AI Representation Measurement
Your prospects are increasingly asking AI systems who to trust and hire — and forming an opinion before they ever reach you. Signal Forge measures exactly what AI says about your business today, in a professional Decision Briefing you can act on.
Request a Signal Forge Decision BriefingWe measure how leading AI systems currently represent your business.
More customers are using AI to decide who to hire. Knowing how your business is represented is becoming a competitive advantage.
A professional Decision Briefing that documents what AI says today, explains the observed evidence, and gives you a measured baseline for future comparison.
The Product
A board-grade briefing that shows, in plain language, how four independent AI systems represent your business — and where you stand within your market.
A professionally produced briefing — cover letter, an executive summary you can read in ninety seconds, a visual comparison of how each AI system represents you, the supporting evidence, a plain-English interpretation, and a measured baseline. Delivered as a polished PDF, ready to present.
Typical turnaround: a matter of days, not weeks.
The full Decision Briefing, at launch pricing for our early clients. Launch pricing is limited to our initial client engagements rather than a fixed date.
The same standardized Decision Briefing at standard price.
Every Decision Briefing is produced using the same standardized methodology and quality controls, regardless of industry.
A deeper Recommendation Assessment — interpretation, prioritization, and strategy — is available when you want to act on what the briefing reveals.
Sample layout. In your briefing, every line is your own measured evidence.
Our Method
Everything we produce is built on one discipline: measure first, interpret second. We report what the evidence supports — and nothing it doesn't.
ChatGPT, Claude, Gemini, and Perplexity. Each system is measured independently, using identical questions and standardized collection procedures — agreement, disagreement, and attribution patterns are all part of the observation. As the AI landscape evolves, the panel may change; the methodology stays consistent.
Observation → Interpretation → Recommendation. We label each one, and never present an interpretation as an observation. That discipline is what makes a Signal Forge briefing something you can act on with confidence.
Evidence Across Industries
Every industry asks different questions. The same measurement framework lets us compare them consistently — while respecting the unique evidence ecosystem of each business.
We've measured businesses across medicine, dentistry, home services, consulting, construction, luxury real estate, and professional services. We describe what we learned — never who it was, unless we have their permission.
| Industry | Representative pattern |
|---|---|
| Plastic Surgery | Visibility Absence |
| Orthopedic Surgery | Institution Attribution |
| Dentistry | Multi-location Healthcare (coming as measurements complete) |
| Luxury Home Building | Strong Recommendation |
| Home Services | Brand Attribution |
| Real Estate | Brand Validation vs Open-Question Reach |
| IT Consulting | Identity / Name Collision |
| Functional Medicine | Person Attribution |
8 Decision Briefings · 8 industries — and growing
Across everything we measure, a handful of distinct patterns keep appearing. As you read them, one will likely feel familiar.
"AI knows me — but never suggests me."
Fully recognized, accurately described, and yet absent from the answers when a buyer asks who to hire.
"AI recommends my company, but not me."
The recommendation attaches to the business or brand; the founder is known but not the one being surfaced.
"AI recommends the hospital instead of the doctor."
The individual is recognized, but the recommendation authority sits with the larger institution.
"AI confuses me with another business."
Named in full, the answer is correct; on a shorter or shared name, AI routes to someone else.
Which pattern is your business? A Decision Briefing tells you — with evidence.
"The system only says what it can defend."
Every line in a Signal Forge briefing traces to measured evidence.
About
Buyers used to find you through search, referrals, and reputation. Increasingly, they ask an AI system who to consider — and it answers, drawing on the public evidence about you and your market. Until now, there has been no instrument on that moment. You could not see what AI says about you, and you cannot manage what you cannot observe.
We don't sell visibility, promises, or guarantees. We measure — precisely, repeatably, and the same way for every business — and we report only what the evidence supports. The result isn't a marketing opinion. It's a measurement you can trust, and return to over time.
Signal Forge measures how AI represents your business, so you can decide what to do about it — with evidence, not guesswork.
Get Started
Tell us your business and market, and we'll be in touch to arrange your briefing.
Phone
Book a briefing
Calendar link — add later
We measure what AI actually says, on a dated snapshot. We don't guarantee rankings or outcomes. The system only says what it can defend.
Sara answers from Signal Forge's own materials. If a question needs human review, we'll route it to someone who can respond within one business day.