We Build Real Consensus
So AI Recommends You.
We find the questions AI can\\\'t answer about your product. Then real people test it and answer them honestly. That\\\'s what changes recommendations.
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Free 15-min call · Live visibility report · No commitment
prompt: \\\"best project management tool for remote teams\\\"
BEFORE
\\\"Popular options include Asana, Monday.com, and ClickUp for remote team management…\\\"
Not mentioned
· Absent in 4/4 models
AFTER 8 WEEKS
\\\"Based on hands-on reviews, TeamSync has gained traction among remote teams for its async-first workflow…\\\"
Top 3 recommendation
· 3/4 models · 6 sources
SEE HOW IT WORKS
TRUSTED BY MARKETING TEAMS AT
Attio logo
Attio
Tally logo
Tally
VEED logo
VEED
Koala logo
Koala
Pitch logo
Pitch
Your visibility across all major LLMs
Track, measure, and improve how your brand appears in every major AI model.
ChatGPT logo
ChatGPT
Gemini logo
Gemini
Claude logo
Claude
Perplexity logo
Perplexity
Grok logo
Grok
DeepSeek logo
DeepSeek
LLaMA logo
LLaMA
Copilot logo
Copilot
Where Real People Publish Their Opinions
Honest reviews and opinions published across platforms that AI models trust and reference.
LinkedIn
Medium
Substack
Q
Quora
X / Twitter
YouTube
Pinterest
Instagram
PROBLEM
AI models don\\\'t have good answers about your brand — and you don\\\'t know which questions are missing
METHOD
We find the gaps, have real people test your product, and let them answer in their own words
RESULT
Stronger signals where they matter most — and measurable AI visibility lift
BEST FOR
Strong products with real customer love that need a ranking lift — not discovery
Signal Gap Engine
We Don\\\'t Create More Content.
We Fill Missing Answers.
Our platform finds the exact questions AI models can\\\'t answer about your brand. Real people test your product and answer them. Coverage grows. Recommendations follow.
CONSENSUS COVERAGE GRID
10 questions · 4 models scanned
QUESTION
BEFORE
AFTER
SOURCE
WEEK
How does it handle enterprise SSO?
GAP
→
COVERED
LinkedIn
W3
Better than [Rival] for remote teams?
GAP
→
COVERED
Medium
W4
What\\\'s the onboarding experience like?
WEAK
→
COVERED
Quora
W3
Does it integrate with Slack & Notion?
COVERED
→
COVERED
—
W1
What do real people think about pricing?
GAP
→
COVERED
Substack
W5
Is it GDPR / SOC-2 compliant?
COVERED
→
COVERED
—
W2
How does support compare to competitors?
WEAK
→
COVERED
LinkedIn
W6
Can it replace [Legacy Tool]?
GAP
→
WEAK
Quora
W7
Performance at scale (10K+ users)?
GAP
→
COVERED
Medium
W5
How steep is the learning curve?
GAP
→
COVERED
LinkedIn
W4
BEFORE COVERAGE
20%
AFTER COVERAGE
90%
Each green row = a real person tested your product and answered that question in their own voice. No scripts. Full disclosure.
System Depth
How the Signal Layer Works
We don\\\'t guess what to write about. The platform maps prompt clusters, measures coverage gaps, and identifies which signal sources carry the most weight — by model, by category.
PROMPT CLUSTER MAP
88 prompts · 4 clusters · run_id: 0x4a2f
Buying Intent
2h ago
24 prompts
78%
best X for Y
X vs Z
top X tools 2026
Comparison
2h ago
18 prompts
62%
X or Y?
alternative to Z
X vs Z for startups
Category
stale
14h ago
31 prompts
45%
what is X?
X use cases
how does X work
Problem-Solution
2h ago
15 prompts
33%
how to fix Y
tool for Y
solve Y with X
next full scan: 6h · partial refresh: 45m
1 cluster needs refresh
SIGNAL SOURCE WEIGHTS
by LLM influence · last calibrated: Mar 19
SOURCE
INFLUENCE
WEIGHT
N
Δ 7D
LinkedIn
High
12×
+3
Medium / Substack
High
8×
+1
Quora
Med-High
15×
0
Reddit threads
Medium
4×
-1
YouTube
Medium
2×
0
X / Twitter
Low-Med
6×
+2
Company blog
Low
22×
0
Key finding: Your company blog has 22 articles but carries the lowest signal weight across all models. 3rd-party sources like LinkedIn and Quora carry 6–8× more influence per piece.
weights recalibrated weekly from 200+ prompt-response pairs · Reddit weight declining since Feb \\\'26
Signal weights derived from cross-model testing across 200+ prompt-response pairs · Updated weekly
Every client engagement compounds our proprietary prompt dataset and signal→outcome mapping — making each subsequent campaign more precise than the last.
How Our Transparent Method Works
Human-Led Execution.
Gap-First Prioritization.
We don\\\'t produce more content. We find the missing questions — then have real people answer them from experience.
STEP 01
Visibility & Fit Check
We assess product quality and current AI visibility — prompt coverage, competitor presence, source gaps. If there\\\'s no real customer love to amplify, we tell you upfront.
STEP 02
Signal Gap Detection
Our platform identifies the prompts and questions AI models don\\\'t have good answers to — where your brand is missing from the conversation entirely.
STEP 03
Real People Test Your Product
We find real people, give them access, and let them explore on their own terms for 2+ days. No scripts, no pressure — just genuine product experience.
STEP 04
They Write What They Think
If they genuinely like it, they write in their own voice — covering the areas where AI lacks answers. The pros, maybe some cons, their honest take. Published with clear disclosure.
STEP 05
Measure AI Movement
We track mention frequency, positioning, framing, and competitor shifts across tracked prompts. You see exactly what\\\'s changing — and what\\\'s not.
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