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Discovery / GEO & AI Visibility

Be the brand AI recommends.

AI answers are shaping consideration, but the business cannot see where it is cited, excluded, or misrepresented.

Where should we build evidence to win AI-led consideration?

Command center / citation ecosystem

Decision arena
Prompt universe / citation ecology
Evidence state
Working product / controlled demonstration
Operational interface Working product / demonstration dataset
Evidence recordInspect provenance
Artifact
Product interface
Evidence status
Working product / demonstration dataset
Record ID
TX-PROD-GEO-01
Record
Working product interface / synthetic demonstration dataset / captured 2026-06-30
Decision question
Where does the brand earn citation on priority AI prompts?
Claim boundary
The interface is authentic; the brand, values, and snapshot are a controlled demonstration, not client performance evidence.
Working product interface / synthetic demonstration dataGEO Command CenterKnow where the machines name you—and where they do not.

Prompt coverage, citation share, and competitor visibility on one decision surface. The interface is the working product; the brand and values are an internally coherent demonstration.

Engagement brief

A bounded question. A defensible decision.

Built for
CMO, digital, content, and search leaders accountable for category discovery.
Entry diagnostic
AI visibility and citation baseline
Decision record
Citation baseline and prioritized authority roadmap
Client commitment
Two working sessions plus access to priority content and search data.

The analytical work

Evidence enters. A capital or operating decision leaves.

Inputs we interrogate

  1. Priority categories, markets, and commercial questions
  2. Owned content, search performance, and authority signals
  3. Competitor set and proof points buyers need to believe

How we establish the answer

  1. Map the prompt universe by buyer intent
  2. Measure visibility, citations, and source authority
  3. Trace competitive gaps to remediable evidence
  4. Prioritize actions by feasibility and commercial relevance

Evidence sequence

Not dashboards for display. Evidence for the next move.

Each view is selected to answer a buyer question: what did we examine, what did we find, and what should the business do now?

Operational interface Working product / demonstration dataset
01

Competitive context

See who owns the answer - and why.

Benchmark competitors and sources across the same buying conversations. The working product interface uses a synthetic brand and coherent demonstration values.

Open evidence record Product interface / TX-PROD-GEO-01
Artifact
Product interface
Evidence status
Working product / demonstration dataset
Record ID
TX-PROD-GEO-01
Record
Working product interface / synthetic demonstration dataset / captured 2026-06-30
Decision question
Where does the brand earn citation on priority AI prompts?
Working product interface / synthetic demonstration data
What Tangentix found
A small set of sources repeatedly shaped competitor inclusion.
Decision that follows
Build authority where the recommendation ecosystem already looks for evidence.
Operational interface Working product / demonstration dataset
02

Citation anatomy

Move from visibility score to source-level action.

The authentic citation interface moves from platform heat to prompt-level validators and the authority targets that can change future answers.

Open evidence record Product interface / TX-PROD-GEO-01
Artifact
Product interface
Evidence status
Working product / demonstration dataset
Record ID
TX-PROD-GEO-01
Record
Working product interface / synthetic demonstration dataset / captured 2026-06-30
Decision question
Where does the brand earn citation on priority AI prompts?
Focused product view Platform citation heat

Brand URL by platform citation heat shows which owned pages travel across answer engines and where coverage is thin.

Focused inline view · inspect opens the complete high-resolution interface view.
Working product interface / synthetic demonstration data
What Tangentix found
Owned pages appeared in the ecosystem, but external validators and authority-adjacent sources carried disproportionate influence.
Decision that follows
Prioritize the owned proof and external authority targets most likely to change citation eligibility.

Business-impact bridge

Connect AI visibility to a commercial decision without inventing attribution.

The product identifies where inclusion is won or lost. The engagement connects that signal to the evidence investment, accountable owner, and downstream observation required to decide whether the work earns more funding.

  1. 01 Visibility signal

    Priority prompt cohort

    Citation inclusion, answer position, source diversity, and competitor presence.

  2. 02 Evidence diagnosis

    Why the answer excludes you

    Missing owned proof, weak source authority, absent structured product evidence, or competitive adjacency.

  3. 03 Operating decision

    What to commission next

    Specific proof, page, product field, third-party validation, or authority relationship with a named owner.

  4. 04 Commercial observation

    Whether visibility creates demand

    Qualified referral behavior, branded demand, lead quality, and conversion—only where those signals are observable.

Attribution boundary Citation movement is not revenue attribution. Tangentix connects GEO work to commercial outcomes only where a defensible baseline or controlled comparison exists.

What your team receives

An authority agenda your team can operate.

The package connects prompt coverage, source evidence, prioritization, owner, and the commercial question that makes authority work worth funding.

  1. 01Prompt universe and citation baseline
  2. 02Competitor visibility map
  3. 0390-day authority roadmap

How we keep score

  • Qualified prompt coverage
  • Citation share and source diversity
  • Visibility on high-intent comparisons
  • Downstream qualified demand where observable

Start with ai visibility and citation baseline

Make AI discovery an authority decision.

Bring the category and commercial question. We will identify the citation and source evidence that matters first - and whether deeper authority work is warranted.

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Capture record
Decision question
Presentation
Claim boundary
High-resolution evidence preview