Crane Index™ Research › AI Readability 2026 › Automotive
Crane Index™ · Annual edition
UK Automotive AI Readability 2026
As of 1 October 2026, the median UK automotive site scored 41 out of 100 on the Crane Index™, the measure of how readably a site presents itself to AI engines. Across the 102 sites a machine could read, scores ran from 20 to 79, a 59-point gap between the strongest and the weakest.
The 2027 edition is scheduled. UK AI Readability 2027 is pinned to the scan scheduled for 1 January 2027. The figures on this page stay fixed to 1 October 2026.
What this measures. The score reads how readably a site presents itself to AI engines: entity markup, structured data and machine resolvability. It is not a measure of design, brand or quality. A site can look excellent to a person and still be hard for a machine to read, and a low score is a readability finding, never a judgement on the business.
The field in 2026
The field was led by Perodua at 79, with Vertu Motors next at 77. 4 sites cleared 70 out of 100, and 48 scored below 40.
At the foot of the field sat Kenworth at 20, McLaren Automotive at 21, Lynk & Co at 21. Each is a site a machine struggled to read, not a business doing anything other than well at what it does.
The full 2026 ranking
Composite out of 100, with the three reads behind it: AI Search Readiness (retrieval), Agent Readiness (execution) and Brand Representation.
| Rank | Organisation | Crane Index | Search | Agent | Brand |
|---|---|---|---|---|---|
| 1 | Peroduaperodua.com.my | 79 | 88 | 100 | 48 |
| 2 | Vertu Motorsvertumotors.com | 77 | 79 | 72 | 81 |
| 3 | Sytner Groupsytner.co.uk | 76 | 67 | 83 | 79 |
| 4 | Valeovaleo.com | 72 | 84 | 89 | 43 |
| 5= | Cox Automotivecoxautoinc.com | 69 | 74 | 89 | 43 |
| 5= | Scaniascania.com | 69 | 76 | 83 | 49 |
| 7 | Arnold Clarkarnoldclark.com | 68 | 74 | 68 | 62 |
| 8= | Harley-Davidsonharley-davidson.com/us/en/index.html | 67 | 71 | 62 | 69 |
| 8= | Lucid Motorslucidmotors.com | 67 | 73 | 63 | 65 |
| 10= | Audiaudi.com/en | 65 | 70 | 87 | 38 |
| 10= | Daciarenaultgroup.com/nos-marques | 65 | 70 | 83 | 41 |
| 10= | Mahindramahindra.com | 65 | 69 | 72 | 53 |
| 10= | Volkswagenvolkswagen.de/de.html | 65 | 69 | 63 | 64 |
| 14= | Kiakia.com/us/en | 64 | 64 | 63 | 66 |
| 14= | Maxxismaxxis.com/us | 64 | 55 | 90 | 48 |
| 16= | Magna Internationalmagna.com | 63 | 70 | 68 | 52 |
| 16= | Motorpointmotorpoint.co.uk | 63 | 67 | 63 | 59 |
| 18 | Renaultrenaultgroup.com | 62 | 61 | 83 | 41 |
| 19 | TI Fluid Systemsaftermarket.tiautomotive.com | 61 | 64 | 82 | 38 |
| 20= | Ariel Motor Companyarielmotor.co.uk | 59 | 61 | 78 | 38 |
| 20= | Gordon Murray Automotivegordonmurray.com | 59 | 59 | 62 | 57 |
| 20= | Subarusubaru.com | 59 | 56 | 63 | 58 |
| 23= | Adientadient.com | 57 | 66 | 83 | 23 |
| 23= | Norton Motorcyclesnortonmotorcycles.com/en-us | 57 | 58 | 66 | 48 |
| 25= | Caterham Carscaterhamcars.com/en | 54 | 54 | 65 | 43 |
| 25= | LG Energy Solutionlgensol.com/kr/index | 54 | 60 | 62 | 41 |
| 25= | Volvo Groupvolvogroup.com/en | 54 | 56 | 82 | 25 |
| 28 | Marellimarelli.com | 53 | 59 | 65 | 35 |
| 29 | Nexteer Automotivenexteer.com | 52 | 50 | 83 | 23 |
| 30 | Mahlemahle.com | 51 | 48 | 87 | 19 |
| 31 | XPengxpeng.com | 49 | 61 | 63 | 23 |
| 32= | Alexander Dennisalexander-dennis.com | 48 | 59 | 76 | 10 |
| 32= | Giti Tiregiti.com | 48 | 51 | 83 | 10 |
| 34= | Bridgestonebridgestone.com/regional/north_america/united_states.html | 47 | 46 | 53 | 41 |
| 34= | MAN Truck & Busman.eu/global/en/homepage.html | 47 | 60 | 68 | 13 |
| 36 | Sonic Automotivesonicautomotive.com | 46 | 54 | 56 | 28 |
| 37= | Big Motoring Worldbigmotoringworld.co.uk | 45 | 54 | 69 | 13 |
| 37= | Continentalcontinental.com/en | 45 | 54 | 68 | 13 |
| 37= | Polestarpolestar.com/us | 45 | 59 | 62 | 13 |
| 40= | Michelinmichelin.com | 44 | 46 | 62 | 23 |
| 40= | Toyo Tirestoyotires.com | 44 | 43 | 77 | 13 |
| 42= | Apollo Tyrescorporate.apollotyres.com | 43 | 47 | 62 | 19 |
| 42= | Dana Incorporateddana.com | 43 | 50 | 68 | 10 |
| 42= | Triumph Motorcyclestriumphmotorcycles.co.uk/home | 43 | 30 | 59 | 41 |
| 45= | Daimler Truckdaimlertruck.com/en | 42 | 49 | 69 | 8 |
| 45= | Hyundaihyundaiusa.com/us/en | 42 | 39 | 66 | 20 |
| 47= | Boschbosch.com | 41 | 48 | 62 | 13 |
| 47= | Cupracupra.com/en | 41 | 52 | 62 | 10 |
| 47= | Rimac Automobilirimac-automobili.com | 41 | 42 | 73 | 8 |
| 47= | Rivianrivian.com | 41 | 49 | 62 | 13 |
| 47= | ZF Friedrichshafenzf.com/mobile/en/homepage/homepage.html | 41 | 51 | 62 | 10 |
| 52= | American Axle & Manufacturingaam.com | 40 | 34 | 66 | 20 |
| 52= | Genesisgenesis.com/us/en/home | 40 | 41 | 65 | 13 |
| 52= | Piaggio Grouppiaggiogroup.com/en | 40 | 45 | 68 | 8 |
| 55= | Aptivaptiv.com | 39 | 47 | 62 | 8 |
| 55= | Ashok Leylandashokleyland.com | 39 | 36 | 65 | 15 |
| 55= | DAF Trucksdaf.com/en/sites-landing | 39 | 48 | 62 | 8 |
| 55= | Dowlais Groupdowlais.com | 39 | 44 | 62 | 10 |
| 55= | Nokian Tyresnokiantyres.com | 39 | 40 | 68 | 8 |
| 60= | Changan Automobileglobalchangan.com | 38 | 43 | 62 | 10 |
| 60= | Emil Frey Groupemilfrey.ch/de | 38 | 45 | 62 | 8 |
| 60= | Jaguarjaguar.com/en-xi/jdx/market-selector.html | 38 | 43 | 62 | 8 |
| 60= | Kumho Tirekumhotireusa.com | 38 | 43 | 63 | 8 |
| 60= | Land Roverlandrover.com/market-selector/index.html | 38 | 43 | 62 | 8 |
| 60= | Listers Grouplisters.co.uk | 38 | 51 | 56 | 8 |
| 60= | Peterbiltpeterbilt.com | 38 | 48 | 58 | 8 |
| 60= | Skodaskoda-auto.com | 38 | 42 | 63 | 8 |
| 68= | Aisinaisin.com/en | 37 | 36 | 62 | 13 |
| 68= | Learlear.com | 37 | 39 | 62 | 10 |
| 68= | SEATseat.com | 37 | 41 | 62 | 8 |
| 71= | CarMaxcarmax.com | 36 | 41 | 34 | 34 |
| 71= | Lamborghinilamborghini.com/en-en | 36 | 39 | 62 | 8 |
| 71= | Maruti Suzukimarutisuzuki.com | 36 | 39 | 62 | 8 |
| 71= | Tennecotenneco.com | 36 | 38 | 62 | 8 |
| 71= | Zero Motorcycleszeromotorcycles.com | 36 | 41 | 58 | 8 |
| 76= | Copartcopart.com | 35 | 35 | 63 | 8 |
| 76= | Forviaforvia.com/en | 35 | 46 | 50 | 10 |
| 76= | Royal Enfieldroyalenfield.com/us/en/home | 35 | 39 | 56 | 10 |
| 79= | Geelygeely.com | 34 | 24 | 62 | 15 |
| 79= | KTMktm.com/en-us.html | 34 | 33 | 62 | 8 |
| 79= | Nissannissan-global.com/EN | 34 | 31 | 62 | 10 |
| 82= | Citroencitroen.com/en | 33 | 28 | 62 | 8 |
| 82= | Ivecoiveco.com/global/redirect | 33 | 28 | 62 | 8 |
| 82= | Lotus Carslotuscars.com/en-US | 33 | 25 | 58 | 15 |
| 85= | Koenigseggkoenigsegg.com | 32 | 36 | 52 | 8 |
| 85= | Porscheporsche.com/usa/?cs_redirect=1 | 32 | 28 | 58 | 10 |
| 87 | Yamaha Motoryamaha-motor.com | 31 | 26 | 58 | 8 |
| 88 | Great Wall Motorsgwm-global.com | 30 | 20 | 61 | 8 |
| 89 | INEOS Automotiveineosgrenadier.com | 29 | 24 | 54 | 8 |
| 90= | Aston Martinastonmartin.com/en/welcome | 28 | 21 | 54 | 8 |
| 90= | BYDbyd.com/us | 28 | 23 | 52 | 8 |
| 92 | Gentexgentex.com | 27 | 21 | 53 | 8 |
| 93= | BorgWarnerborgwarner.com/home | 26 | 28 | 40 | 10 |
| 93= | Yokohamay-yokohama.com | 26 | 29 | 34 | 15 |
| 95= | smartglobal.smart.com | 25 | 26 | 34 | 15 |
| 95= | Toyotatoyota.com | 25 | 33 | 30 | 13 |
| 97 | Li Autolixiang.com | 22 | 24 | 34 | 8 |
| 98= | Alpinealpinecars.com | 21 | 20 | 34 | 8 |
| 98= | JCT600jct600.co.uk | 21 | 14 | 34 | 15 |
| 98= | Lynk & Colynkco.com | 21 | 20 | 34 | 8 |
| 98= | McLaren Automotivemclaren.com | 21 | 22 | 34 | 8 |
| 102 | Kenworthkenworth.com | 20 | 17 | 34 | 8 |
Download this edition: the full field as a spreadsheet (CSV), or the same run as JSON. Licensed CC BY 4.0, so it is yours to publish and build on with attribution. Every unreadable site carries empty score cells, never a zero.
This is the fixed 2026 edition, pinned to the scan measured 1 October 2026, so the figures on it do not change. The live field, re-run on the first of each month, is on the current Automotive benchmark. For how the score is built, see the methodology.
Licensed CC BY 4.0. Cite as: The Crane Index™, UK Automotive AI readability 2026, The Crane Consultancy, measured 1 October 2026. https://thecraneconsultancy.com/research/automotive-ai-readability-2026/