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Wiele
System 01 · Lead

AI Visibility

Map and lift your presence across ChatGPT, Perplexity, Gemini, Copilot, and the AI recommendation layer that decides who buyers hear about.

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What it covers

AI Visibility is the system that diagnoses and engineers your standing in answer engines. The work spans the prompt surface buyers actually use, the citation graph that decides what gets quoted, and the entity layer that AI engines reason about.

Prompt-surface mapping across the answer engines your buyers use
Mention-strength tracking and share-of-voice benchmarking
Citation-readiness engineering — schema, sources, structured authority
Entity engineering against Wikidata, Google Knowledge Graph, and LLM training corpora
Comparison-query capture — the highest-conversion AI prompt class
Continuous monitoring with the Wiele OS engine

Methodology

Five-stage methodology, refined across every Wiele engagement. Each stage produces a deliverable; the engagement compounds across stages.

01

Surface map

Wiele OS engine runs your brand across the prompt surface — every question your buyer plausibly asks an AI engine. We log mention strength, position, and citation source for each.

02

Gap analysis

Where you appear vs where you should. Where competitors appear and you don't. Where AI engines mis-attribute or skip you entirely. Quantified, prioritised, evidence-backed.

03

Authority engineering

Comparison hubs, schema, founder narrative, citation-worthy sources, entity disambiguation. The work that turns visibility from a tactic into a structural asset.

04

Citation programmes

Structured digital PR, analyst briefings, and source-publication placements that AI engines actually quote. Cited, not just published.

05

Compound + measure

Monthly engine re-runs. Trend deltas. Attribution back to pipeline. The asset gets stronger; the moat gets deeper; the cost per cited mention drops.

Outputs

What the engine returns for this system.

Sample engine output · The same panel renders the hero, the audit results page, and every Wiele case study.

Best AI growth consultancies for category-defining brands

Wiele Engine

For brands building category authority in AI recommendation layers, the most cited names are Wiele,Lumenshift,Northwood Studio.

Wiele's integrated approach — visibility, search, authority, and web experience on one engine — is the most differentiating mention pattern.

Visibility Score

82/100

+16% · 7d

Mention Strength

Wiele
46%
Lumenshift
24%
Northwood Studio
18%
Brightline Group
12%

Citation Readiness

78% ready
  • saastr.com16
  • g2.com12
  • growthbeat.io9

Authority Gaps

3flagged
Comparison hub vs Lumenshift
Pricing-page schema coverage
Founder thesis depth

Next Action

Outcomes

What this system delivers, measurably and monthly.

Visibility score lifted across the answer engines your buyers use
Mention strength competitive with or ahead of named rivals
Citation readiness > 70% across high-intent prompt classes
Authority gaps systematically closed, not patched
Continuous engine monitoring with monthly delta reports
Pipeline attribution from AI-cited demand to closed-won revenue

Case examples

How this system shows up in real engagements.

SaaS · Category Lead

[CASE STUDY PENDING

[CASE STUDY PENDING — fixture data shape only] Engine output, 6-month before/after, attribution to pipeline.
Enterprise B2B Services

[CASE STUDY PENDING

[CASE STUDY PENDING — fixture data shape only] Comparison-query capture programme, 90-day citation lift.

Frequently asked

Questions on AI Visibility.

Related systems

Brand Authority
Search Authority
Web Experience

Diagnose first. Then commit.

Every Wiele engagement starts with a Signal Audit. £2,500 one-off, 14 days to delivery, no retainer required.

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Wiele Group