Sample the buyer journey
Define real discovery, comparison, and evaluation questions across the agreed market and language.
A buyer asks an AI answer engine
Q
Which platform should a security team shortlist?
01
Competitor evidence recognized
02
Your brand: evidence fragmented
The answer is dynamic. Every observation requires context and human review.
Platforms in scope
ChatGPT SearchGoogle AI OverviewsGeminiPerplexityMicrosoft Copilot
One intelligence product · four clear paths
Start from where you are.
Companies
Measure category visibility, competitor gaps, and the source signals shaping buyer answers.
Creators & media
Understand discoverability across topics, entities, sources, and audience questions. Offer design is in progress; no price is implied.
Individuals
Explore personal or professional visibility needs through a scoped conversation. Consumer pricing is not yet published.
Existing clients
Open the client centre to review approved service status and published evidence.
From answer to evidence
A visible name is only the surface. We trace what shaped it.
Buyers now ask answer engines to explain categories, compare tools, and recommend shortlists. Your brand can be missing while competitors are repeatedly named or cited.
Separate signal from noise
Review model outputs, cited sources, brand entities, technical access, and competitor patterns without treating one answer as universal truth.
Publish the decision layer
Turn reviewed evidence into priorities, delivery work, and a versioned history your team can inspect.
Start free
What the Free Visibility Snapshot gives you
We review your product, market, competitors, and most important buyer question. When a useful sample is possible, we return a concise observation and a sensible next step.
Snapshot
A focused entry point: input review, a limited observation, and guidance on whether deeper work is justified.
Essential Audit
A paid, structured baseline across 50 prompts, two platforms, and three competitors, with technical review and priorities.
No fabricated result
If a real snapshot is not ready, its status remains pending. We do not generate placeholder scores, citations, or competitor gaps.
Method cases
How the work becomes a decision—not a vanity score.
Reviewed publication boundary
B2B software shortlist visibility
A structured review can isolate whether missing category language, weak external corroboration, or unclear comparison pages are limiting discoverability. This describes a method, not a client outcome.
Creator topic discoverability
An illustrative workflow can compare topic questions, entity consistency, source eligibility, and published evidence. It is not a real customer result and contains no performance claim.
Founding Client Pricing
Three paid scopes, each built for a different decision.
Available to the first five accepted clients. The audit establishes the baseline; monthly plans add monitoring, content work, and increasing execution support.
Essential Audit
$199 one-time
Available to the first five accepted clients.
A one-time baseline analysis covering the most important visibility gaps and the work to prioritize next.
- Mention and citation analysis
- Technical discoverability review
- Competitor and source gap analysis
Visibility Growth
$499/month
Available to the first five accepted clients.
Ongoing monitoring, content improvement, and regular progress updates for a focused market.
- Citation opportunity research
- Implementation support
- Prioritized monthly iteration
Authority Growth
$999/month
Available to the first five accepted clients.
Higher-frequency monitoring, content work, source development, and strategy support for competitive categories.
- Citation and source-development support
- Broader competitor coverage
- Priority implementation queue
AI answers are dynamic. We improve the signals that influence visibility, but no provider can guarantee inclusion, citations, recommendations, or rankings.
The path
From a free observation to an approved engagement
Request snapshot
Share the company, market, competitors, and buyer question.
Review evidence
Receive a pending reference immediately, then a real observation when ready.
Choose a package
Compare scope, create an account, and submit company and product context.
Wait for review
Your client centre shows the application and order status. No payment is taken at submission.
Honest boundaries
We work on the signals—not the algorithm.
What we control
Prompt design, sampling discipline, analysis, technical review, deliverable quality, and implementation work.
What we can influence
Content usefulness, entity consistency, technical discoverability, source eligibility, and third-party corroboration.
What we cannot guarantee
Inclusion, citations, recommendations, rankings, model behavior, traffic, or commercial outcomes.
AI answers are dynamic. We improve the signals that influence visibility, but no provider can guarantee inclusion, citations, recommendations, or rankings.
What the Free Visibility Snapshot gives you
We review your product, market, competitors, and most important buyer question. When a useful sample is possible, we return a concise observation and a sensible next step.