The R3 Framework
Three lenses. Three foundations. Eight levers. Four routes.
What the framework measures.
The R3 Framework is a structured methodology for measuring how companies are seen, understood, believed, and reached in the AI-shaped commercial environment. It rests on the observation that relevance and reputation are two distinct but interdependent qualities, that neither exists beyond the people it reaches, and that companies produce durable, consequential growth only when they are strong in all three.
Relevance and reputation are the base. Reach is the exponent — the distance the base travels — and it is produced through the four routes of the POET framework.
Lens 1 — Relevance.
Relevance is a company's presence, prominence, and priority in the environments where audiences and AI systems form their views — and what it is associated with when it appears. It answers the question: is this company seen and understood?
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)
- What the company is associated with when it is mentioned — the categories, attributes, and questions it is attached to
- 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
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
Lens 3 — Reach.
Reach is how far what is seen, understood and believed travels, and whether it arrives with the people who decide. It is the exponent on the other two lenses, produced through the four routes of POET. It answers the question: is this company carried to the people who decide?
Reach is measured through:
- Share of the decision-making audience the company reaches, by stakeholder group, across the four routes
- Presence across the places decisions are formed — AI answers, media, partners' audiences, and in-person settings
- Frequency and continuity of contact with the people who decide, not just the size of the audience touched
- How far a company's own claims travel intact — cited, attributed, and repeated in its own terms
- Balance across the four routes: Partnered, Organic, Earned, and Targeted
Three foundations. Eight levers. Four routes.
Salience, Trust and Distribution are constant: every organisation is measured on all three, without exception. The eight levers are the core — the foundation of what sits in the overlap of relevance and reputation. They are the starting point, not the full answer: each organisation customises them to itself and to the domain it operates in. The four routes are how reach is produced.
Three foundations — in every case
- 01SalienceRelevance lens
The measurement of how present and prominent a company is when audiences and AI systems form views about the category — and what it is associated with when it appears. Awareness and association together.
Core question: “Is the company showing up — at scale, and for the right things — 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?”
- 03DistributionReach lens
The measurement of how far what is seen, understood and believed is carried, and whether it arrives with the people who decide.
Core question: “Does the company reach the people who decide — and keep reaching them?”
Eight core levers — for understanding and belief
- 01PortfolioLever
What the company offers.
Core question: “Are its products, services, and solutions clear, credible, and findable?”
- 02StrategyLever
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?”
- 03LeadershipLever
Who runs the company and what they stand for.
Core question: “Is the leadership team a multiplier or a liability?”
- 04HeritageLever
Where the company comes from and what it has proven.
Core question: “Does its track record reinforce belief in its future?”
- 05TransparencyLever
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?”
- 06TalentLever
Who the company is as a place to work.
Core question: “Is the employee experience visible, credible, and competitive?”
- 07SocietyLever
The company's impact on communities and the world.
Core question: “Is it visibly creating value beyond its customers?”
- 08TasteLever
What the company chooses, and how. Its judgment — in what it makes, backs, says and declines, and in how it looks and sounds doing it. When production is abundant, judgment is the scarce signal.
Core question: “Does its judgment make people want to be associated with it?”
Core levers are calibrated per organisation and domain in the Methodology. Taste is the lever; what people feel when it is working is the result.
Four routes — to reach
Four routes to reach — channels, partnerships and in-person experiences — through which what is seen, understood and believed is carried to the people who decide. Partnered, Organic, Earned, Targeted: the POET framework.
- 01PartneredRoute
Reach through the audiences, platforms, and credibility of others — alliances, co-publication, distribution partnerships.
Core question: “Who already reaches the people we need, and would carry us?”
- 02OrganicRoute
Reach the company builds and owns — its site, its content, its channels, and what AI systems find and cite there.
Core question: “When someone or something goes looking, what do they find of ours?”
- 03EarnedRoute
Reach granted by others' judgment — coverage, citation, recommendation, word of mouth.
Core question: “Who is repeating our story in their own words?”
- 04TargetedRoute
Reach the company buys and aims — paid media, precision audiences, and the in-person experiences it stages.
Core question: “Are we placing what matters directly in front of the people who decide?”
The exponent — d2 × c2. Discoverable, distinctive, consistent, credible.
R × R measures the base — what a company earns in relevance and reputation across the three foundations and eight levers. But two companies with an identical base can produce different outcomes, because relevance and reputation compound differently depending on how far they travel and how well they hold up when they arrive. That distance is Reach, and it is a function of four qualities in two pairs.
Discoverability — how findable and citable a company's positioning is in the environments where audiences and AI systems form their views. Companies with high discoverability are surfaced, quoted, and attributed. Companies with low discoverability are invisible no matter how distinctive they are.
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 route. Companies with high consistency reinforce their relevance and reputation with every touchpoint. Companies with low consistency dilute both.
Credibility — how provably what the company carries holds up when it arrives. Reach amplifies whatever it carries: a claim with its proof attached compounds; a claim without one erodes on contact. Reputation is whether the company is believed. Credibility is whether the claim can be.
Discoverability × Distinctiveness is distinctive discoverability — d². Consistency × Credibility is c². Together they are Reach, the exponent on R × R: they compound the base, or erode it.
How reach is produced is the subject of POET (Working Paper No. 4). How what it carries earns its proof is the subject of P3 (Working Paper No. 5).
The overlap
From framework to standard.
The R3 Framework describes what to measure and why. The R3G 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 R3G Standard→