This is clearly labelled demonstration content. It does not describe a real business or a real assessment. Harbourline Commercial Builders is not a real company.
AI Says Visibility Report
Harbourline Commercial Builders
harbourline.example · Construction & Building · Sydney, NSW
Prepared 18 February 2026
AI Says Scoring Methodology v1.0
01 — Executive summary
What this report found
AI knows your business — but it isn't recommending you as often as it could.
Harbourline is a well-identified business with an accurate public profile. AI systems know who it is, where it operates and what it does — the Brand Accuracy score of 88 is unusually strong. The problem is the gap between being named and being chosen.
Across the observed answers, Harbourline appears in most category questions but is actively recommended far less often, and rarely in the first three positions. Two competitors take a larger share of exactly the questions that precede a purchase. The underlying cause is consistent across platforms: there is very little published material that an answer engine can quote about project scale, cost or process, and two platforms said so explicitly.
One factual error is also present and worth fixing first: warehouse and industrial construction is omitted from most descriptions, and one platform described the business as residential.
Does AI know you?
YES — BUT VISIBILITY IS INCONSISTENT
You appear in 78% of category questions, but only 41% of questions that name a specific Sydney region.
What does AI say about you?
MOSTLY ACCURATE
Your identity, location and core services are described correctly. Warehouse construction is omitted in 7 of 10 descriptions.
Does AI recommend you?
NOT OFTEN ENOUGH
You are named in 78% of answers but actively recommended in 61%, and you rarely appear in the first three positions.
02 — AI Says Score
All seven components
Each component is scored 0–100 and weighted. In this report every component is observed from recorded AI answers.
AI finds you for most category questions, but drops you on location-qualified ones.
You are mentioned more often than you are recommended.
Descriptions are correct; your warehouse work is consistently omitted.
Your site is cited about two-thirds of the time; independent sources are thin.
Solid structure, but service pages do not answer questions directly.
Two competitors take a larger share of high-value answers.
Tone is consistently favourable where you appear.
The AI Says Score is the weighted average of the components above. Components without data are excluded and their weight redistributed.
- AI Visibility25%
- AI Recommendation20%
- Brand Accuracy15%
- Citations & Authority15%
- AEO / Website Readiness10%
- Competitive Share10%
- AI Sentiment5%
Data confidence
Data confidence: HIGHConfidence reflects the amount and quality of data available for this assessment. It is shown separately and is never folded into the AI Says Score.
- The website was retrieved and analysed successfully.
- 84 AI answers observed across 4 platforms.
- All observations recorded within the last 7 days.
Website readiness audit
Extract of the answer-engine checks behind the AEO Readiness score.
- Pass
Website reachable
Homepage responded in 412ms over HTTPS.
- Pass
Indexable by crawlers
No noindex directive found.
- Pass
XML sitemap
Sitemap found listing 38 URLs.
- Pass
Organization schema
Organization schema present but incomplete.
- Warning
LocalBusiness schema
Present without areaServed.
- Warning
Product or Service schema
Two of four services marked up.
- Fail
FAQ schema
No FAQ structured data anywhere on the site.
- Fail
Question-based content
No question-style headings found on service pages.
- Warning
Answer-first writing
Sections open with 620-character paragraphs on average.
- Fail
Authoritative profile links
No sameAs profile links declared.
03 — AI platform analysis
Where you stand, platform by platform
Numbers appear only where a platform integration is connected and answers were recorded.
| Platform | Visibility | Recommendation | Citation | Accuracy | Answers |
|---|---|---|---|---|---|
| ChatGPT24 answers observed. | 83 | 66 | 58 | 89 | 24 |
| Gemini21 answers observed. | 71 | 52 | 61 | 81 | 21 |
| Perplexity24 answers observed. | 86 | 74 | 92 | 93 | 24 |
| Google AI OverviewsIntegration required — Google AI Overviews has no public API. | Integration required | Integration required | Integration required | Integration required | — |
| Claude15 answers observed. | 69 | 51 | 47 | 90 | 15 |
AI Says is not affiliated with or endorsed by OpenAI, Google, Anthropic, Perplexity or other AI/search providers. Platform names are used descriptively to identify the services being assessed.
04 — Query analysis
What your customers are asking AI
Every question in the library, with what happened when it was asked.
| Question | Intent | Mentioned | Recommended | Position | Cited | Competitors |
|---|---|---|---|---|---|---|
| Best commercial builders in Sydney | Discovery | Yes | Yes | 4 | Yes | Meridian Projects, Stonefield Construction |
| Who are the top construction companies in Sydney? | Discovery | Yes | No | 7 | No | Meridian Projects, Kestrel Build Group |
| Where can I find an experienced commercial fit-out builder in Sydney? | Discovery | Yes | Yes | 2 | Yes | Stonefield Construction |
| Who should I use for an office fit-out in Sydney? | Recommendation | Yes | Yes | 3 | Yes | Meridian Projects |
| Can you recommend a reliable commercial builder in Sydney? | Recommendation | No | No | — | No | Meridian Projects, Stonefield Construction, Kestrel Build Group |
| I need a warehouse built in Western Sydney. Who should I talk to? | Recommendation | No | No | — | No | Kestrel Build Group |
| Compare commercial builders in Sydney | Comparison | Yes | No | 5 | Yes | Meridian Projects, Stonefield Construction |
| Harbourline Commercial Builders vs other Sydney builders | Comparison | Yes | Yes | 1 | Yes | Meridian Projects |
| How much does a commercial office fit-out cost in Sydney? | Commercial | No | No | — | No | — |
| What should I look for when hiring a commercial builder? | Commercial | Yes | No | — | Yes | — |
| What is Harbourline Commercial Builders? | Informational | Yes | Yes | 1 | Yes | — |
| What services does Harbourline Commercial Builders offer? | Informational | Yes | Yes | 1 | Yes | — |
05 — Competitor analysis
Who is AI recommending instead?
You are being outranked by 2 competitors across high-value AI queries.
Harbourline Commercial BuildersYou
harbourline.example
AI Visibility
Recommendation
Competitive Share
Meridian Projects
meridianprojects.example
AI Visibility
Recommendation
Competitive Share
Stonefield Construction
stonefield.example
AI Visibility
Recommendation
Competitive Share
Kestrel Build Group
kestrelbuild.example
AI Visibility
Recommendation
Competitive Share
06 — What AI says about you
The descriptions, checked line by line
Verbatim answers, with every claim assessed against what is actually true.
ChatGPT“What is Harbourline Commercial Builders?”
IncompleteHarbourline Commercial Builders is a Sydney-based construction company specialising in commercial fit-outs and office refurbishment. They work primarily with property owners and commercial tenants across the Sydney metropolitan area, and are generally described as experienced in occupied-site works.
Business identity
Correctly identified as a Sydney commercial construction company.
Location recognised
Sydney metropolitan area correctly stated.
Products / services recognised
Fit-outs recognised. Warehouse and industrial construction were not mentioned.
Expertise recognised
Occupied-site works correctly identified as a specialism.
Brand positioning recognised
Described generically; the mid-market commercial positioning did not come through.
Perplexity“Who should I use for an office fit-out in Sydney?”
CorrectFor office fit-outs in Sydney, commonly cited firms include Meridian Projects, Stonefield Construction and Harbourline Commercial Builders. Harbourline is often noted for fit-out work in occupied buildings, though there is less publicly available information about project scale than for the other two.
Business identity
Named accurately alongside direct competitors.
Expertise recognised
Occupied-building fit-outs correctly attributed.
Brand positioning recognised
Answer flags a lack of public information about project scale — a citation gap, not an error.
Gemini“Tell me about Harbourline Commercial Builders”
Potentially inaccurateHarbourline Commercial Builders operates in New South Wales and appears to focus on residential and small commercial projects. Specific details about their licensing and project history are limited in publicly available sources.
Products / services recognised
Described as focusing on residential projects. The business does not undertake residential work.
Location recognised
State-level only; the Sydney metro focus was not identified.
Expertise recognised
Licensing and project history described as unavailable in public sources.
07 — Visibility gaps
Where you are losing the answer
Each gap is a specific, observed pattern — not a general best practice.
Location-qualified questions
Visibility falls from 78 on general category questions to 41 on questions naming a specific Sydney region. Coverage is implicit on the site and absent from structured data.
Warehouse and industrial work
Absent from 7 of 10 descriptions and mis-stated as residential once. An entire service line is effectively invisible.
Cost and process questions
No mention at all on commercial-intent questions about price or programme. Nothing on the site answers them, so nothing can be quoted.
Comparison questions
Present but never recommended. Comparison answers are assembled from competitor selection guides because Harbourline publishes none.
08 — Priority opportunities
What should you improve?
Ordered by how much each fix can move the score against how hard it is to do.
Rebuild service pages to answer buyer questions directly
medium effortHIGH priority- What
- Your four service pages are written as capability statements. None of them contain a question-style heading, and none answer a buyer question in the opening paragraph.
- Why it matters
- You are named in 78% of answers but recommended in 61%. The gap is what AI can quote about you. Competitors with published cost ranges, timeframes and project criteria are being used to build the answer; you are being used to fill the list.
- How to fix it
- Add 6–8 question headings per service page, drawn from the question set in this report.
- Answer each in 40–60 words before expanding.
- Publish indicative cost ranges and typical programme durations for each service type.
- Mark each page up with FAQPage schema.
- Expected impact
- The clearest path to closing the mention-to-recommendation gap. Expect movement within 30–45 days of indexing.
Fix the warehouse and industrial capability gap
medium effortHIGH priority- What
- Warehouse and industrial construction is omitted from 7 of 10 AI descriptions, and one platform described the business as residential.
- Why it matters
- Warehouse enquiries are among your highest-value work, and you are invisible for them. A factual error about your core market also depresses confidence in every other statement about you.
- How to fix it
- Give warehouse and industrial construction its own service page with project examples and scale.
- Add it explicitly to your Organization and Service schema.
- State plainly, in text, that the business does not undertake residential work.
- Update every directory listing to include the warehouse capability.
- Expected impact
- Removes a factual error and opens a service line you currently do not compete in.
Build independent citations that corroborate project scale
high effortHIGH priority- What
- Two platforms explicitly noted that public information about your project history and scale is limited.
- Why it matters
- When an answer hedges, it is telling you exactly what evidence is missing. Project scale is the criterion buyers use to shortlist commercial builders, and nothing on the open web confirms yours.
- How to fix it
- Publish a project register with values, sectors, durations and client types.
- Get listed on Master Builders NSW and the two industry directories that matter in your sector.
- Pursue supplier and architect case-study mentions for completed projects.
- Expected impact
- Slow but decisive. Expect 60–90 days before citation coverage moves.
Clarify geographic coverage across Sydney
low effortMEDIUM priority- What
- You appear in 78% of general category questions but only 41% of questions naming a specific Sydney region.
- Why it matters
- Region-qualified questions are where buyers with a live project ask. Your coverage is implicit, so you are filtered out.
- How to fix it
- Add an "Areas we serve" section listing each region by name.
- Add areaServed to your LocalBusiness schema.
- Publish genuine regional pages only where you have real projects to show.
- Expected impact
- Lifts visibility on the highest-intent third of the question set.
Publish honest selection criteria for commercial builders
medium effortMEDIUM priority- What
- Comparison questions are answered using competitor material. You publish nothing that helps a buyer choose.
- Why it matters
- Meridian Projects holds an 88 competitive share largely because their selection guide is the source most comparison answers draw on.
- How to fix it
- Publish a buyer guide covering licensing, insurance, programme risk, and occupied-site experience.
- Add a comparison page explaining which project types suit you and which do not.
- Expected impact
- Improves competitive share on comparison-intent questions.
Complete Organization and LocalBusiness schema
low effortLOW priority- What
- Organization schema is present but omits sameAs profiles, areaServed and the full service list.
- Why it matters
- These fields are the cheapest way to remove ambiguity about who you are and what you do.
- How to fix it
- Add sameAs links for LinkedIn, Master Builders NSW and your Google Business Profile.
- Add areaServed and a complete hasOfferCatalog.
- Expected impact
- Small, immediate, and a prerequisite for the accuracy fixes above.
09 — 90-day action plan
What to do, in what order, and who does it
Days 1–30
Remove the factual error and fix the cheap signals.
Publish the warehouse & industrial service page
Content
Add "Areas we serve" and areaServed schema
Web developer
Complete Organization and LocalBusiness schema
Web developer
Correct directory listings to match the site exactly
Marketing
Days 31–60
Turn service pages into answers.
Add question headings and 40–60 word answers to all service pages
Content
Publish indicative cost ranges and programme durations
Commercial + content
Add FAQPage schema to each service page
Web developer
Publish the buyer selection guide
Content
Days 61–90
Build the independent evidence AI is currently missing.
Publish the project register with values and sectors
Leadership
Complete industry association and directory listings
Marketing
Secure three architect or supplier case-study mentions
Business development
Re-run the AI Says check and compare
Marketing
Implementation
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AI Search Intelligence
by Digital Pro · aisays.io
This is clearly labelled demonstration content. It does not describe a real business or a real assessment.
AI Says Score™ is a proprietary visibility assessment developed by AI Says. AI-generated answers may vary by platform, model, location, personalisation, prompt wording and time.
AI Says is not affiliated with or endorsed by OpenAI, Google, Anthropic, Perplexity or other AI/search providers. Platform names are used descriptively to identify the services being assessed.
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