The R2 Framework
Two lenses. Nine signals. One structure.
What the framework measures.
The R2 Framework is a structured methodology for measuring how companies are seen, understood, and evaluated in the AI-shaped commercial environment. It rests on the observation that reputation and relevance are two distinct but interdependent qualities, and that companies produce durable, consequential growth only when they are strong in both. The framework maps this insight into a two-lens, nine-signal structure.
Lens 1 — Relevance.
Relevance is a company's presence, prominence, and priority in the environments where audiences and AI systems form their views. It answers the question: is this company seen?
Relevance is measured through:
- Frequency and quality of company mentions in AI-generated answers across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews
- Position and prominence of mentions (first mention, top three, top ten)
- Share of category-relevant conversations the company is present in
- Consistency of representation across models and query types
- Volume, quality, and prominence of media coverage
- Search demand indices and category-defining term ownership
The Relevance-only signal in the R2 Framework is Salience — the raw measurement of how present and prominent a company is when audiences and AI systems form views about the category.
Lens 2 — Reputation.
Reputation is the trust, credibility, and admiration a company earns when it is seen. It answers the question: is this company believed?
Reputation is measured through:
- Survey research across primary stakeholder audiences
- Sentiment and framing of company mentions in AI-generated answers
- Analyst, journalist, and expert coverage tone and framing
- Third-party ratings, indices, and standards adherence
- Direct-response indicators — likelihood to recommend, likelihood to trust, likelihood to work for or with
The Reputation-only signal in the R2 Framework is Trust — the composite measurement of how deeply audiences believe in, rely on, and endorse the company.
Nine signals.
- 01SalienceRelevance lens
The raw measurement of how present and prominent a company is when audiences and AI systems form views about the category.
Core question: “Is the company showing up — at scale — where decisions get made?”
- 02TrustReputation lens
The composite measurement of how deeply audiences believe in, rely on, and endorse the company.
Core question: “Is the company believed when it is seen?”
- 03PortfolioShared
What the company offers.
Core question: “Are its products, services, and solutions clear, credible, and findable?”
- 04StrategyShared
Where the company is going and how it intends to win.
Core question: “Is its direction legible to AI systems and the people who rely on them?”
- 05LeadershipShared
Who runs the company and what they stand for.
Core question: “Is the leadership team a multiplier or a liability?”
- 06HeritageShared
Where the company comes from and what it has proven.
Core question: “Does its track record reinforce belief in its future?”
- 07TransparencyShared
Where the company stands on contentious or misunderstood topics.
Core question: “Does it have a findable point of view on the things people are skeptical about?”
- 08TalentShared
Who the company is as a place to work.
Core question: “Is the employee experience visible, credible, and competitive?”
- 09SocietyShared
The company's impact on communities and the world.
Core question: “Is it visibly creating value beyond its customers?”
The compounding factors — Distinctiveness × Consistency.
R² alone measures the base — what a company earns in reputation and relevance across the nine signals. But two companies with identical R² can produce different outcomes, because reputation and relevance compound differently depending on how distinctively and how consistently they are earned.
Distinctiveness — how unmistakably ownable a company's positioning is. Companies with high distinctiveness are recognized instantly across all touchpoints, are difficult for competitors to imitate, and hold clear category ownership.
Consistency — how coherently the company's positioning holds across time, geography, audience, and channel. Companies with high consistency reinforce their reputation and relevance with every touchpoint. Companies with low consistency dilute both.
Distinctiveness and Consistency act as the exponent on R². They do not add to the base. They compound it — or, when weak, erode it.
The overlap
The R2 Framework — Relevance × Reputation, measured across nine signals.
From framework to standard.
The R2 Framework describes what to measure and why. The R2G Standard is the equation that turns those measurements into a single composite score — and the outcome the score predicts: growth of a particular character.
See the R2G Standard→