Whitelabel

How a Perth AV integrator became the cited answer in AI search.

Project Overview

Organization

Confidential (commercial & education AV integration specialist; anonymized, named version available under NDA)

Industry

B2B Technology & AV Integration (Microsoft Teams Rooms, interactive panels, digital signage, PA, LED)

Starting Position

Google AI Overviews and ChatGPT (screenshot-verified); Perplexity, Gemini, and Copilot tracked with validation required

Location

Perth, Western Australia

Engagement Period

December 2025 to May 2026 (six months)

Products / Services Used

  • AI Search Visibility
  • AEO (Answer Engine Optimization)
  • GEO (Generative Engine Optimization)
  • AIO / LLM Optimization
  • Technical SEO Foundation
  • Structured Data
  • Content Strategy
  • AI Referral Measurement (GA4)

The client is a commercial and education AV integration specialist in Perth. AV integration is a considered B2B purchase, researched thoroughly before any vendor is contacted, and buyer behavior has shifted: facilities and IT buyers ask AI for the best installers in their city to build a shortlist before a single call, and education buyers search by use case and act on the names returned. Procurement now starts inside the answer. If the integrator is not cited, it is never invited to quote. In December 2025, this client was not cited anywhere.

Performance Insights

Key results for the client

0 β†’ 9/9

Buyer prompts cited in Google AI Overviews

0 β†’ 9/9

Buyer prompts cited in ChatGPT

+50%

Organic sessions, Dec to May

+54%

Organic key conversions, Dec to May

Client Objectives

The challenges the client faced

1.
Invisible in AI answers

Across nine tracked buyer prompts, the brand was cited zero times in Google AI Overviews and zero times in ChatGPT in December 2025.

2.
Not ranked for its flagship category

For "Teams Rooms installers", the brand held position zero, not ranked organically at all, and was absent from the AI answer.

3.
Buyers now shortlist inside the answer

Facilities and IT buyers ask AI for the best installers or integrators in their city before making a single call, so absence from the answer meant absence from the shortlist.

4.
High-stakes considered purchase, zero presence at the research stage

AV integration is researched before any vendor is contacted; an integrator that is not cited is never invited to quote.

5.
HGaps across every AI search factor

Entity clarity, structured data, answerability, and third-party authority all fell short of what AI engines need to recall and trust a brand.

Mavlers Strategy

How we engineered every AI search factor as one program

Four disciplines (AEO, GEO, AIO/LLM optimization, and the SEO base) run as one program across eight factors, on one healthy technical foundation, with nothing critical left uncovered.

1.
Rebuilt the SEO and access foundation

Ensured engines can crawl, render, and read every page, the technical and content base every AI layer stands on.

2.
Established the entity and structured data layer

Machine-readable Organization, Service, and FAQ schema so models know who the brand is and what it does, and recall it when buyers ask.

3.
Engineered answerability against real buyer prompts

Direct, extractable answers to the exact questions buyers type, structured so AI picks the brand's content as the answer to each of the nine prompts.

4.
Built third-party authority AI trusts

Citations and reviews on sources models weight, so the brand earned its way into AI Overviews and LLM answers rather than relying on rank alone.

5.
Measured the answer layer and routed visibility to conversion

Mention rate, citation rate, and share of voice tracked per prompt; AI referrals and movement tracked in GA4; and visibility routed to intent-matched pages that convert.

Results

What the client achieved

Buyer prompt Commercial intent Cited by May 2026
Best Microsoft Teams Rooms installers in Perth Vendor shortlist AIO + ChatGPT
Interactive whiteboard suppliers in Perth Product + install AIO + ChatGPT
Interactive panels for offices in Perth Product AIO + ChatGPT
Digital signage providers in Perth Solution AIO + ChatGPT
PA system installers in Perth Solution AIO + ChatGPT
PA systems for schools in Perth Vertical (education) AIO + ChatGPT
LED large screen installers in Perth Product + install AIO + ChatGPT
Video conferencing installation in Perth Solution AIO + ChatGPT
AV solutions / integrator in Perth VCategory AIO + ChatGPT

Every citation is dated and screenshot-verified. AI Overviews moved first; ChatGPT followed.

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For agencies

The strategic insight: visibility runs ahead of rank

For its flagship query, the brand was not ranked organically, position zero, yet it was cited in both AI Overviews and ChatGPT. In B2B technology, AI search can put an integrator on the shortlist long before classic SEO would, because models reward clear entity signals, answerable content, and third-party authority over raw position.

The evidence standard: we don't fake the data

Every finding in this engagement is tagged, so it is always clear what is proven and what still needs testing: Fact (confirmed live), Observation (seen on the site), Inference (reasoned, not confirmed), and Validation Required (must be tested). Google AI Overviews and ChatGPT results are verified by dated screenshots. Perplexity, Gemini, and Copilot are tracked but never claimed. No revenue or pipeline figures are claimed anywhere in this case study.

The evidence standard: we don't fake the data

This engagement runs white-label: your brand, your client, your strategy, with Mavlers as the delivery and measurement engine behind it. The same eight-factor program applies to your client's prompts and market; a measurable baseline snapshot makes movement provable from day one, and AI search joins your offer without growing headcount or building the bench.

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Sandra Field

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