Somantra AI Search Brand Intelligence
Query Perturbation Study · Level 0/1 findings

How one added word changes what ChatGPT says about your brand

Australian general & travel insurance. For each brand, ChatGPT was asked the same underlying question twice — once plain, once with a single quality modifier (“cheapest”, “safest”, “most trusted”…) added to the front. This report shows, brand by brand, how its one-line positioning in ChatGPT's comparison tables moved between the two.

4,445 response files parsed 135 clean single-modifier pairs 25 brands observed 10 modifier terms tested
14Brands with enough data for a profile (4+ pairs)
4Insurance categories covered
H=33.2Kruskal-Wallis across modifier groups, p=0.0001
2,433Multi-modifier pairs excluded from this report (see methodology)
No noise-floor comparison in this run. The credibility check this study design calls for — asking ChatGPT the identical query twice and confirming the language barely moves on its own — needs the same query pulled on two separate occasions. No such repeat pulls exist in this corpus, so the shifts below are not yet benchmarked against ChatGPT's baseline response variance. Treat the examples as directional, not yet statistically defended against “isn't this just the AI being random?”

Budget Direct

15 paired observations Home InsuranceMotorcycle InsuranceRoadside Assistance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Often worth checking for competitive pricing
Lower premiums
Word Diff
Often worth checking for competitive pricing Lower premiums
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Often worth checking for competitive pricing Lower premiums Often worth checking for competitive pricing Lower premiums 1.00
Home Insurance most affordable Often worth checking for competitive pricing Price-focused shoppers Often worth checking for competitive pricing Price-focused shoppers 1.00
Home Insurance cheapest Often worth checking for competitive pricing Particularly QLD & SA | ⭐ Often very price-focused Particularly QLD & SA | ⭐ worth checking for competitive pricing very price-focused 0.92
Home Insurance easiest Often worth checking for competitive pricing ⭐⭐⭐⭐ | Often worth checking for a competitive price; recent Australian customer reports also mention straightforward claims experiences. ⭐⭐⭐⭐ | a pricing price; recent Australian customer reports also mention straightforward claims experiences. 0.71
Motorcycle Insurance most popular Comparing on price Budget pricing Comparing on price Budget pricing 1.00
Motorcycle Insurance cheapest Comparing on price Strong price/online discount | Sample NSW comprehensive quote $1,062.22; 15% first-year online discount may apply Comparing on price Strong price/online discount | Sample NSW comprehensive quote $1,062.22; 15% first-year online discount may apply 0.94
Motorcycle Insurance safest Comparing on price Best for price comparison | Often competitive on premiums; however, I'd compare the actual PDS/excesses rather than choosing solely on price. Comparing Best for price comparison | Often competitive price premiums; however, I'd compare the actual PDS/excesses rather than choosing solely on price. 0.90
Motorcycle Insurance easiest Comparing on price Easy online quote and often competitive on price; comprehensive cover available | ✅ Comparing Easy online quote and often competitive price price; comprehensive cover available | ✅ 0.83
Roadside Assistance easiest ~$90 | Unlimited callouts; relatively cheap Cheapest/simple option ~$90 | Unlimited callouts; relatively cheap Cheapest/simple option 1.00
Roadside Assistance cheapest ~$90 | Unlimited callouts; relatively cheap $89.95 | Cheapest; 20 km towing ~$90 $89.95 Unlimited callouts; relatively cheap Cheapest; 20 km towing 1.00
Roadside Assistance most affordable ~$90 | Unlimited callouts; relatively cheap $76.46 first year | 15% online discount; then $89.95/yr ~$90 $76.46 first year Unlimited callouts; relatively cheap 15% online discount; then $89.95/yr 1.00
Roadside Assistance best Low-cost standalone option | ~$90/yr listed currently 💰 Cheap option Low-cost standalone 💰 Cheap | ~$90/yr listed currently 0.89
Roadside Assistance easiest Low-cost standalone option | ~$90/yr listed currently Roadside Assistance | ~$90 | One of the cheaper standalone options Low-cost Roadside Assistance | ~$90 | One of the cheaper option | ~$90/yr listed currently options 0.87
Roadside Assistance best ~$90 | Unlimited callouts; relatively cheap Best cheap option ~$90 | Unlimited callouts; relatively Best option 0.86
Roadside Assistance most popular Low-cost standalone option | ~$90/yr listed currently Australia-wide | Lower-cost standalone roadside option. Low-cost Australia-wide | Lower-cost option | ~$90/yr listed currently roadside option. 0.75

AAMI

13 paired observations Home InsuranceMotorcycle Insurance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Large mainstream insurer; home & contents
Value / all-rounder
Word Diff
Large mainstream insurer; home & contents Value / all-rounder
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Large mainstream insurer; home & contents Value / all-rounder Large mainstream insurer; home & contents Value / all-rounder 1.00
Home Insurance safest Large mainstream insurer; home & contents ⭐⭐⭐⭐⭐ | Consistently strong value/coverage results and particularly strong Queensland performance. Canstar named it a 2025 Outstanding Value winner nationally and in QLD. Large mainstream insurer; home & contents ⭐⭐⭐⭐⭐ | Consistently strong value/coverage results and particularly strong Queensland performance. Canstar named it a 2025 Outstanding Value winner nationally and in QLD. 1.00
Home Insurance easiest Large mainstream insurer; home & contents ⭐⭐⭐⭐⭐ | Very easy online account, claims and policy management; 24/7 online services and claims support. Large mainstream insurer; home & contents ⭐⭐⭐⭐⭐ | Very easy online account, claims and policy management; 24/7 online services and claims support. 1.00
Home Insurance cheapest Large mainstream insurer; home & contents NSW, VIC, QLD, SA, WA | ⭐ Strong price contender Large mainstream insurer; home & contents NSW, VIC, QLD, SA, WA | ⭐ Strong price contender 1.00
Home Insurance most affordable Large mainstream insurer; home & contents Strong all-round low-price option Large mainstream insurer; home & contents Strong all-round low-price option 1.00
Home Insurance most trusted Large mainstream insurer; home & contents 2025 Canstar Home Insurance Award winner | Established mainstream option Large 2025 Canstar Home Insurance Award winner | Established insurer; home & contents option 0.83
Home Insurance most reliable Large mainstream insurer; home & contents Large established insurer, with Finder recognising its service and claims experience | A solid mainstream alternative established insurer, with Finder recognising its service and claims experience | A solid insurer; home & contents alternative 0.82
Motorcycle Insurance easiest Mainstream insurer Simple online quotes, paperless claims, broad motorcycle coverage | ✅ Mainstream insurer Simple online quotes, paperless claims, broad motorcycle coverage | ✅ 1.00
Motorcycle Insurance cheapest Mainstream insurer Widely available, but not always cheapest | Sample NSW quote $2,113.06 Mainstream insurer Widely available, but not always cheapest | Sample NSW quote $2,113.06 1.00
Motorcycle Insurance most reliable Mainstream insurer Value Mainstream insurer Value 1.00
Motorcycle Insurance premium Mainstream insurer Mainstream comprehensive cover | Riding apparel included as standard, with additional customisation options insurer comprehensive cover | Riding apparel included as standard, with additional customisation options 0.92
Motorcycle Insurance most popular Mainstream insurer Mainstream comprehensive cover insurer comprehensive cover 0.75
Motorcycle Insurance most trusted Mainstream insurer Mainstream alternative insurer alternative 0.67

NRMA

12 paired observations Motorcycle InsuranceRoadside AssistanceTravel Insurance
Base roadside assistance plans in Australia
Perturbed Best roadside assistance plans in Australia
Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care
⭐ Best in NSW/ACT
Word Diff
Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care ⭐ Best in NSW/ACT
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Motorcycle Insurance easiest Riders wanting a large established insurer Very straightforward online process; comprehensive motorcycle cover; currently offers up to 10% off the first year when bought online | ✅ Riders wanting a large established insurer Very straightforward online process; comprehensive motorcycle cover; currently offers up to 10% off the first year when bought online | ✅ 1.00
Motorcycle Insurance cheapest Riders wanting a large established insurer Often very competitive on comprehensive | Finder's 2026 profile found it cheapest among its sample, averaging $756.38/year Riders wanting a large established insurer Often very competitive on comprehensive | Finder's 2026 profile found it cheapest among its sample, averaging $756.38/year 1.00
Motorcycle Insurance premium Riders wanting a large established insurer Riders prioritising mainstream insurer/value | Competitive comprehensive pricing in current comparisons wanting a large established insurer prioritising mainstream insurer/value | Competitive comprehensive pricing in current comparisons 0.87
Roadside Assistance best Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care ⭐ Best in NSW/ACT Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care ⭐ Best in NSW/ACT 1.00
Roadside Assistance most popular Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care NSW, ACT | One of Australia's biggest motoring clubs; Finder's 2026 "Most Loved Roadside Assistance" winner. Strong all-round option; nationwide reciprocal coverage NSW, ACT From ~$137/yr for Everyday Care One of Australia's biggest motoring clubs; Finder's 2026 "Most Loved Roadside Assistance" winner. 1.00
Roadside Assistance most reliable Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care Frequent interstate travel Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care Frequent interstate travel 1.00
Roadside Assistance best ~$112–$245 | Unlimited callouts; nationwide reciprocal coverage Best overall ~$112–$245 | Unlimited callouts; nationwide reciprocal coverage Best overall 1.00
Roadside Assistance most affordable ~$112–$245 | Unlimited callouts; nationwide reciprocal coverage $112/yr | Everyday Care; 25 km metro towing ~$112–$245 $112/yr Unlimited callouts; nationwide reciprocal coverage Everyday Care; 25 km metro towing 0.93
Roadside Assistance cheapest Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care Everyday Care | $112/yr | 25 km metro towing Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for | $112/yr | 25 km metro towing 0.83
Roadside Assistance easiest Strong all-round option; nationwide reciprocal coverage | From ~$137/yr for Everyday Care Everyday Care | $112–$140 | Simple monthly/annual options, unlimited callouts, national reciprocal coverage Strong all-round option; nationwide Everyday Care | $112–$140 | Simple monthly/annual options, unlimited callouts, national | From ~$137/yr for Everyday Care 0.82
Travel Insurance safest Travel insurance alongside other insurance products Good mainstream alternative Travel insurance alongside other insurance products Good mainstream alternative 1.00
Travel Insurance most popular Travel insurance alongside other insurance products Travel insurance from a major Australian insurance brand alongside other from a major Australian products brand 0.80

Youi

10 paired observations Home InsuranceMotorcycle Insurance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Known for personalised pricing; home & contents
Customer satisfaction
Word Diff
Known for personalised pricing; home & contents Customer satisfaction
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Known for personalised pricing; home & contents Customer satisfaction Known for personalised pricing; home & contents Customer satisfaction 1.00
Home Insurance easiest Known for personalised pricing; home & contents ⭐⭐⭐⭐ | Good claims tracking through its app and 24/7 claims. However, its quoting process can involve a phone call, which some people find annoying. Known for personalised pricing; home & contents ⭐⭐⭐⭐ | Good claims tracking through its app and 24/7 claims. However, its quoting process can involve a phone call, which some people find annoying. 1.00
Home Insurance cheapest Known for personalised pricing; home & contents VIC, SA, WA | Can be cheap, but expensive in some states Known for personalised pricing; home & contents VIC, SA, WA | Can be cheap, but expensive in some states 1.00
Home Insurance most trusted Known for personalised pricing; home & contents Won Canstar's 2025 national Most Satisfied Customers award | People prioritising customer satisfaction Known for personalised pricing; home & contents Won Canstar's 2025 national Most Satisfied Customers award | People prioritising customer satisfaction 1.00
Home Insurance most reliable Known for personalised pricing; home & contents Consistently strong customer satisfaction; Canstar’s 2025 national satisfaction winner | Service-focused customers Known for personalised pricing; home & contents Consistently strong customer satisfaction; Canstar’s 2025 national satisfaction winner | Service-focused customers 1.00
Home Insurance most affordable Known for personalised pricing; home & contents Can be excellent value for some properties Known Can be excellent value personalised pricing; home & contents some properties 0.92
Motorcycle Insurance premium Flexible/customisable policies Everyday riders wanting strong all-round cover | Comprehensive cover with gear and roadside assistance included in its motorcycle policy Flexible/customisable policies Everyday riders wanting strong all-round cover | Comprehensive cover with gear and roadside assistance included in its motorcycle policy 1.00
Motorcycle Insurance most popular Flexible/customisable policies Overall features & service Flexible/customisable policies Overall features & service 1.00
Motorcycle Insurance safest Flexible/customisable policies Worth comparing | Offers motorcycle cover with flexible excess and up to $20m legal liability. Flexible/customisable policies Worth comparing | Offers motorcycle cover with flexible excess and up to $20m legal liability. 0.94
Motorcycle Insurance easiest Flexible/customisable policies Good online quote process and relatively easy-to-understand policies | ✅ Flexible/customisable Good online quote process and relatively easy-to-understand | ✅ 0.92

Allianz

9 paired observations Home InsuranceTravel Insurance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Home, building and contents; strong nationwide presence
All-round comprehensive
Word Diff
Home, building and contents; strong nationwide presence All-round comprehensive
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Home, building and contents; strong nationwide presence All-round comprehensive Home, building and contents; strong nationwide presence All-round comprehensive 1.00
Home Insurance cheapest Home, building and contents; strong nationwide presence Various states | Usually mid-range rather than rock-bottom Home, building and contents; strong nationwide presence Various states | Usually mid-range rather than rock-bottom 1.00
Home Insurance most affordable Home, building and contents; strong nationwide presence Worth getting a comparison quote Home, building and contents; strong nationwide presence Worth getting a comparison quote 1.00
Home Insurance most reliable Home, building and contents; strong nationwide presence Strong national service recognition in Finder's 2026 awards | Good alternative to the big IAG/Suncorp brands Home, building and contents; strong nationwide presence Strong national service recognition in Finder's 2026 awards | Good alternative to the big IAG/Suncorp brands 0.96
Home Insurance easiest Home, building and contents; strong nationwide presence ⭐⭐⭐⭐⭐ | Online quotes, policy management and claims; 24/7 claims support. Home, building ⭐⭐⭐⭐⭐ | Online quotes, policy management contents; strong nationwide presence claims; 24/7 claims support. 0.93
Home Insurance safest Home, building and contents; strong nationwide presence ⭐⭐⭐⭐½ | Strong all-rounder; Canstar 2025 Outstanding Value winner and recognised by Finder for quality service/ease of claiming. Home, building ⭐⭐⭐⭐½ | Strong all-rounder; Canstar 2025 Outstanding Value winner contents; strong nationwide presence recognised by Finder for quality service/ease of claiming. 0.92
Home Insurance most trusted Home, building and contents; strong nationwide presence 2025 Canstar Home Insurance Award winner and strong NSW value rating | Broad national option Home, building 2025 Canstar Home Insurance Award winner contents; nationwide presence NSW value rating | Broad national option 0.83
Travel Insurance easiest Comprehensive international and domestic cover Mainstream, simple cover Comprehensive international and domestic Mainstream, simple 0.86
Travel Insurance most popular Comprehensive international and domestic cover Major insurer with Basic, Comprehensive, Domestic and Multi-Trip policies Comprehensive international Major insurer with Basic, Comprehensive, Domestic domestic cover Multi-Trip policies 0.75

QBE

9 paired observations Home InsuranceMotorcycle Insurance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Major Australian insurer with home & contents products
Comprehensive cover
Word Diff
Major Australian insurer with home & contents products Comprehensive cover
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Major Australian insurer with home & contents products Comprehensive cover Major Australian insurer with home & contents products Comprehensive cover 1.00
Home Insurance safest Major Australian insurer with home & contents products ⭐⭐⭐⭐½ | Good option if comprehensive/flood cover is particularly important; Mozo's 2026 guide selected QBE for flood cover. Major Australian insurer with home & contents products ⭐⭐⭐⭐½ | Good option if comprehensive/flood cover is particularly important; Mozo's 2026 guide selected QBE for flood cover. 1.00
Home Insurance cheapest Major Australian insurer with home & contents products VIC, SA, WA | Good value contender Major Australian insurer with home & contents products VIC, SA, WA | Good value contender 1.00
Home Insurance most affordable Major Australian insurer with home & contents products Worth checking alongside the cheapest Major Australian insurer with home & contents products Worth checking alongside the cheapest 1.00
Home Insurance most trusted Major Australian insurer with home & contents products 2025 Canstar Home Insurance Award winner | Another strong national option Major Australian insurer with home & contents products 2025 Canstar Home Insurance Award winner | Another strong national option 0.94
Motorcycle Insurance easiest Broad motorcycle cover Worth getting a quote, particularly if the others are expensive | ✅ Broad motorcycle cover Worth getting a quote, particularly if the others are expensive | ✅ 1.00
Motorcycle Insurance cheapest Broad motorcycle cover Worth quoting, especially for some rider profiles | Sample NSW quote $1,732.22, although individual quotes can be much cheaper Broad motorcycle cover Worth quoting, especially for some rider profiles | Sample NSW quote $1,732.22, although individual quotes can be much cheaper 1.00
Motorcycle Insurance premium Broad motorcycle cover Riders wanting a mainstream insurer with strong cover | Comprehensive cover, agreed/market value options and substantial riding-gear cover Broad motorcycle Riders wanting a mainstream insurer with strong | Comprehensive cover, agreed/market value options and substantial riding-gear cover 0.95
Motorcycle Insurance most popular Broad motorcycle cover Value / broad cover Broad motorcycle Value / broad 0.50

RACQ

9 paired observations Home InsuranceRoadside Assistance
Base roadside assistance plans in Australia
Perturbed Most reliable roadside assistance plans in Australia
Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate
Queensland / Australia-wide trips
Word Diff
Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate Queensland / Australia-wide trips
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance safest Queensland-focused ⭐⭐⭐⭐⭐ | Particularly strong choice in Queensland; won Finder’s 2026 “Most Loved” and “Legendary Service” home insurance awards in QLD. Queensland-focused ⭐⭐⭐⭐⭐ | Particularly strong choice in Queensland; won Finder’s 2026 “Most Loved” and “Legendary Service” home insurance awards in QLD. 0.95
Home Insurance most reliable Queensland-focused Exceptional customer experience and claims ratings in CHOICE’s 2025 survey | Queensland homeowners Queensland-focused Exceptional customer experience and claims ratings in CHOICE’s 2025 survey | Queensland homeowners 0.93
Home Insurance most trusted Queensland-focused Excellent customer experience and claims ratings in CHOICE’s survey | Queensland homeowners Queensland-focused Excellent customer experience and claims ratings in CHOICE’s survey | Queensland homeowners 0.92
Roadside Assistance most reliable Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate Queensland / Australia-wide trips Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate Queensland / Australia-wide trips 1.00
Roadside Assistance easiest Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate Everyday | $109 | Very simple basic plan; includes up to 20 km towing Excellent choice in QLD; several coverage levels Everyday $80–$310/yr for Everyday–Ultimate $109 | Very simple basic plan; includes up to 20 km towing 0.96
Roadside Assistance most popular Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate Queensland | Huge Queensland membership base (1.7m+); several roadside tiers. Excellent choice in QLD; Queensland | Huge Queensland membership base (1.7m+); coverage levels | $80–$310/yr for Everyday–Ultimate roadside tiers. 0.95
Roadside Assistance most affordable ~$227–$310 for higher tiers | Strong Queensland coverage; higher towing options $80/yr | Everyday Lite; vehicle-based, and no towing ~$227–$310 for higher tiers $80/yr Strong Queensland coverage; higher Everyday Lite; vehicle-based, and no options 0.94
Roadside Assistance best Excellent choice in QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate ⭐ Best overall in QLD Excellent choice ⭐ Best overall QLD; several coverage levels | $80–$310/yr for Everyday–Ultimate QLD 0.87
Roadside Assistance best ~$227–$310 for higher tiers | Strong Queensland coverage; higher towing options Best for Queensland ~$227–$310 Best higher tiers | Strong coverage; higher towing options 0.82

RACV

9 paired observations Home InsuranceMotorcycle InsuranceRoadside Assistance
Base home insurance providers in Australia
Perturbed Best home insurance providers in Australia
Victoria-focused
Victorian homeowners
Word Diff
Victoria-focused Victorian homeowners
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance best Victoria-focused Victorian homeowners Victoria-focused Victorian homeowners 1.00
Home Insurance most trusted Victoria-focused Strong customer experience results | Victoria Victoria-focused Strong customer experience results | Victoria 0.83
Motorcycle Insurance most reliable Victoria-based riders Victoria / good comprehensive benefits Victoria-based riders Victoria / good comprehensive benefits 0.83
Roadside Assistance cheapest Victoria | Varies by plan Roadside Care | $138/yr | 20 km towing Victoria Roadside Care Varies by plan $138/yr | 20 km towing 1.00
Roadside Assistance most popular Victoria | Varies by plan Victoria | Major Victorian motoring club; 2+ million members across its services. Varies by plan Major Victorian motoring club; 2+ million members across its services. 0.93
Roadside Assistance best Varies | Strong option in Victoria; interstate reciprocal assistance Best for Victoria Varies | Strong option in Victoria; interstate reciprocal assistance Best for Victoria 0.90
Roadside Assistance easiest Victoria | Varies by plan Basic roadside plan | ~\$138+ | Easy app/callout process; particularly convenient in Victoria Basic roadside plan | ~\$138+ | Easy app/callout process; particularly convenient in | Varies by plan 0.86
Roadside Assistance best Victoria | Varies by plan ⭐ Best in Victoria ⭐ Best in | Varies by plan 0.83
Roadside Assistance most reliable Victoria | Varies by plan Victoria / Melbourne | Varies by plan / Melbourne 0.80

1Cover

5 paired observations Travel Insurance
Base travel insurance providers in Australia
Perturbed Easiest travel insurance providers in Australia
International and frequent-traveller policies
Price-conscious travellers
Word Diff
International and frequent-traveller policies Price-conscious travellers
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Travel Insurance easiest International and frequent-traveller policies Price-conscious travellers International and frequent-traveller policies Price-conscious travellers 1.00
Travel Insurance most trusted International and frequent-traveller policies 💰 Value International and frequent-traveller policies 💰 Value 1.00
Travel Insurance most popular International and frequent-traveller policies Specialist travel insurer; says it has served over 2 million customers International and frequent-traveller policies Specialist travel insurer; says it has served over 2 million customers 1.00
Travel Insurance most affordable International and frequent-traveller policies Cheap comprehensive cover International and frequent-traveller policies Cheap comprehensive cover 1.00
Travel Insurance cheapest International and frequent-traveller policies Often inexpensive for international trips | Worth quoting International and frequent-traveller policies Often inexpensive for international trips | Worth quoting 0.91

Cover-More

5 paired observations Travel Insurance
Base travel insurance providers in Australia
Perturbed Easiest travel insurance providers in Australia
Comprehensive cover; large established provider
People wanting a traditional insurer
Word Diff
Comprehensive cover; large established provider People wanting a traditional insurer
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Travel Insurance easiest Comprehensive cover; large established provider People wanting a traditional insurer Comprehensive cover; large established provider People wanting a traditional insurer 1.00
Travel Insurance cheapest Comprehensive cover; large established provider Usually not the absolute cheapest, but worth comparing for broader cover | Good value on some trips Comprehensive cover; large established provider Usually not the absolute cheapest, but worth comparing for broader cover | Good value on some trips 0.95
Travel Insurance safest Comprehensive cover; large established provider Comprehensive cover + medical assistance cover; large established provider cover medical assistance 0.71
Travel Insurance most popular Comprehensive cover; large established provider Large, established travel insurer; broad international cover Comprehensive cover; large Large, provider travel insurer; broad international cover 0.67
Travel Insurance most trusted Comprehensive cover; large established provider 👨‍👩‍👧 Comprehensive cover 👨‍👩‍👧 cover; large established provider cover 0.60

RAA

5 paired observations Home InsuranceRoadside Assistance
Base roadside assistance plans in Australia
Perturbed Best roadside assistance plans in Australia
South Australia | From ~$135/yr
⭐ Best in SA
Word Diff
South Australia | From ~$135/yr ⭐ Best in SA
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Home Insurance most trusted South Australia-focused Very strong customer experience and value ratings | South Australia Very strong customer experience and value ratings | Australia-focused Australia 0.80
Roadside Assistance best South Australia | From ~$135/yr ⭐ Best in SA South Australia | From ~$135/yr ⭐ Best in SA 1.00
Roadside Assistance best ~$135–$293 | South Australia Best for SA ~$135–$293 | South Australia Best for SA 1.00
Roadside Assistance most popular South Australia | From ~$135/yr SA | South Australia's major motoring club. SA | Australia | From ~$135/yr Australia's major motoring club. 0.80
Roadside Assistance most reliable South Australia | From ~$135/yr South Australia | From ~$135/yr 0.60

Shannons

5 paired observations Motorcycle Insurance
Base motorcycle insurance providers in Australia
Perturbed Most reliable motorcycle insurance providers in Australia
Enthusiast, modified and specialist bikes
Best overall / enthusiasts
Word Diff
Enthusiast, modified and specialist bikes Best overall / enthusiasts
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Motorcycle Insurance most reliable Enthusiast, modified and specialist bikes Best overall / enthusiasts Enthusiast, modified and specialist bikes Best overall / enthusiasts 1.00
Motorcycle Insurance premium Enthusiast, modified and specialist bikes Enthusiast, modified, classic or higher-value bikes | Agreed value, modifications/accessories, helmet & riding gear, choice of repairer modified and specialist modified, classic or higher-value | Agreed value, modifications/accessories, helmet & riding gear, choice of repairer 0.83
Motorcycle Insurance safest Enthusiast, modified and specialist bikes ⭐ Best for enthusiast/custom bikes | Worth quoting if your bike is modified, collectible or you want specialist motorcycle-oriented cover. Enthusiast, modified and ⭐ Best for enthusiast/custom bikes | Worth quoting if your bike is modified, collectible or you want bikes motorcycle-oriented cover. 0.81
Motorcycle Insurance most trusted Enthusiast, modified and specialist bikes 🏆 Overall trust / enthusiast bikes Enthusiast, modified and specialist 🏆 Overall trust / enthusiast 0.71
Motorcycle Insurance most popular Enthusiast, modified and specialist bikes Enthusiast/classic bikes Enthusiast, modified and specialist Enthusiast/classic 0.67

National Motorcycle Insurance

4 paired observations Motorcycle Insurance
Base motorcycle insurance providers in Australia
Perturbed Cheapest motorcycle insurance providers in Australia
Riders wanting a specialist provider
Good motorcycle-specific coverage | Sample NSW comprehensive quote $1,479.31; particularly strong inclusions
Word Diff
Riders wanting a specialist provider Good motorcycle-specific coverage | Sample NSW comprehensive quote $1,479.31; particularly strong inclusions
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Motorcycle Insurance cheapest Riders wanting a specialist provider Good motorcycle-specific coverage | Sample NSW comprehensive quote $1,479.31; particularly strong inclusions Riders wanting a specialist provider Good motorcycle-specific coverage | Sample NSW comprehensive quote $1,479.31; particularly strong inclusions 1.00
Motorcycle Insurance most popular Riders wanting a specialist provider Motorcycle-focused insurance Riders wanting a specialist provider Motorcycle-focused insurance 1.00
Motorcycle Insurance most trusted Riders wanting a specialist provider Best specialist coverage Riders wanting a Best provider coverage 0.86
Motorcycle Insurance premium Riders wanting a specialist provider Riders wanting motorcycle-specific cover | Specialist motorcycle insurer; strong comprehensive feature set, choice of repairer and gear cover a specialist provider motorcycle-specific cover | Specialist motorcycle insurer; strong comprehensive feature set, choice of repairer and gear cover 0.83

World Nomads

4 paired observations Travel Insurance
Base travel insurance providers in Australia
Perturbed Most trusted travel insurance providers in Australia
Longer trips, adventure activities and younger travellers
🥾 Adventure travel
Word Diff
Longer trips, adventure activities and younger travellers 🥾 Adventure travel
Category Modifier Unmodified positioning Perturbed positioning Word Diff Word shift
Travel Insurance most trusted Longer trips, adventure activities and younger travellers 🥾 Adventure travel Longer trips, adventure activities and younger travellers 🥾 Adventure travel 0.88
Travel Insurance easiest Longer trips, adventure activities and younger travellers Backpacking/adventure trips Longer trips, adventure activities and younger travellers Backpacking/adventure trips 0.75
Travel Insurance safest Longer trips, adventure activities and younger travellers Adventure/longer trips, but compare policy carefully Longer Adventure/longer adventure activities and younger travellers but compare policy carefully 0.73
Travel Insurance most popular Longer trips, adventure activities and younger travellers Particularly popular with backpackers, long trips and adventure travellers Longer trips, Particularly popular with backpackers, long trips and activities and younger 0.67

Observed but under-sampled

These brands appeared in the corpus but with fewer than 4 clean single-modifier pairs — not enough to characterize a pattern, only to note they're part of the comparison set ChatGPT draws from.

BrandPairsCategories seenModifiers seen
InsureandGo 3 Travel Insurance easiest, most affordable, most popular
NRMA Insurance 3 Home Insurance most reliable, most trusted, safest
Suncorp 3 Home Insurance best, most trusted, safest
Apia 2 Home Insurance cheapest, most affordable
GIO 2 Home Insurance cheapest, most affordable
RAC 2 Home Insurance, Roadside Assistance most popular, most trusted
RACT 2 Roadside Assistance most popular, most reliable
AANT 1 Roadside Assistance most popular
AIG 1 Travel Insurance worst
Tick Travel Insurance 1 Travel Insurance most affordable
Travel Insurance Direct 1 Travel Insurance safest

Brands side by side, by product category

Every brand observed for a given category and modifier, compared on the same word-shift scale used above — so you can see, within Home Insurance for example, whose positioning moves the most under “cheapest” versus whose barely changes.

Home Insurance

Word shift (0–1) between each brand's unmodified positioning and its positioning once the column's modifier is added. Hover a cell for the perturbed phrase itself; — means that brand/modifier pair wasn't observed in the corpus.

Brandbestcheapesteasiestmost affordablemost reliablemost trustedsafest
AAMI1.001.001.001.000.820.831.00
Allianz1.001.000.931.000.960.830.92
Youi1.001.001.000.921.001.00
QBE1.001.001.000.941.00
Budget Direct1.000.920.711.00
NRMA Insurance0.970.820.96
RACQ0.930.920.95
Suncorp0.860.950.92
Apia1.000.88
GIO1.001.00
RACV1.000.83
RAA0.80
RAC0.71

Motorcycle Insurance

Word shift (0–1) between each brand's unmodified positioning and its positioning once the column's modifier is added. Hover a cell for the perturbed phrase itself; — means that brand/modifier pair wasn't observed in the corpus.

Brandcheapesteasiestmost popularmost reliablemost trustedpremiumsafest
AAMI1.001.000.751.000.670.92
Shannons0.671.000.710.830.81
Budget Direct0.940.831.000.90
National Motorcycle Insurance1.001.000.860.83
QBE1.001.000.500.95
Youi0.921.001.000.94
NRMA1.001.000.87
RACV0.83

Roadside Assistance

Word shift (0–1) between each brand's unmodified positioning and its positioning once the column's modifier is added. Hover a cell for the perturbed phrase itself; — means that brand/modifier pair wasn't observed in the corpus.

Brandbestcheapesteasiestmost affordablemost popularmost reliable
Budget Direct0.861.001.001.000.75
NRMA1.000.830.820.931.001.00
RACQ0.820.960.940.951.00
RACV0.901.000.860.930.80
RAA1.000.800.60
RACT0.880.75
AANT0.80
RAC0.80

Travel Insurance

Word shift (0–1) between each brand's unmodified positioning and its positioning once the column's modifier is added. Hover a cell for the perturbed phrase itself; — means that brand/modifier pair wasn't observed in the corpus.

Brandcheapesteasiestmost affordablemost popularmost trustedsafestworst
1Cover0.911.001.001.001.00
Cover-More0.951.000.670.600.71
World Nomads0.750.670.880.73
InsureandGo1.001.000.38
Allianz0.860.75
NRMA0.801.00
AIG0.94
Tick Travel Insurance1.00
Travel Insurance Direct0.71