Tosca
AI Visibility Score and Ranking for
Luggage & Travel Gear: Australia
Mid-market AU luggage brand appearing repeatedly in Australian budget-luggage roundups.
Tosca ranks #12 in the AU Luggage & Travel Gear AI Visibility Index with a Visibility Score of 5.7/100. It was named in 180 of 3,150 AI answers across 59 of 150 tracked questions, averaging position 3.7 when mentioned.
Over the last 7 weekly scans, Tosca's scan score moved from 4.4 on 21 August 2026 to 6.0 on 27 September 2026, up 1.6 points.
5.7
Visibility score
12
Found Rank
0
Movement vs last window
3.7
Avg. position when mentioned
59
Prompts hit, of 150
Visibility score over time
Scored every week on the same 150 shopper questions across ChatGPT, Perplexity and Google AI Overviews. Each point is the score from that week's scan.
Tosca vs Luggage & Travel Gear
Running at 0.7x the Luggage & Travel Gear category average — a little behind the field.
6
8
Where this brand sits in its industry
How it works
The questions shoppers ask. Every week. Every platform.
1. We ask what shoppers ask
150 questions per industry, drawn from real search and AI query data, not questions a brand would write about itself.
2. We ask every week, on every platform.
ChatGPT, Perplexity and Google's AI Overviews. Weekly scans, accumulated across a rolling scan window. Hundreds of answers per industry.
3. We record who gets named.
Every brand mention, its position in the answer, and which platform said it. The Visibility Score is the share of answers a brand appears in. Nothing weighted, nothing modelled.
How AI answers shopper questions about this brand
Questions where AI names Tosca
- Best Samsonite alternative Australia
- Best Australian owned luggage brands
- Best luggage under $200 Australia
- Best softshell carry-on Australia
- Best underseat travel bag Australia
- Best value luggage brands Australia
Questions where AI names other brands instead
- Best suitcase brands Australia (American Tourister, Antler, Samsonite)
- Best luggage brands Australia (American Tourister, Antler, July)
- Best Australian luggage brands (July, Antler, Samsonite)
- Best luggage for business travel Australia (Samsonite, July, Rimowa)
- Best compression packing cubes Australia (Zoomlite, Eagle Creek, Cubey)
- Best large hardshell suitcase Australia (Samsonite, Antler, American Tourister)
What AI says about Tosca
Top budget luggage brands available in Australia include American Tourister, Nere, Tosca, Wanderlite, and departmental house brands like Kmart and Big W's FlyFirst, which offer functional features like spinner wheels and TSA locks starting under $40.
Google AI Overviews, 27 September 2026
Tosca Zen 3-piece — ~$449: A cheaper Australian-market option if you want a complete set without spending $600–800.
ChatGPT, 27 September 2026
If you mean Australian-owned luggage brands, the strongest names in the results are Tosca, July, Caribee, BlackWolf, Crumpler, Volair, and Nere.
Perplexity, 27 September 2026
How the score is measured
A fixed battery of questions per vertical, asked weekly on ChatGPT, Perplexity and Google AI Overviews and accumulated across the full scan window. Visibility Score is the share of all answers that named the brand. Every population is frozen before scoring, with a documented cut log.
Read the full methodologyFrequently asked questions
What is Tosca's AI Visibility Score?
Tosca has an AI Visibility Score of 5.7 in the AU Luggage & Travel Gear AI Visibility Index, ranked #12.
How often does AI recommend Tosca?
Tosca was named in 180 of 3,150 AI answers analysed, across 59 tracked questions, averaging position 3.7 when mentioned.
How is the AI Visibility Score calculated?
We asked ChatGPT, Perplexity and Google's AI Overviews the questions Australian luggage and travel-gear shoppers actually ask, and tracked how often each brand was named. Full methodology at flux.agency/found/methodology.
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