Swinburne University of Technology
Swinburne University of Technologyswinburne.edu.au
0%AI visibility
Missing from the tested prompts

Swinburne University of Technology is not being recommended in this tested buying-moment cluster.

Across the prompts tested in this run, AI is leaning on fastweb.com and other intermediaries instead of Swinburne University of Technology.

Owned citations

0%

Site readiness

49/100

Trust signals

1/6

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Visibility Share %

4 prompts
1Swinburne University of TechnologySW
Swinburne University of Technology(You)
0 mentions
0%

Top external source

fastweb.com

1 citations captured

Buyer prompt analysis

How AI answers the prompts that shape buying decisions in this category.

scholarships for high school seniors22,200/mo

Swinburne University of Technology is missing from this prompt.

AI answers this query without a strong brand frame, so Swinburne University of Technology never becomes the obvious choice.

ChatGPT
Gemini
fastweb.comAI searched: “Fastweb scholarship search official site
Here are 8 providers/platforms I would shortlist for high‑school seniors — each is well‑established and covers different student needs (merit, need, targeted populations, or broad search). I...
graduate school scholarships14,800/mo

Swinburne University of Technology is missing from this prompt.

AI answers this query without a strong brand frame, so Swinburne University of Technology never becomes the obvious choice.

ChatGPT
Gemini
merit scholarships9,900/mo

Swinburne University of Technology is missing from this prompt.

AI answers this query without a strong brand frame, so Swinburne University of Technology never becomes the obvious choice.

ChatGPT
Gemini
Do you mean “firms” as in companies/corporations that offer merit-based scholarships, or do you mean colleges/universities (which award institutional merit scholarships)?

Where AI gets its proof

0% of citations come from swinburne.edu.au. The rest shape the answer without your input.

1fastweb.com
1 cite
2bhw.hrsa.gov
1 cite

Authority signals

What AI checks before recommending a brand.

Recommendation share0%

0 of 3 answers

Owned citations0%

0 of 2 from swinburne.edu.au

Site readiness49

Crawl signals open

Trust signals1/6

Gap: Web mentions

Blockers

No llms.txt
No Organization schema
Weak entity footprint

What to fix first

The shortest path to stronger recommendation share.

1

Give AI a page worth citing

0/2 captured citations came from swinburne.edu.au. Right now AI still leans on fastweb.com for category proof.

2

Create pages AI can remember

Swinburne University of Technology is not yet stable AI memory. Add comparison pages, clear category explainers, and reusable trust assets that models can come back to.

3

Add explicit crawler guidance

Right now there is no explicit retrieval guidance for AI crawlers. Add llms.txt plus clearer category and product paths that models can trust and revisit.

3 AI answers captured·4 prompts tested·Observed citations only·Jul 2, 2026

The brand is missing from the answer set.

Build the pages, proof, and trust signals that make Swinburne University of Technology recommendable in AI answers.

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