AI Visibility Reporting for Your Clients
Your clients are asking "what does AI say about our brand?" and you don't have an answer yet. friction AI gives agencies a platform to track, report on, and optimize AI visibility for every client.
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The Problem
Your Clients Are Asking About AI - And You Need the Data
Clients are asking about AI and you don't have the data
The question isn't coming - it's already here. "What does ChatGPT say about us?" is becoming as common as "what's our Domain Authority?" in client QBRs. If you can't answer with data, you look behind the curve.
Your reporting stack has a blind spot
You report on SEO rankings, social engagement, and paid performance. But none of your tools track what AI says about your clients' brands. That's a gap in your service offering - and an upsell opportunity you're leaving on the table.
A new service category is forming without you
AEO (Answer Engine Optimization) is becoming a real budget line item. Agencies that offer AI visibility services now will own this category. Agencies that wait will be competing for it in a crowded market in 12 months.
The Platform
AI Visibility Data Your Clients Can't Get Anywhere Else
friction AI gives agencies a multi-client platform to track, report on, and optimize AI visibility for every client.
Client Visibility Tracking
Monitor AI brand visibility for multiple clients from a single platform. Each client gets separate tracking for mentions, sentiment, and competitive position.
Brand Visibility
StatusVisib.Sentim.Share of
VoiceBrandsTypeAI
Provid.
Best luxury cars for daily driving
Most reliable German sedans
Top electric luxury vehicles
Premium SUVs with best resale value
Safest luxury cars for families
Best German luxury sedans under $80k
Luxury car brands with best warranty
Cited Sources
| # | Source | URL | Topics | Citation |
|---|---|---|---|---|
| 1 | mercedes-benz.com | mercedes-benz.com/en/vehicles mercedes-benz.com/models/eqs | Official Vehicle LineupEQS Electric Sedan | 6 |
| 2 | caranddriver.com | caranddriver.com/mercedes-... | Mercedes-Benz Reviews | 4 |
| 3 | motortrend.com | motortrend.com/reviews/... | Luxury Car Comparisons | 3 |
| 4 | edmunds.com | edmunds.com/mercedes/... | Expert Reviews | 2 |
Domain Citation Ranking
How often LLMs cite your domain vs competitors
| Rank | Domain | Cites |
|---|---|---|
| #1 | mercedes-benz.com(You) | 42 |
| #3 | bmw.com | 28 |
| #5 | porsche.com | 18 |
| #8 | audi.com | 12 |
Client-Ready Reporting
Generate AI visibility reports that slot directly into your QBR decks. Show clients data they can't get from any other tool you're using.
Brand Audit Analyses
OVERALL REC.
RECOGNITION
VISIBILITY
SENTIMENT
PURCHASE INT.
Performance Trends
LLM Performance
Industry Ranking
Commerce Intelligence per Client
Track which products AI recommends for each client's category. Show commerce visibility data alongside brand health metrics.
Commerce Prompts
| Prompt | Recog. Status | Comm. Score | Visib. | Purch. Ready | ACP Sig. | Brands | Market | AI Provid. | ||
|---|---|---|---|---|---|---|---|---|---|---|
| Best Mercedes accessories gifts | 82% | 75% | 77% | 8 | US | | ||||
Products Recommended by AI P Premium KeychainStainless steel key fob $45 S Sport CapEmbroidered performance cap $38 C Car Care KitComplete detailing set $89 | ||||||||||
| Where to buy luxury car merchandise | 76% | 68% | 71% | 7 | US | | ||||
Sources
Top domains cited for your prompts
| # | Domain | Mentions | Products |
|---|---|---|---|
| 1 | amazon.com | 18 | 24 |
| 2 | mercedes-benz.com | 12 | 8 |
| 3 | ebay.com | 6 | 15 |
| 4 | walmart.com | 4 | 9 |
Per-Client Benchmarking
For each client, track their top competitors' AI visibility. Show where they stand vs. their competitive set in AI recommendations.
AI Score
A/B Experiments
Run structured experiments to measure how content and positioning changes affect your AI visibility.
EV Messaging Test
RunningExperiment Progress
8 runs until testing
Jan 21, 2026
Metrics
| Metric | Control | Variant | Lift |
|---|---|---|---|
VisibilitySig | 6.40 | 7.90 | +23.4% |
Mention Freq | 6.70 | 8.60 | +28.4% |
Mention Qual | 7.10 | 8.30 | +16.9% |
Share of Voice | 45% | 62% | +37.8% |
Content Analysis
Understand what content drives AI recommendations in your category and where your brand messaging gaps are.
Content Readiness Score
1 pages · 15 issues
Last audit: Feb 19, 2026
Category Breakdown
Key Metrics
The Numbers That Matter for Agencies
Client AI Mention Rate
Per-client tracking of how often their brand appears in AI answers.
Competitive Benchmark
Each client's share of AI recommendations vs. their specific competitor set.
Sentiment Trend
How AI describes each client's brand over time (trending positive, stable, or declining).
Citation Coverage
Which sources AI cites when discussing each client, showing where content/PR efforts should focus.
Real-World Use Cases
How Agencies Use friction AI
New service offering
A digital marketing agency adds "AI Visibility Audit" as a paid service. Using friction AI, they run a baseline audit for prospects during the sales process. The audit reveals gaps the prospect didn't know they had, converting audits into retainer contracts at a 60% close rate.
QBR differentiation
An SEO agency includes an AI visibility section in every client QBR. While competitors report on the same Google Analytics and Search Console data, this agency shows clients their ChatGPT mention rate, AI sentiment score, and competitive position in AI answers. It becomes their key differentiator in retention conversations.
Content strategy validation
A content marketing agency uses friction AI to prove ROI. After publishing 10 blog posts for a client, they show that the client's AI mention rate increased from 12% to 38% for target category queries. This data directly ties content investment to measurable AI visibility outcomes.
Why friction AI
Beyond Traditional Client Reporting
| SEO / Social Reporting Tools | friction AI |
|---|---|
| Report on Google rankings and traffic | Report on AI recommendation rankings across 5+ platforms |
| Track social mentions and sentiment | Track AI mentions and sentiment in generated answers |
| Competitive analysis on SEO metrics | Competitive analysis on AI recommendation share |
| One client per login / limited multi-client | Multi-brand management designed for agencies |
From the Blog
Related Resources
Insights
How to Measure AI Visibility: Key Metrics and KPIs (2026)
How to measure AI visibility across ChatGPT, Perplexity, Gemini, and AI Overviews. The four metrics that matter and what to do with the data.
Guide
AI Competitive Intelligence: Tracking Your Brand vs. Competitors in AI Answers
How to track which brands AI recommends in your category. Cross-platform inconsistency, share-of-voice frameworks, and competitive signals.
Analysis
What is AI Visibility? Definition, Examples & Why It Matters
AI visibility gets talked about as if it were a single metric. In practice, it isn't. A practical breakdown of eligibility, inclusion, and influence.
Frequently Asked Questions
Everything you need to know about winning AI recommendations and how friction AI can help your brand succeed.
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