THE KUMU BRAND and SIGNAL AI FINDABILITY BENCHMARK™

Measure what AI and customers can actually see.

What is true about your brand is not always visible to the market. The benchmark measures the gap — and what to do about it.

What the benchmark measures

07

Brand Integrity dimensions

How clearly and convincingly your organization presents itself.

08

Signal Strength dimensions

How easily search engines and AI systems can find, understand and verify it.

15

Dimensions of AI Findability

Found → Understood → Trusted → Chosen.

Kumu measures whether your digital presence gives people and AI systems enough clarity and evidence to choose you.

The Signal Gap

Two scores. One distance.

Most organizations are stronger than they look. The gap between Brand Integrity and Signal Strength tells you which side of the problem to fix first.

Brand Integrity8.4Signal Strength5.7Signal Gap −2.70 — 10

Illustrative scorecard

What each Signal dimension measures

Signal Architecture Review — 8 dimensions

  • 01

    AI & Search Accessibility

    Can search and AI systems reliably access the site?

  • 02

    Engineering Strength

    Is the site fast, secure and technically sound?

  • 03

    Offering Architecture

    Can individual offerings be found and compared?

  • 04

    Machine Content & Context

    Can AI interpret and cite the content accurately?

  • 05

    Channel Reach

    Are you visible where your audiences look?

  • 06

    Third-Party Verification

    Do credible external sources support your claims?

  • 07

    User Action Pathways

    Can visitors easily take the next step?

  • 08

    Response Infrastructure

    Can you capture and respond to demand?

The Signal Gap™

The business you're qualified to win can disappear inside the Signal Gap.

A company can have a great product, valuable assets, strong customers or a compelling investment thesis — and still be poorly represented in search, AI and digital research. The Signal Gap measures the distance between the strength of the actual business and the strength of the digital evidence representing it.

The Signal Gap™ is the difference between the strength of your brand and the strength of the digital evidence available to search engines and AI systems.

Brand Integrity

8.4 / 10

How clearly your organization communicates its value.

Signal Gap™

−2.7

The difference between your brand strength and the digital evidence available to search and AI.

Signal Strength

5.7 / 10

How easily machines can find, understand and verify you.

Where the gap shows up

Mining

Investor discovery → investment thesis → credibility → investor consideration

B2B

Discovery → understanding → qualified lead → pipeline

Professional services

Authority → consideration → shortlist → inquiry

Consumer

Discovery → comparison → confidence → conversion

Closing the gap doesn't guarantee a sale or an investment. It creates the conditions for consideration — and increases the opportunity to be chosen.

Governing standard

Evidence Standard

Every score must be supported by observable evidence. Every recommendation must trace back to a measurable finding.

Search accessibilityTechnical performanceStructured contentEntity clarityThird-party verificationUser experienceBrand consistencyConversion pathwaysAI answer performance

Evidence criteria draw on recognized standards including Google Search Central, Core Web Vitals, WCAG and E-E-A-T principles. Kumu is not certified or endorsed by any of these organizations, and AI-generated results are point-in-time and may vary between runs.

How the benchmark holds up

Independent by design. Evidence-led by method.

One methodology. Two independent AI engines. Observable evidence. Human review.

ChatGPT and Claude independently evaluate the same brands against Kumu's standardized 15-dimension framework.

Scores are grounded in recognized standards, live digital evidence and consistent scoring rules. Kumu reconciles the findings and verifies material claims.

The AI doesn't define the methodology. Kumu does.

How the scoring works

Recognized standards

  • Google Search Central guidance
  • Core Web Vitals and Lighthouse
  • Schema.org structured-data standards
  • WCAG accessibility standards
  • Google E-E-A-T principles
  • Nielsen Norman Group usability research
  • Baymard Institute ecommerce research

Controlled prompt journeys

The benchmark tests whether a brand can enter an AI-generated consideration set and survive a real customer journey:

  • 01Is the brand initially discovered?
  • 02Does it remain when the customer adds requirements?
  • 03Can its offerings, pricing, terms and differentiators be accurately compared?
  • 04Are its claims supported by credible first- and third-party evidence?
  • 05Is the brand ultimately recommended?
  • 06Can the customer move from the answer to the correct action?

Scoring baseline

No inflated scale

Kumu does not grade on a curve where every credible company scores an 8 or a 9.

5.0

Credible category performance

7.0+

Strong, repeatable evidence

8.5+

Independently verifiable category leadership

Brand and Signal

Common questions

What is the Kumu Brand & Signal Benchmark?
It is Kumu's market-facing assessment: an evidence-based read of how your organization is found, understood, trusted and chosen. It runs two modules — the Brand Integrity Review (seven dimensions of brand clarity, scored as the Brand Integrity Index) and the Signal Architecture Review (eight dimensions of digital signal strength, scored as the Signal Strength Index) — then quantifies the Signal Gap between them and hands you a Transformation Roadmap.
Why do you report the two Indexes separately?
Because they fail for different reasons and are fixed by different teams. A blended number hides whether your problem is brand clarity or digital signal strength. We never blend them: you get a Brand Integrity Index, a Signal Strength Index, and the Signal Gap between the two.
What are the seven dimensions of the Brand Integrity?
Brand Presence, Page Identity, Audience Language, Visual Brand, Usefulness, Brand Voice, and Content Vitality. Together they describe whether your own properties tell a coherent, technically sound, verifiable story.
What are the eight dimensions of the Signal Architecture Review?
AI & Search Accessibility, Engineering Strength, Offering Architecture, Machine Content & Context, Channel Reach, Third-Party Verification, User Action Pathways, and Response Infrastructure. They measure whether machines and people can find, interpret, verify, and act on your brand.
What is the Signal Gap?
The Signal Gap is the measured distance between what is true about your brand at the source and what is actually visible in the market — in search results, in AI answers, and in third-party evidence. Closing it is the work.
What is the Evidence Standard?
The Evidence Standard is the governing standard: the proof threshold every public claim must meet before it is published — documented, supportable and applied consistently across the site and content systems. Every score we report traces to observable evidence rather than opinion.
How is the Rapid Snapshot different from the Full Benchmark?
The Phase 1 benchmark is the entry assessment — headline Indexes, an initial Signal Gap, key risks and priority next actions. The Phase 2 roadmap covers all fifteen dimensions with a complete evidence map, competitive benchmarking, a Signal Gap diagnosis and a Transformation Roadmap.

Ready for clarity?

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