average increase in AI citation rates within 90 days.

5-minute setup • Cancel anytime

Content Optimization Questions

SEO optimization targets search engine algorithms with keywords, backlinks, and technical signals. AI optimization focuses on comprehensive answers, clear structure, authoritative citations, and formats that language models prefer to reference. While SEO content aims to rank, AI-optimized content aims to be cited as a trusted source.

AI platforms favor comprehensive guides, well-structured how-tos, data-backed comparisons, expert analysis with citations, and clear definitions. Content should be scannable with headers, include specific examples, cite authoritative sources, and provide complete answers rather than keyword-stuffed fluff.

Most clients see meaningful citation increases within 60 days of optimization. Quick wins come from improving existing high-authority content with better structure and depth. New content typically takes 2-3 months to gain traction as AI platforms discover and evaluate it.

Both! In fact, optimizing existing high-authority content often delivers the fastest results. We analyze your current content library, identify pieces with citation potential, and provide specific recommendations to improve format, depth, structure, and sourcing.

No. Most content needs strategic enhancements rather than complete rewrites. We prioritize updates by impact—high-authority pages with small gaps get quick fixes, while lower-value content might not be worth the investment. Focus on improving your best content first.

We track citation frequency before and after optimization, measure which content formats drive the most citations, analyze query coverage improvements, and calculate ROI by comparing content investment to citation gains. You'll see exactly which content changes produce results.

Yes! Our optimization recommendations work with any content management system. We provide guidelines and templates that your team can implement in WordPress, Webflow, custom CMSs, or any platform. The recommendations focus on content substance and structure, not technical implementation.

For best results, update your highest-value content quarterly and create 2-4 new pieces monthly that target citation gaps. Consistency matters more than volume—better to publish one comprehensive, well-structured guide monthly than 10 thin articles. Quality and depth drive citations, not quantity.