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AI Perception Analysis

Defend your brand's AI narrative

Every AI platform recommends differently. Understand the sentiment, citations, and narratives shaping how AI presents you.

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app.trysill.com/dashboard/perception

Sentiment by Platform

ChatGPT
Gemini
Perplexity
AI Overviews
Positive Neutral Negative
Sentiment Score
72/100
Positive Ratio
68%
Platform Rank
#2
Citation Intelligence

Which sources does AI trust to talk about you?

AI engines synthesize from trusted domains. See which sources carry your reputation.

app.trysill.com/dashboard/citations

Citation Trend

LIVE
Last 90 days+34% growth

Top Sources

DomainCitationsStatus
wikipedia.org1,402Primary
techcrunch.com894Verified
medium.com421Trending
g2.com318Verified
reddit.com274Trending
Total Citations
3,309
Unique Sources
42
Your Domain Cited
187×
Sentiment Analysis

How AI feels about you, platform by platform

Each AI engine has its own opinion. See where you're loved, where you're neutral, and where you need work.

Positive Neutral Negative
ChatGPTPOSITIVE DOMINANT
GeminiNEUTRAL CORE
PerplexityCHALLENGED

Sentiment Score

0/100

Positive Ratio

0%

Platform Rank

#0

Query Fan-Out Analysis

See how AI researches before it answers

When someone asks ChatGPT a question, it doesn't just answer — it breaks the question into sub-queries, researches each one, and synthesizes. We show you the full fan-out so you can optimize for every step.

Sub-query mapping
See the 5-10 sub-queries AI generates from a single customer question
Visibility per sub-query
Track your position on each individual sub-query, not just the parent
Gap identification
Find sub-queries where you have zero presence — your biggest blind spots
app.trysill.com/dashboard/qfo

Query Fan-Out

Parent Query
"Best project management software for agencies"
project management features for agencies
72
agency workflow automation tools
38
client collaboration platforms
0GAP
agency project billing integration
55
remote team management software
12
Citation Gap Analysis

Why competitors get cited and you don't

For every query where a competitor gets cited and you don't, we compare their content against yours and show exactly what's missing.

app.trysill.com/dashboard/citation-gaps

Citation Gaps Found

"best AI visibility platforms"
NovaCraft cited 14× — you: 0
"AI search optimization guide"
Helios AI cited 9× — you: 0
"enterprise AI monitoring"
Arcline cited 7× — you: 0
"GEO optimization tools"
NovaCraft cited 5× — you: 0

Why They Get Cited

Statistical evidence+22%
ThemYou
Expert quotes+37%
ThemYou
Schema markup+18%
ThemYou
Comparison tables+14%
ThemYou
Recent publication date+12%
ThemYou
Primary research data+28%
ThemYou
Structured FAQ section+9%
ThemYou
4 citation gaps across 3 competitors
Estimated lost impressions: ~2,400/mo
Strategic Tiers

Defend. Grow. Aspire.

Not all queries deserve the same effort. We segment your AI presence into three tiers so you focus where it counts.

DEFEND

Queries where you're #1 or #2. Protect your position.

"Best B2B SEO tool"

Rank #1+2%

"Top AI visibility platforms"

Rank #1Steady

GROW

You appear in citations but aren't a top pick yet.

"Market research for AI"

Rank #4+12%

"Competitor tracking bots"

Rank #7+4%

ASPIRE

Competitors own these. You're not in the conversation.

"Enterprise AI analytics"

Not rankedOpportunity

"AI reputation management"

Not rankedNew
Brand Watch

Catch misperceptions before customers do

AI can hallucinate facts, repeat outdated information, or amplify competitor framing. We flag these the moment they appear.

Learn about Brand Watch
app.trysill.com/dashboard/alerts

Real-time Alert Feed

Factual Contradiction

ChatGPT claims your product doesn't support Gemini. Contradicts v2.4 docs.

Competitor Framing

Perplexity frames your category as "simple SEO" across 12 queries.

Recommendation Validated

Gemini updated your pricing in responses.

Explore the platform

Pulse

Track daily AI visibility and competitive rankings across every platform.

Compass

Get prioritized actions based on what the analysis reveals.

Lab

Test content changes and measure their actual impact.

Questions

Common questions about Sill's AI visibility platform, Decision Boundary simulations, and Generative Optimization methodology.

See through AI's eyes

Understand the sentiment, citations, and narratives shaping your brand's AI presence.

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