[
 {
  "question": "at-light",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f13e-4f0c-83ed-b799-12b3e690dfc2",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Raiffeisen Mobil",
    "plan": "mobil S",
    "monthly_price": 4.9,
    "est_12_month_total": 58.8,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Lycamobile Austria",
  "plan": "National XS",
  "stated_12_month_total": 63.7,
  "currency": "EUR",
  "sources_cited": [
   "https://www.ladebon.at/en/product/lycamobile",
   "https://www.lycamobile.at/de/kundigung/",
   "https://www.lycamobile.at/en/",
   "https://www.lycamobile.at/blog/en/christmas-sim-deals-austria/"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Owner check 22 Oct: Lycamobile National XS is a 2 GB plan (EUR 2.50 per 28 days with today's 50% discount for 3 months). The question needs 3 GB, so it doesn't fit. The cheapest fitting plan is Raiffeisen Mobil S at EUR 59 a year (Veritaset's answer).",
  "flags": [],
  "failure_step": "3. read the details"
 },
 {
  "question": "cz-heavy",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f114-fffc-83ed-9894-152215ee29f6",
  "follow_up": null,
  "operator": "T-Mobile",
  "plan": "Edice 100 GB (prepaid)",
  "stated_12_month_total": 4074,
  "currency": "CZK",
  "sources_cited": [
   "https://eshop.t-mobile.cz/predplacene-karty",
   "https://www.o2.cz/osobni/volani/datamanie",
   "https://www.vodafone.cz/predplacene-karty/giga-karta/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "T-Mobile Edice 100 GB (prepaid): EUR 163 a year by the key's facts; the cheapest fitting plan is t mobile|edice 100gb at EUR 163 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "de-family3",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f12f-fa00-83eb-9aec-b45879123582",
  "follow_up": null,
  "operator": "Lebara",
  "plan": "20 GB 5G Allnet Flex × 3 lines",
  "stated_12_month_total": 194.64,
  "currency": "EUR",
  "sources_cited": [
   "https://www.lebara.de/de/handyvertrag/handyvertrag-unter-10-euro.html",
   "https://www.lebara.de/de/home.html",
   "https://www.lebara.de/en/handyvertrag/allnet-monatlich-kuendbar.html",
   "https://www.handyflatrate-preisvergleich.de/handyvertrag-vergleich/15-gb-handytarife"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Lebara 20 GB 5G Allnet Flex × 3 lines: EUR 240 a year by the key's facts; the cheapest fitting plan is lebara|allnet 20gb at EUR 240 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "dk-trip",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f33c-fcd4-83ed-925d-5e49d4c08345",
  "follow_up": null,
  "operator": "Lyca Mobile",
  "plan": "All in One 49",
  "stated_12_month_total": 544,
  "currency": "DKK",
  "sources_cited": [
   "https://www.lycamobile.dk/en/bundle/all-in-one-49/",
   "https://www.lycamobile.dk/en/bundles/renew-bundle/",
   "https://www.lebara.dk/da/award.html",
   "https://www.billigmobil.dk/mobilabonnement/20-gb/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Lyca Mobile All in One 49: EUR 66 a year by the key's facts; the cheapest fitting plan is lyca mobile|all in one 49 at EUR 66 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "ee-senior",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc36-8a24-83eb-94e6-174557819da8",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "no_fit",
   "final_answer": {
    "operator": "Tele2 Estonia",
    "plan": "Kõnekaart: Helista 2,95 + Surfa 1,95",
    "monthly_price": 4.9,
    "est_12_month_total": 64.65,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "Tele2 Estonia",
  "plan": "Kõnekaart: Helista 2,95 + Surfa 1,95",
  "stated_12_month_total": 59.75,
  "currency": "EUR",
  "sources_cited": [
   "https://tele2.ee/paketid/konekaart",
   "https://tele2.ee/en/konekaart",
   "https://tele2.ee/en/abi/lepingud-ja-arveldus/tingimused/konekaardi-tingimused",
   "https://pricebee.ee/en/mobile-phone-plans"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Tele2 Estonia Kõnekaart: Helista 2,95 + Surfa 1,95 doesn't meet the need: not a single comparable plan (combination / top-up).",
  "flags": [
   "deal wording in the answer: discount code"
  ],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "es-light",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f106-61ac-83eb-a7c5-990f88a933d1",
  "follow_up": null,
  "operator": "Roams Ambar",
  "plan": "5 GB + Unlimited Calls",
  "stated_12_month_total": 47.4,
  "currency": "EUR",
  "sources_cited": [
   "https://roams.es/tarifas-movil/roams-ambar/tarifa-movil-30-gb-acumulables-ilimitadas-ambar/",
   "https://roams.es/companias-telefonicas/blog/telefonia/contratar-movil/",
   "https://www.masmovil.es/tarifas-moviles",
   "https://www.digimobil.es/movil/5gb"
  ],
  "verdict": "outside_scope",
  "reason": "Found only through a comparison site; outside the operator-price rule, not scored.",
  "detail": "'Roams Ambar' 5 GB + unlimited calls at EUR 3.95 appears only on roams.es, a comparison site; the owner could not find it on the operator's own site (22 Oct). Not counted.",
  "flags": [
   "cites comparison/deal sites: roams.es"
  ],
  "failure_step": null
 },
 {
  "question": "fi-family3",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f211-4e20-83ed-ae0d-99c0f42dddd6",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "no_fit",
   "final_answer": {
    "operator": "Globetel",
    "plan": "Mini + Laajapaketti (3 lines)",
    "monthly_price": 53.67,
    "est_12_month_total": 664.74,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "Globetel",
  "plan": "Mini + Laajapaketti (3 lines)",
  "stated_12_month_total": 664.74,
  "currency": "EUR",
  "sources_cited": [
   "https://globetel.fi/liittymat/",
   "https://globetel.fi/tilaa-liittyma/",
   "https://oomi.fi/en/oomi-mobile/telephone-subscriptions/",
   "https://www.moi.fi/simmi/hinnasto"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Globetel Mini (EUR 9.99) plus a separately bought Laajapaketti data add-on (EUR 7.90), unlimited only at max 4 Mbit/s (operator page read 22 Oct): two products, and data below 10 Mbit/s meets no data need under the method.",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "fr-tablet",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f262-a7bc-83ed-8d34-d5b2f7897f32",
  "follow_up": null,
  "operator": "Lebara",
  "plan": "50 GB prepaid eSIM (calls/SMS included but optional)",
  "stated_12_month_total": 71.88,
  "currency": "EUR",
  "sources_cited": [
   "https://www.lebara.fr/fr/forfait-mobile.html",
   "https://www.lebara.fr/fr/esim.html",
   "https://cellulardata.ubigi.com/rates-and-coverage/france-data-plans/france-20gb/?wmc-currency=EUR",
   "https://cellulardata.ubigi.com/rates-and-coverage/france-data-plans/france-25gb-30-days/?wmc-currency=EUR"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): whether Lebara's 50 Go at EUR 5.99 was on sale on the test date can't be verified (in Lebara's page data on 27 Oct, not seen in the owner's check of 22 Oct, withdrawn by 2 Nov).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "gb-contract",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f37d-1c20-83eb-927e-5ea498a593a9",
  "follow_up": null,
  "operator": "Lebara",
  "plan": "35GB 5G SIM-only, unlimited UK calls and texts, rolling monthly",
  "stated_12_month_total": 38.88,
  "currency": "GBP",
  "sources_cited": [
   "https://www.moneysavingexpert.com/cheap-mobile-finder/",
   "https://www.uswitch.com/mobiles/compare/sim_only_deals/lebara_mobile/"
  ],
  "verdict": "outside_scope",
  "reason": "Found only through a comparison site; outside the operator-price rule, not scored.",
  "detail": "Owner check 22 Oct: the 35 GB Lebara deal is real but sold through MoneySavingExpert (a gift card plus an 8-month discount; about GBP 3.24 a month equivalent). Under the method only the operator's own price counts (Lebara's own 30 GB: GBP 105 a year, EUR 25 above the cheapest), so it isn't scored as right; it is counted separately as a cheaper intermediary deal the assistant found.",
  "flags": [
   "cites comparison/deal sites: moneysavingexpert.com, uswitch.com",
   "no source on the operator's own site",
   "deal wording in the answer: exclusive deal, voucher"
  ],
  "failure_step": null
 },
 {
  "question": "hu-trip",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f2f2-3e80-83ed-a73c-46495092be0b",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "no_fit",
   "final_answer": {
    "operator": "One Hungary",
    "plan": "Tarifa Z (indefinite-term)",
    "monthly_price": 6990,
    "est_12_month_total": 98880,
    "currency": "HUF",
    "changed": false
   }
  },
  "operator": "One Hungary",
  "plan": "Tarifa Z - indefinite-term contract",
  "stated_12_month_total": 98880,
  "currency": "HUF",
  "sources_cited": [
   "https://www.one.hu/mobilszolgaltatasok/mobil-elofizetes/tarifa-z",
   "https://netfone.hu/mobil-szolgaltatas",
   "https://netfone.hu/percdijak",
   "https://en.yettel.hu/prime-tariff",
   "https://www.telekom.hu/webshop/szolgaltatasok/mobil?selectedPackage=1"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "One Hungary Tarifa Z - indefinite-term contract doesn't meet the need: only unlimited data at 5 Mbit/s; doesn't meet a GB need (below 10 Mbit/s); only 0 national minutes; the rest at the stated HUF 25/minute adds HUF 2500/month.",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "ie-senior",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f3fc-3228-83ed-a5e8-084cb57e36ef",
  "follow_up": null,
  "operator": "Lycamobile",
  "plan": "Lyca Unlimited",
  "stated_12_month_total": 116.87,
  "currency": "EUR",
  "sources_cited": [
   "https://www.lycamobile.ie/en/unlimited5g-plan/",
   "https://www.lycamobile.ie/en/bundle/8-99-5g-unlimited-data-plans/",
   "https://irishsim.com/pay-as-you-go-sim/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Lycamobile Lyca Unlimited: EUR 116 a year by the key's facts; the cheapest fitting plan is lyca mobile|lyca unlimited 28 day bundle price for life for first 50 000 new customers joining before 30 11 2026 at EUR 116 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "it-unlimited",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f120-d9e4-83eb-96ac-aa0a2d39dc40",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "CMLink",
    "plan": "Piano mensile Illimitato",
    "monthly_price": 17.99,
    "est_12_month_total": 216.88,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Fastweb",
  "plan": "Fastweb Mobile Ultra",
  "stated_12_month_total": 249.4,
  "currency": "EUR",
  "sources_cited": [
   "https://www.fastweb.it/adsl-fibra-ottica/fastweb-mobile-ultra/?from=home",
   "https://www.fastweb.it/myfastweb/shop/mobile/offerta/fastwebmobileultra/",
   "https://www.fastweb.it/adsl-fibra-ottica/trasparenza-tariffaria/",
   "https://go.wind.it/all-inclusive/go-unlimited",
   "https://selectra.net/internet/guida/offerte/sim-giga-illimitati"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Fastweb Fastweb Mobile Ultra: EUR 239 a year by the key's facts; the cheapest fitting plan is cmlink|piano mensile illimitato at EUR 216, so it overpays EUR 24 a year.",
  "flags": [
   "cites comparison/deal sites: selectra.net"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "pl-contract",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f39a-69d4-83ed-90c8-b435c8d4ef1a",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "CrossMobile",
    "plan": "MEGA HIT OFERTA",
    "monthly_price": 8.33,
    "est_12_month_total": 100.0,
    "currency": "PLN",
    "changed": true
   }
  },
  "operator": "OTVARTA",
  "plan": "Doskonała 5G",
  "stated_12_month_total": 216.88,
  "currency": "PLN",
  "sources_cited": [
   "https://otvarta.pl/abonament",
   "https://otvarta.pl/promocje",
   "https://otvarta.pl/abonament/nowy-numer",
   "https://www.a2mobile.pl/pakiety",
   "https://virginmobile.pl/abonament-przedluz-umowe"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "OTVARTA Doskonała 5G: EUR 82 a year by the key's facts; the cheapest fitting plan is crossmobile|crossmobile mega hit oferta at EUR 24, so it overpays EUR 58 a year.",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "pt-heavy",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f14d-4748-83eb-8774-9fe012485487",
  "follow_up": null,
  "operator": "DIGI",
  "plan": "Móvel 150 GB (prepaid)",
  "stated_12_month_total": 60.0,
  "currency": "EUR",
  "sources_cited": [
   "https://www.digi.pt/tarifarios-telemovel/movel-150gb",
   "https://www.digi.pt/tarifarios-telemovel/prepago",
   "https://blog.digi.pt/tarifarios-moveis-digi-esclarecemos-as-tuas-duvidas/",
   "https://www.deco.proteste.pt/tecnologia/telemoveis/noticias/vale-pena-mudar-tarifario-movel-pode-poupar-ate-120-euros-ano"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "DIGI Móvel 150 GB (prepaid): EUR 60 a year by the key's facts; the cheapest fitting plan is digi|m vel 150gb at EUR 60 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "ro-unlimited",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f128-b914-83ed-b968-205d8ef28769",
  "follow_up": null,
  "operator": "Vodafone",
  "plan": "EASY Boost",
  "stated_12_month_total": 51.45,
  "currency": "EUR",
  "sources_cited": [
   "https://easy.vodafone.ro/",
   "https://easy.vodafone.ro/terms",
   "https://www.vodafone.ro/personal/servicii-si-tarife/termeni-si-proceduri-legale/proceduri-de-masurare-si-gestionare-trafic/",
   "https://www.yoxo.ro/abonament/",
   "https://www.mobilissimo.ro/editoriale-diverse/cat-de-nelimitat-este-de-fapt-internetul-nelimitat-in-octombrie-2026-unde-apar-pragurile-reducerile-de-viteza-si-conditiile-la-orange-vodafone-digi-si-yoxo"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Vodafone EASY Boost: EUR 51 a year by the key's facts; the cheapest fitting plan is orange romania|yoxo nelimitat 5g at EUR 47 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "se-tablet",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9f2a0-b304-83eb-8e5b-3a354a53b58f",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Lycamobile",
    "plan": "Lyca Fast Pris 120 GB",
    "monthly_price": 99,
    "est_12_month_total": 1188,
    "currency": "SEK",
    "changed": true
   }
  },
  "operator": "Manet",
  "plan": "Sweden 20 GB / 30 days, data-only eSIM",
  "stated_12_month_total": 70.8,
  "currency": "USD",
  "sources_cited": [
   "https://esimradar.com/country/sweden"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Manet sells travel eSIMs, it isn't a Swedish operator. Owner rule (22 Oct): eSIM resellers don't count for domestic questions.",
  "flags": [
   "no source on the operator's own site",
   "deal wording in the answer: cashback"
  ],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "us-budget-15",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc28-27a8-83ed-9ce2-b213ab487da0",
  "follow_up": null,
  "operator": "Infimobile",
  "plan": "Pro Plus 5GB - 12 Month Prepaid",
  "stated_12_month_total": 75.0,
  "currency": "USD",
  "sources_cited": [
   "https://infimobile.com/cheap-student-prepaid-plans-usa",
   "https://infimobile.com/plans",
   "https://blog.infimobile.com/guide/5gb-mobile-data-cost-usa/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Infimobile Pro Plus 5GB - 12 Month Prepaid: EUR 64 a year by the key's facts; the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "us-esim-15",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc0f-c9b0-83eb-bc8c-83e4ccc3d5ed",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "15GB Promotional Plan - 12 Months",
    "monthly_price": 9.0,
    "est_12_month_total": 108.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello",
  "plan": "Power - 20 GB, Unlimited Talk & Text, eSIM",
  "stated_12_month_total": 240.0,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/buy/esim",
   "https://blog.tello.com/news/tello-new-phone-plans-lineup/",
   "https://infimobile.com/plans",
   "https://infimobile.com/cheap-streaming-prepaid-plans-usa"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Power - 20 GB, Unlimited Talk & Text, eSIM: by the assistant's own figure USD 240.0 a year (about EUR 206); the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays at least EUR 114 a year (not read: its own price already loses).",
  "flags": [
   "deal wording in the answer: cashback"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-family3",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc31-b2a8-83ed-99c9-f2689fa51a3b",
  "follow_up": null,
  "operator": "Infimobile",
  "plan": "10GB Monthly Data - 12-Month Prepaid Family Plan (3 lines)",
  "stated_12_month_total": 225.0,
  "currency": "USD",
  "sources_cited": [
   "https://infimobile.com/infimobile-family-plan",
   "https://infimobile.com/cheap-everyday-prepaid-plans-usa",
   "https://infimobile.com/plan-details/10gb-12-months"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Infimobile 10GB Monthly Data - 12-Month Prepaid Family Plan (3 lines): EUR 194 a year by the key's facts; the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 194 (within the tolerance).",
  "flags": [
   "deal wording in the answer: promo code"
  ],
  "failure_step": null
 },
 {
  "question": "us-heavy",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fbfa-1858-83ed-98e3-a5c0e013f24b",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "US Mobile",
    "plan": "Unlimited Starter Annual (new-line promotional offer)",
    "monthly_price": 16.58,
    "est_12_month_total": 199.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Visible",
  "plan": "Visible Unlimited BYOD - 6 months for $75 promotional offer",
  "stated_12_month_total": 225.0,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com/plans",
   "https://www.visible.com/m/deals",
   "https://www.visible.com/shop/compatibility"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Visible Visible Unlimited BYOD - 6 months for $75 promotional offer: by the assistant's own figure USD 225.0 a year (about EUR 194); the cheapest fitting plan is us mobile|unlimited starter annual at EUR 171, so it overpays at least EUR 22 a year (not read: its own price already loses).",
  "flags": [
   "deal wording in the answer: promo code"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-light",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc3e-ad5c-83ed-b185-b5fb1d789a9c",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "10GB — 12 Months",
    "monthly_price": 6.25,
    "est_12_month_total": 107.52,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "MobileX",
  "plan": "Build Your Own Plan - 3GB Standard Data, 350 Minutes, 400 Texts",
  "stated_12_month_total": 128.16,
  "currency": "USD",
  "sources_cited": [
   "https://mymobilex.com/mobilex-plans/",
   "https://mymobilex.com/faqs/what-are-the-taxes-and-government-surcharges-associated-with-my-mobilex-plan/",
   "https://www.redpocket.com/plans",
   "https://www.whistleout.com/CellPhones/Carriers/Tello/Personal/Tello-Unlimited-Text-300-Min-10GB-Plan"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "MobileX Build Your Own Plan - 3GB Standard Data, 350 Minutes, 400 Texts: by the assistant's own figure USD 128.16 a year (about EUR 110); the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64, so it overpays at least EUR 46 a year (not read: its own price already loses).",
  "flags": [
   "cites comparison/deal sites: whistleout.com"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-mexico-amount",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc1a-7434-83ed-a38e-feab5449ca48",
  "follow_up": null,
  "operator": "US Mobile + Airalo",
  "plan": "Unlimited Starter monthly (FBF10 port-in promotion) + Airalo Mexico 50GB/30-day eSIM",
  "stated_12_month_total": 255.0,
  "currency": "USD",
  "sources_cited": [
   "https://www.usmobile.com/plans",
   "https://www.usmobile.com/blog/cheap-phone-plans-october-2026/",
   "https://www.airalo.com/mexico-esim"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): the key can't cost the Mexico passes consistently.",
  "flags": [
   "deal wording in the answer: cashback, coupon"
  ],
  "failure_step": null
 },
 {
  "question": "us-tablet",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc49-78fc-83ed-b5a7-d5dca58e960c",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "overpay_50",
   "final_answer": {
    "operator": "Tello Mobile",
    "plan": "Power - 20GB",
    "monthly_price": 20.0,
    "est_12_month_total": 240.0,
    "currency": "USD",
    "changed": false
   }
  },
  "operator": "Tello Mobile",
  "plan": "Power - 20 GB data, unlimited talk and text (calls not required)",
  "stated_12_month_total": 240.0,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/buy/custom_plans",
   "https://tello.com/help_center/new-to-tello/what-kind-of-devices-will-work-with-tello",
   "https://tello.com/buy/esim",
   "https://prepaid.t-mobile.com/prepaid-internet",
   "https://www.t-mobile.com/cell-phone-plans/affordable-data-plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Power - 20 GB data, unlimited talk and text (calls not required): by the assistant's own figure USD 240.0 a year (about EUR 206); the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays at least EUR 114 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-verizon-unlimited",
  "assistant": "ChatGPT app, Pro plan, reasoning 'medium'",
  "kind": "consumer app",
  "conversation": "https://chatgpt.com/share/6ad9fc06-2174-83eb-b9d7-7fa684d60cae",
  "follow_up": {
   "outcome": "excluded",
   "verdict_after": "excluded",
   "final_answer": {
    "operator": "Visible",
    "plan": "Visible Basic - HOLIDAYHACK promotion",
    "monthly_price": 19,
    "est_12_month_total": 228,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Visible",
  "plan": "Visible Basic - 6-month BYOD promotion",
  "stated_12_month_total": 225,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com/plans",
   "https://www.visible.com/m/home",
   "https://www.totalwireless.com/byop"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): a Visible offer ($75 for the first 6 months, 'Offer Ends 10/29') may have been the cheapest on the test date; it ended before we could read it on Visible's own page, so the key can't be verified.",
  "flags": [
   "deal wording in the answer: promo code"
  ],
  "failure_step": null
 },
 {
  "question": "at-light",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_ed3536a4-5fd0-4eec-8b98-318abb21f988",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Raiffeisen Mobil",
    "plan": "mobil S",
    "monthly_price": 4.9,
    "est_12_month_total": 54.5,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Drei (up)",
  "plan": "up Start",
  "stated_12_month_total": 82.8,
  "currency": "EUR",
  "sources_cited": [
   "https://www.drei.at/n/telefonie/tarife/sim-only-tarife",
   "https://www.drei.at/up3web/en/tarife/ATO4011",
   "https://durchblicker.at/telekom/tarife/drei/drei-up-start"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Drei (up) up Start: EUR 83 a year by the key's facts; the cheapest fitting plan is raiffeisen mobil|s at EUR 59, so it overpays EUR 24 a year.",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "cz-heavy",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_0b938464-fc5b-4177-b801-811f944578a5",
  "follow_up": null,
  "operator": "O2",
  "plan": "Datamanie 100 GB (limited promo: 200 GB)",
  "stated_12_month_total": 4188,
  "currency": "CZK",
  "sources_cited": [
   "https://www.o2.cz/osobni/volani/datamanie",
   "https://blog.o2.cz/misto-100-gb-rovnou-200-gb-za-349-kc-na-cely-rok-o2-spousti-limitovanou-edici-datamanie"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "O2 Datamanie 100 GB (limited promo: 200 GB): EUR 168 a year by the key's facts; the cheapest fitting plan is t mobile|edice 100gb at EUR 163 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "de-family3",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_a78253f4-6940-4dbc-932d-dd152012043f",
  "follow_up": null,
  "operator": "Lebara",
  "plan": "Allnet 20 GB Flex",
  "stated_12_month_total": 239.61,
  "currency": "EUR",
  "sources_cited": [
   "https://www.lebara.de/de/handyvertrag/allnet-monatlich-kuendbar/20-gb.html",
   "https://www.simdealz.de/monatlich-kuendbaren-handytarife/",
   "https://allnet-flatrate-vergleich.com/",
   "https://www.tariffuxx.de/handytarife/angebot/56022"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Lebara Allnet 20 GB Flex: EUR 240 a year by the key's facts; the cheapest fitting plan is lebara|allnet 20gb at EUR 240 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "dk-trip",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_97089861-3df2-4d78-a60b-c93d2155cc09",
  "follow_up": null,
  "operator": "Flexii",
  "plan": "Fri tale + 15 GB (with 20 GB EU data)",
  "stated_12_month_total": 588,
  "currency": "DKK",
  "sources_cited": [
   "https://www.flexii.dk/24timer",
   "https://www.flexii.dk/mobilabonnement",
   "https://billigsteabonnement.dk/flexii",
   "https://www.berlingske.dk/virksomheder/telenor-kunder-kan-nu-bruge-den-fulde-datapakke-i-hele-eu",
   "https://mobilabonnement.dk/mobilselskaber/lyca-mobile/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Flexii Fri tale + 15 GB (with 20 GB EU data): EUR 71 a year by the key's facts; the cheapest fitting plan is lyca mobile|all in one 49 at EUR 66 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "ee-senior",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_1ee1c32f-797c-43a8-8556-fa6dcf3bc61e",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "no_fit",
   "final_answer": {
    "operator": "Tele2",
    "plan": "Kõnekaart Helista 2,95 + Surfa 1,95",
    "monthly_price": 4.9,
    "est_12_month_total": 58.8,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "Tele2",
  "plan": "Kõnekaart Helista 2,95 + Surfa 1,95",
  "stated_12_month_total": 63.8,
  "currency": "EUR",
  "sources_cited": [
   "https://tele2.ee/paketid/konekaart/helista-ja-surfa-10-95",
   "https://tele2.ee/paketid/konekaart/helista-piiramatult",
   "https://tele2.ee/paketid/mobiilipaketid",
   "https://www.telia.ee/era/mobiil/mobiilne-elu/",
   "https://elisa.ee/et/eraklient/internet/mobiilne-internet/nutitelefoni"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Tele2 Kõnekaart Helista 2,95 + Surfa 1,95 doesn't meet the need: not a single comparable plan (combination / top-up).",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "es-light",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_504522b4-2c85-47fb-8166-48155e9bc2b7",
  "follow_up": {
   "outcome": "dropped",
   "verdict_after": "original_now_right",
   "final_answer": {
    "operator": "MásMóvil",
    "plan": "Tarifa Más 15 GB",
    "monthly_price": 4.9,
    "est_12_month_total": 58.8,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "MásMóvil",
  "plan": "Tarifa Más 15 GB",
  "stated_12_month_total": 58.8,
  "currency": "EUR",
  "sources_cited": [
   "https://www.masmovil.es/tarifas-moviles/tarifa-movil-barata",
   "https://www.masmovil.es/tarifas-moviles",
   "https://www.kelisto.es/telefonia-movil/mejor-compra/las-6-mejores-tarifas-moviles-3754",
   "https://blog.masmovil.es/comparativa-de-las-mejores-tarifas-moviles-de-masmovil/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "MásMóvil Tarifa Más 15 GB: EUR 59 a year by the key's facts; the cheapest fitting plan is m sm vil|m s 15gb at EUR 59 (within the tolerance).",
  "flags": [
   "cites comparison/deal sites: kelisto.es",
   "no source on the operator's own site"
  ],
  "failure_step": null
 },
 {
  "question": "fi-family3",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_3905a99d-e303-4b8c-9ed1-f82b8a3d75cb",
  "follow_up": null,
  "operator": "Oomi Mobiili",
  "plan": "Oomi Mobiili 4G 10M (x3 lines)",
  "stated_12_month_total": 734.64,
  "currency": "EUR",
  "sources_cited": [
   "https://oomi.fi/mobiili/puhelinliittymat/",
   "https://operaattorit.fi/oomi/",
   "https://www.xn--puhelinliittymt-elb.com/oomi-mobiili/",
   "https://puhelinliittymat.fi/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Oomi Mobiili Oomi Mobiili 4G 10M (x3 lines): EUR 735 a year by the key's facts; the cheapest fitting plan is oomi|oomi mobiili 4g 10m at EUR 735 (within the tolerance).",
  "flags": [
   "no source on the operator's own site"
  ],
  "failure_step": null
 },
 {
  "question": "fr-tablet",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_6078652b-8d20-4838-a1b9-c192011f6794",
  "follow_up": {
   "outcome": "excluded",
   "verdict_after": "excluded",
   "final_answer": {
    "operator": "Lebara",
    "plan": "Forfait 50 Go (eSIM, sans engagement)",
    "monthly_price": 5.99,
    "est_12_month_total": 71.88,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Ubigi",
  "plan": "France 20GB monthly data-only eSIM (auto-renew, cancel after 3 months)",
  "stated_12_month_total": 108,
  "currency": "EUR",
  "sources_cited": [
   "https://cellulardata.ubigi.com/rates-and-coverage/france-data-plans/france-20gb/",
   "https://www.how-to-france.com/communication/esim",
   "https://en.selectra.info/broadband-phone-france/esim-france/ubigi"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): whether Lebara's 50 Go at EUR 5.99 was on sale on the test date can't be verified (in Lebara's page data on 27 Oct, not seen in the owner's check of 22 Oct, withdrawn by 2 Nov).",
  "flags": [
   "cites comparison/deal sites: en.selectra.info"
  ],
  "failure_step": null
 },
 {
  "question": "gb-contract",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_1ad2a13c-ebb7-4755-8bb7-cd6a65d4c9f9",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Talkmobile",
    "plan": "30GB SIM-only",
    "monthly_price": 6.95,
    "est_12_month_total": 83.4,
    "currency": "GBP",
    "changed": true
   }
  },
  "operator": "Talkmobile",
  "plan": "20GB SIM-only (unlimited UK minutes & texts, 5G, 30-day rolling)",
  "stated_12_month_total": 71.4,
  "currency": "GBP",
  "sources_cited": [
   "https://www.uswitch.com/mobiles/compare/sim_only_deals/talkmobile/",
   "https://www.mymobiles.com/sim-only-deals/cheapest",
   "https://www.moneysupermarket.com/mobile-phones/sim-only/networks/talkmobile/",
   "https://www.simsherpa.com/sim-only-deals/talkmobile",
   "https://www.talkmobile.co.uk/sim-only-deals"
  ],
  "verdict": "not_found",
  "reason": "The plan or price isn't sold by the operator today.",
  "detail": "Talkmobile has no 20 GB plan: its own SIM-only page (read 22 Oct) lists 10 GB at GBP 5.95, 30 GB at GBP 6.95 and 60 GB at GBP 7.95 a month. The GBP 5.95 price belongs to the 10 GB plan, too small for 20 GB. The cheapest fitting plan is Talkmobile 30 GB (Veritaset's answer).",
  "flags": [
   "cites comparison/deal sites: uswitch.com"
  ],
  "failure_step": "3. read the details"
 },
 {
  "question": "hu-trip",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_4a5692f9-9217-4781-9ffa-f4530f929e93",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Netfone",
    "plan": "100 Perces 20GB (hűség nélkül)",
    "monthly_price": 4190,
    "est_12_month_total": 50280,
    "currency": "HUF",
    "changed": true
   }
  },
  "operator": "One",
  "plan": "Tuti Feltöltőkártya + 20 GB data add-on (30 days)",
  "stated_12_month_total": 66500,
  "currency": "HUF",
  "sources_cited": [
   "https://www.one.hu/mobilszolgaltatasok/feltoltokartyas-tarifacsomag",
   "https://www.one.hu/ugyintezes/hasznos/roaming/euroaming",
   "https://digital-strategy.ec.europa.eu/en/faqs/roaming-questions-answers",
   "https://www.yettel.hu/prime-tarifa-huseg-nelkul"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "One Tuti Feltöltőkártya + 20 GB data add-on (30 days) doesn't meet the need: not a single comparable plan (combination / top-up).",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "ie-senior",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_9e7190f2-10a6-4220-9d19-123e992ce147",
  "follow_up": null,
  "operator": "Lycamobile",
  "plan": "Lyca Unlimited",
  "stated_12_month_total": 116.87,
  "currency": "EUR",
  "sources_cited": [
   "https://www.lycamobile.ie/en/bundles/pay-as-you-go-sim/",
   "https://www.smartsaver.ie/mobile/providers/lycamobile",
   "https://irishsim.com/",
   "https://switcher.ie/mobiles/",
   "https://oi.ie/en/the-cheapest-pay-as-you-go-mobile-plans-in-ireland-in-2026/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Lycamobile Lyca Unlimited: EUR 116 a year by the key's facts; the cheapest fitting plan is lyca mobile|lyca unlimited 28 day bundle price for life for first 50 000 new customers joining before 30 11 2026 at EUR 116 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "it-unlimited",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_6dfa1243-bbd1-4add-aa9b-7c5bf6c83ccb",
  "follow_up": {
   "outcome": "kept",
   "verdict_after": "price_not_open",
   "final_answer": {
    "operator": "WindTre",
    "plan": "GO Unlimited",
    "monthly_price": 9.99,
    "est_12_month_total": 119.88,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "WindTre",
  "plan": "GO Unlimited",
  "stated_12_month_total": 129.88,
  "currency": "EUR",
  "sources_cited": [
   "https://www.windtre.it/all-inclusive/go-unlimited",
   "https://selectra.net/internet/guida/offerte/sim-giga-illimitati",
   "https://selectra.net/internet/operatori/windtre/mobile/giga-illimitati-999",
   "https://chiedimico.it/blog/windtre-go-unlimited-2026-recensione"
  ],
  "verdict": "price_not_open",
  "reason": "The price isn't available to every new customer (code, port-in or similar).",
  "detail": "WindTre GO Unlimited, EUR 9.99 a month with 100 GB (owner check 22 Oct). The speed after 100 GB isn't confirmed (ChatGPT quoted WindTre's page as 'up to 10 Mbps'). If it is 10 Mbit/s or more and the offer isn't limited to people porting from certain operators, it fits the 'truly unlimited' need and beats Veritaset's CMLink (EUR 216 a year) by about EUR 96: a Veritaset miss. | Checked 2 Nov (ops, windtre.it/all-inclusive/go-unlimited, HTTP 200): 'L'offerta è disponibile per i nuovi clienti provenienti da:' a list of about 40 operators (Iliad, Fastweb, PosteMobile, CoopVoce…): a port-in offer, so not open to every new customer; after the full-speed GB 'fino a 10 Mbps'. Verdict stands.",
  "flags": [
   "cites comparison/deal sites: selectra.net"
  ],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "pl-contract",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_2d7bd928-9f8a-493f-bf34-9658df26edf1",
  "follow_up": null,
  "operator": "CrossMobile",
  "plan": "Mega HIT Oferta",
  "stated_12_month_total": 100,
  "currency": "PLN",
  "sources_cited": [
   "https://www.crossmobile.pl/oferta/mega-hit-oferta/",
   "https://www.crossmobile.pl/",
   "https://www.crossmobile.pl/najtanszy-abonament-komorkowy/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "CrossMobile Mega HIT Oferta: EUR 24 a year by the key's facts; the cheapest fitting plan is crossmobile|crossmobile mega hit oferta at EUR 24 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "pt-heavy",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_951296be-16fc-44a2-ac5f-d858ac4324e4",
  "follow_up": null,
  "operator": "DIGI",
  "plan": "Móvel 150 GB",
  "stated_12_month_total": 60,
  "currency": "EUR",
  "sources_cited": [
   "https://www.digi.pt/tarifarios-telemovel/movel-150gb",
   "https://www.digi.pt/en/mobile-plans/mobile-150gb",
   "https://4gnews.pt/tarifario-telemovel-melhor-preco/",
   "https://tek.sapo.pt/noticias/telecomunicacoes/artigos/qual-o-melhor-plano-de-telecomunicacoes-para-si-guia-de-internet-movel-e-fixa-para-cada-necessidade/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "DIGI Móvel 150 GB: EUR 60 a year by the key's facts; the cheapest fitting plan is digi|m vel 150gb at EUR 60 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "ro-unlimited",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_62350b02-945c-4019-a1ea-69ed1e333436",
  "follow_up": null,
  "operator": "Vodafone",
  "plan": "EASY Boost",
  "stated_12_month_total": 54,
  "currency": "EUR",
  "sources_cited": [
   "https://easy.vodafone.ro/",
   "https://www.mobilissimo.ro/editoriale-diverse/cat-de-nelimitat-este-de-fapt-internetul-nelimitat-in-octombrie-2026-unde-apar-pragurile-reducerile-de-viteza-si-conditiile-la-orange-vodafone-digi-si-yoxo",
   "https://gadgetreport.ro/cele-mai-bune-oferte-de-internet-mobil-din-romania-in-octombrie-2026/",
   "https://www.yoxo.ro/abonament/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Vodafone EASY Boost: EUR 51 a year by the key's facts; the cheapest fitting plan is orange romania|yoxo nelimitat 5g at EUR 47 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "se-tablet",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_a6bd2318-41f2-4dbb-bba8-d37fa5802ee6",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Lycamobile",
    "plan": "Lyca Fast Pris 120 GB",
    "monthly_price": 99,
    "est_12_month_total": 1188,
    "currency": "SEK",
    "changed": true
   }
  },
  "operator": "Hallon",
  "plan": "Mobilt bredband 20 GB",
  "stated_12_month_total": 1648,
  "currency": "SEK",
  "sources_cited": [
   "https://www.hallon.se/bredband",
   "https://www.hallon.se/mobilabonnemang",
   "https://www.smarto.se/mobilabonnemang/surf-20gb"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Hallon Mobilt bredband 20 GB: by the assistant's own figure SEK 1648 a year (about EUR 148); the cheapest fitting plan is lycamobile|lyca fast pris 120gb at EUR 107, so it overpays at least EUR 41 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-budget-15",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_9baa9789-0c5e-4242-8396-decfd2c09259",
  "follow_up": null,
  "operator": "Infimobile",
  "plan": "5GB Pro Plus",
  "stated_12_month_total": 81,
  "currency": "USD",
  "sources_cited": [
   "https://infimobile.com/",
   "https://bestguide.com/review/infimobile/",
   "https://blog.infimobile.com/info/5gb-phone-plans-under-10/",
   "https://www.bestphoneplans.net/plans/infimobile-5gb",
   "https://tax.ohio.gov/business/sales-and-use-tax/rate-tables/by-county-q4-2026"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Infimobile 5GB Pro Plus: EUR 64 a year by the key's facts; the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64 (within the tolerance).",
  "flags": [
   "cites comparison/deal sites: bestphoneplans.net"
  ],
  "failure_step": null
 },
 {
  "question": "us-esim-15",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_55c41578-172e-4dbd-b0e0-f1225c20f142",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "15GB Promotional Plan (12 months)",
    "monthly_price": 9,
    "est_12_month_total": 108,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "Power 20GB (unlimited talk & text)",
  "stated_12_month_total": 280,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/buy/custom_plans",
   "https://americanphoneplans.com/carriers/tello",
   "https://tello.com/",
   "https://www.mintmobile.com/plans/",
   "https://www.usmobile.com/plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Power 20GB (unlimited talk & text): by the assistant's own figure USD 280 a year (about EUR 241); the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays at least EUR 148 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-family3",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_e5fb0353-c2b2-4c99-b683-8589d6084a72",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "10GB Unlimited (12 months prepaid) x3 lines",
    "monthly_price": 18.75,
    "est_12_month_total": 225,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "Everyday 10GB (unlimited talk/text + 10GB data/hotspot) x3 lines",
  "stated_12_month_total": 600,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/",
   "https://tello.com/buy/family_plans",
   "https://blog.tello.com/news/halloween-deal-10gb-for-10-mo-first-3-months/",
   "https://saveonphone.com/plans/tello-10gb-plan/",
   "https://www.usmobile.com/plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Everyday 10GB (unlimited talk/text + 10GB data/hotspot) x3 lines: by the assistant's own figure USD 600 a year (about EUR 516); the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 194, so it overpays at least EUR 322 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-heavy",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_0fa97ca6-2ad2-40a3-bb74-3a50313edaa5",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "US Mobile",
    "plan": "Unlimited Starter Annual",
    "monthly_price": 16.58,
    "est_12_month_total": 199,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Visible",
  "plan": "Visible (base) with the $75/6-months port-in promo",
  "stated_12_month_total": 225,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Visible Visible (base) with the $75/6-months port-in promo: by the assistant's own figure USD 225 a year (about EUR 194); the cheapest fitting plan is us mobile|unlimited starter annual at EUR 171, so it overpays at least EUR 22 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-light",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_ba6c0bf2-0d55-401b-90c1-b2c09425565d",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "10GB 12-month",
    "monthly_price": 6.25,
    "est_12_month_total": 75,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "Custom Build Your Own: 2 GB data + 300 minutes + unlimited text",
  "stated_12_month_total": 120,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/buy/custom_plans",
   "https://www.bestphoneplans.net/plans/tello-2gb-300-mins",
   "https://ecommerceparadise.com/tello-pricing/",
   "https://www.usmobile.com/help/docs/our-plans/core-plans/low-data-plans",
   "https://www.redpocket.com/plans"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Custom Build Your Own: 2 GB data + 300 minutes + unlimited text: by the assistant's own figure USD 120 a year (about EUR 103); the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64, so it overpays at least EUR 39 a year (not read: its own price already loses).",
  "flags": [
   "cites comparison/deal sites: bestphoneplans.net"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-mexico-amount",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_243a64da-e4b0-4ec1-835b-20b58a5eee2a",
  "follow_up": null,
  "operator": "Visible (by Verizon)",
  "plan": "Visible+",
  "stated_12_month_total": 360,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com/plans",
   "https://esimlounge.com/blog/visible-international-roaming",
   "https://www.whistleout.com/CellPhones/Guides/best-phone-plans-for-travel-to-mexico",
   "https://coveragemap.com/coverage/us/texas/el-paso/el-paso"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): the key can't cost the Mexico passes consistently.",
  "flags": [
   "cites comparison/deal sites: whistleout.com",
   "deal wording in the answer: promo code"
  ],
  "failure_step": null
 },
 {
  "question": "us-tablet",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_4dc5db6c-4d0c-4a30-907e-07dd408b04fb",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "15 GB — 12 Months",
    "monthly_price": 9,
    "est_12_month_total": 108,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "Build Your Own 20 GB data-only (no minutes) on T-Mobile network",
  "stated_12_month_total": 250,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/",
   "https://tello.com/buy/custom_plans",
   "https://www.phonearena.com/news/Tellos-flexible-plans-have-been-simplified-pay-less-for-even-more-data_id179400",
   "https://bestmvno.com/compare/data-only-plans/",
   "https://comparewirelesscarriers.com/city/minneapolis-mn/"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Build Your Own 20 GB data-only (no minutes) on T-Mobile network: by the assistant's own figure USD 250 a year (about EUR 215); the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays at least EUR 122 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-verizon-unlimited",
  "assistant": "Grok app, Auto mode, standard subscription",
  "kind": "consumer app",
  "conversation": "https://grok.com/share/c2hhcmQtMw_0101eafc-c37d-4d80-9be6-7a006beb2ee7",
  "follow_up": {
   "outcome": "excluded",
   "verdict_after": "excluded",
   "final_answer": {
    "operator": "Total Wireless",
    "plan": "Total MAX 5G BYO",
    "monthly_price": 20,
    "est_12_month_total": 250,
    "currency": "USD",
    "changed": false
   }
  },
  "operator": "Total Wireless",
  "plan": "Total MAX 5G BYO",
  "stated_12_month_total": 300,
  "currency": "USD",
  "sources_cited": [
   "https://www.totalwireless.com/plans",
   "https://www.totalwireless.com/byop",
   "https://www.visible.com/plans",
   "https://www.usmobile.com/plans"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): a Visible offer ($75 for the first 6 months, 'Offer Ends 10/29') may have been the cheapest on the test date; it ended before we could read it on Visible's own page, so the key can't be verified.",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "at-light",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/sTzDSVTYpY7R",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Raiffeisen Mobil",
    "plan": "mobil S",
    "monthly_price": 4.9,
    "est_12_month_total": 58.8,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "spusu",
  "plan": "spusu 4.000",
  "stated_12_month_total": 69.6,
  "currency": "EUR",
  "sources_cited": [
   "https://www.spusu.at/",
   "https://selectra.at/internet-tv/anbieter/spusu"
  ],
  "verdict": "not_found",
  "reason": "The plan or price isn't sold by the operator today.",
  "detail": "No 'spusu 4.000' on spusu's own site (read 22 Oct) nor in Veritaset's spusu data (read 12 and 20 Oct): spusu sells mini (EUR 3.90, 1 GB, too small), 12.000 (EUR 7.90, 10 GB) and larger plans. The plan as stated isn't sold. The cheapest fitting plan is Raiffeisen Mobil S at EUR 59 a year (Veritaset's answer).",
  "flags": [
   "cites comparison/deal sites: selectra.at"
  ],
  "failure_step": "2. use today's offers"
 },
 {
  "question": "cz-heavy",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/CC3Y3xMBe5Qe",
  "follow_up": null,
  "operator": "T-Mobile",
  "plan": "Twist 100 GB (Limited Edition Prepaid)",
  "stated_12_month_total": 4140,
  "currency": "CZK",
  "sources_cited": [
   "https://eshop.t-mobile.cz/",
   "https://www.gelis.cz/t-mobile-100gb-sim-karta/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "T-Mobile Twist 100 GB (Limited Edition Prepaid): EUR 163 a year by the key's facts; the cheapest fitting plan is t mobile|edice 100gb at EUR 163 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "de-family3",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/st9IMyTVAlG7",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Lebara",
    "plan": "Allnet 20 GB Flex",
    "monthly_price": 5.99,
    "est_12_month_total": 275.61,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "BIGSIM",
  "plan": "Allnet Flat 25 GB",
  "stated_12_month_total": 311.61,
  "currency": "EUR",
  "sources_cited": [
   "https://www.handyhase.de/magazin/drillisch/"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "BIGSIM Allnet Flat 25 GB: by the assistant's own figure EUR 311.61 a year (about EUR 312); the cheapest fitting plan is lebara|allnet 20gb at EUR 240, so it overpays at least EUR 72 a year (not read: its own price already loses).",
  "flags": [
   "no source on the operator's own site"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "dk-trip",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/ML1Gpu0ZYk0N",
  "follow_up": null,
  "operator": "Flexii",
  "plan": "15 GB data + Fri tale",
  "stated_12_month_total": 528,
  "currency": "DKK",
  "sources_cited": [
   "https://www.flexii.dk/24timer",
   "https://mobilabonnement.dk/billigste/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Flexii 15 GB data + Fri tale: EUR 71 a year by the key's facts; the cheapest fitting plan is lyca mobile|all in one 49 at EUR 66 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "ee-senior",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/FtXehsH7QO5s",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Tele2",
    "plan": "2 GB",
    "monthly_price": 5.5,
    "est_12_month_total": 66.0,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Tele2",
  "plan": "Helista 2,95 (Prepaid)",
  "stated_12_month_total": 35.4,
  "currency": "EUR",
  "sources_cited": [
   "https://tele2.ee/paketid/konekaart"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "Tele2 'Helista 2,95' is a calls-only pack: 1,000 minutes and 100 SMS, no data (tele2.ee/paketid/konekaart, read 22 Oct). The question needs 1 GB of data. The cheapest fitting plan is Tele2 2 GB at EUR 66 (Veritaset's answer).",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "es-light",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/slQ4ZFrFyF3b",
  "follow_up": {
   "outcome": "dropped",
   "verdict_after": "original_now_right",
   "final_answer": {
    "operator": "MásMóvil",
    "plan": "Más 15 GB",
    "monthly_price": 4.9,
    "est_12_month_total": 58.8,
    "currency": "EUR",
    "changed": false
   }
  },
  "operator": "MásMóvil",
  "plan": "Más 15 GB",
  "stated_12_month_total": 58.8,
  "currency": "EUR",
  "sources_cited": [
   "https://www.rastreator.com/telefonia/guias/tarifas-de-movil-mas-baratas",
   "https://www.kelisto.es/telefonia-movil/mejor-compra/las-6-mejores-tarifas-moviles-3754"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "MásMóvil Más 15 GB: EUR 59 a year by the key's facts; the cheapest fitting plan is m sm vil|m s 15gb at EUR 59 (within the tolerance).",
  "flags": [
   "cites comparison/deal sites: kelisto.es, rastreator.com",
   "no source on the operator's own site"
  ],
  "failure_step": null
 },
 {
  "question": "fi-family3",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/iSbNrhslk4jQ",
  "follow_up": null,
  "operator": "Oomi Mobiili",
  "plan": "4G 10M",
  "stated_12_month_total": 749.61,
  "currency": "EUR",
  "sources_cited": [
   "https://puhelinliittymat.fi/",
   "https://vertaa-kilpailuttajat.fi/halvin-puhelinliittyma/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "Oomi Mobiili 4G 10M: EUR 735 a year by the key's facts; the cheapest fitting plan is oomi|oomi mobiili 4g 10m at EUR 735 (within the tolerance).",
  "flags": [
   "no source on the operator's own site"
  ],
  "failure_step": null
 },
 {
  "question": "fr-tablet",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/3byeTtQssySo",
  "follow_up": {
   "outcome": "excluded",
   "verdict_after": "excluded",
   "final_answer": {
    "operator": "Lebara",
    "plan": "Forfait 50 Go",
    "monthly_price": 5.99,
    "est_12_month_total": 71.88,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "MobiMatter",
  "plan": "eSIMGo France 20 GB",
  "stated_12_month_total": 203.88,
  "currency": "USD",
  "sources_cited": [
   "https://mobimatter.com/fr/travel-esim/esimgo-france-20-gb-esim"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): whether Lebara's 50 Go at EUR 5.99 was on sale on the test date can't be verified (in Lebara's page data on 27 Oct, not seen in the owner's check of 22 Oct, withdrawn by 2 Nov).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "gb-contract",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/irYihXsRLv4M",
  "follow_up": null,
  "operator": "Lebara",
  "plan": "20GB SIM Only (Uswitch Exclusive)",
  "stated_12_month_total": 70.89,
  "currency": "GBP",
  "sources_cited": [
   "https://www.uswitch.com/mobiles/compare/sim_only_deals/"
  ],
  "verdict": "outside_scope",
  "reason": "Found only through a comparison site; outside the operator-price rule, not scored.",
  "detail": "Lebara 20 GB 'Uswitch Exclusive' (Gemini's own label): a deal sold through Uswitch, not Lebara's own price. Under the method only the operator's own price counts; counted separately as an intermediary deal. The cheapest fitting plan bought directly is Talkmobile 30 GB (Veritaset's answer).",
  "flags": [
   "cites comparison/deal sites: uswitch.com",
   "no source on the operator's own site"
  ],
  "failure_step": null
 },
 {
  "question": "hu-trip",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/con85UXw5mfp",
  "follow_up": {
   "outcome": "changed_wrong",
   "verdict_after": "no_fit",
   "final_answer": {
    "operator": "JuPiNet mobil",
    "plan": "100 perc + 20 GB",
    "monthly_price": 4190,
    "est_12_month_total": 50280,
    "currency": "HUF",
    "changed": true
   }
  },
  "operator": "One Hungary",
  "plan": "Pay as you go (Feltöltőkártyás) + 20 GB data add-on",
  "stated_12_month_total": 68880,
  "currency": "HUF",
  "sources_cited": [
   "https://www.one.hu/english",
   "https://www.telekom.hu/lakossagi/szolgaltatasok/internet/mobilinternet/domino-mobilinternet-csomagok"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "One Hungary Pay as you go (Feltöltőkártyás) + 20 GB data add-on doesn't meet the need: not a single comparable plan (combination / top-up).",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "ie-senior",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/P5jBwa7WVOPg",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Lyca Mobile",
    "plan": "Lyca Unlimited",
    "monthly_price": 8.99,
    "est_12_month_total": 116.87,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Clear Mobile",
  "plan": "Unlimited 5G Data & Calls",
  "stated_12_month_total": 155.88,
  "currency": "EUR",
  "sources_cited": [
   "https://clearmobile.ie/",
   "https://gomo.ie/"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Clear Mobile Unlimited 5G Data & Calls: by the assistant's own figure EUR 155.88 a year (about EUR 156); the cheapest fitting plan is lyca mobile|lyca unlimited 28 day bundle price for life for first 50 000 new customers joining before 30 11 2026 at EUR 116, so it overpays at least EUR 40 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "it-unlimited",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/2saoaakiUU11",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "CMLink",
    "plan": "Piano mensile Illimitato",
    "monthly_price": 17.99,
    "est_12_month_total": 216.88,
    "currency": "EUR",
    "changed": true
   }
  },
  "operator": "Fastweb",
  "plan": "Mobile Ultra",
  "stated_12_month_total": 249.4,
  "currency": "EUR",
  "sources_cited": [
   "https://www.fastweb.it/adsl-fibra-ottica/fastweb-mobile-ultra/",
   "https://verymobile.it/offerte/very-999-unlimited"
  ],
  "verdict": "overpay_12_50",
  "reason": "Fits, but costs EUR 12-50 a year more than the cheapest fitting plan.",
  "detail": "Fastweb Mobile Ultra: by the assistant's own figure EUR 249.4 a year (about EUR 249); the cheapest fitting plan is cmlink|piano mensile illimitato at EUR 216, so it overpays at least EUR 34 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "pl-contract",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/T0A42GtHPBer",
  "follow_up": null,
  "operator": "CrossMobile",
  "plan": "MEGA HIT OFERTA",
  "stated_12_month_total": 112,
  "currency": "PLN",
  "sources_cited": [
   "https://www.crossmobile.pl/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "CrossMobile MEGA HIT OFERTA: EUR 24 a year by the key's facts; the cheapest fitting plan is crossmobile|crossmobile mega hit oferta at EUR 24 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "pt-heavy",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/gy3r2VeiRDDn",
  "follow_up": null,
  "operator": "DIGI",
  "plan": "DIGI 150 GB",
  "stated_12_month_total": 60.0,
  "currency": "EUR",
  "sources_cited": [
   "https://www.digi.pt/en/mobile-plans/",
   "https://selectra.pt/tv-net-voz/operadoras/digi-portugal/tarifarios",
   "https://www.growinportugal.com/internet-and-telecom-in-portugal-compared"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "DIGI DIGI 150 GB: EUR 60 a year by the key's facts; the cheapest fitting plan is digi|m vel 150gb at EUR 60 (within the tolerance).",
  "flags": [
   "cites comparison/deal sites: selectra.pt"
  ],
  "failure_step": null
 },
 {
  "question": "ro-unlimited",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/BzXmtbUlD69w",
  "follow_up": null,
  "operator": "YOXO (Orange)",
  "plan": "Nelimitat 5G",
  "stated_12_month_total": 47.1,
  "currency": "EUR",
  "sources_cited": [
   "https://www.yoxo.ro/abonament/",
   "https://www.yoxo.ro/oferta-de-abonamente/"
  ],
  "verdict": "right",
  "reason": "Fits the need and costs at most about EUR 12 a year more than the cheapest fitting plan.",
  "detail": "YOXO (Orange) Nelimitat 5G: EUR 47 a year by the key's facts; the cheapest fitting plan is orange romania|yoxo nelimitat 5g at EUR 47 (within the tolerance).",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "se-tablet",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/HpIKwxqsMxjN",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Lycamobile",
    "plan": "Lyca Fast Pris 120 GB",
    "monthly_price": 99.0,
    "est_12_month_total": 1188.0,
    "currency": "SEK",
    "changed": true
   }
  },
  "operator": "eSimla",
  "plan": "Sweden eSIM 20 GB - 30 days",
  "stated_12_month_total": 96.0,
  "currency": "USD",
  "sources_cited": [
   "https://esimla.com/esim-package/sweden-20gb-30-days-esim/dGZidFgxS1c0VUg4aGFCSi9kU3VuUTBJWnBPc0lsVDBNNmdjWVlpSVptOG1pSGMzL0dVY1VEcTkvcFZKTVM0bWVteXczV2IzY2poVFFKVEQrK25zQ1E9PQ,,"
  ],
  "verdict": "no_fit",
  "reason": "Doesn't meet the need as stated.",
  "detail": "eSimla sells travel eSIMs, it isn't a Swedish operator. Owner rule (22 Oct): eSIM resellers don't count for domestic questions.",
  "flags": [],
  "failure_step": "4. check the conditions"
 },
 {
  "question": "us-budget-15",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/Mbhiv8ObtOXf",
  "follow_up": {
   "outcome": "no_answer",
   "verdict_after": "no_answer",
   "final_answer": null
  },
  "operator": "T-Mobile",
  "plan": "Connect 5GB",
  "stated_12_month_total": 180.0,
  "currency": "USD",
  "sources_cited": [
   "https://prepaid.t-mobile.com/connect/phone-plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "T-Mobile Connect 5GB: by the assistant's own figure USD 180.0 a year (about EUR 155); the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64, so it overpays at least EUR 90 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-esim-15",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/coNoNRUlMM0l",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "15GB - 12 Months",
    "monthly_price": 9,
    "est_12_month_total": 108,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello",
  "plan": "20GB Plan (Power)",
  "stated_12_month_total": 240,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/",
   "https://www.businessinsider.com/guides/deals/tello-mobile-plans-prices-deals"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello 20GB Plan (Power): EUR 206 a year by the key's facts; the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays EUR 114 a year.",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-family3",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/QmMClywBGYLc",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "10GB — 12 Months",
    "monthly_price": 18.75,
    "est_12_month_total": 225.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello",
  "plan": "10GB Data",
  "stated_12_month_total": 540.0,
  "currency": "USD",
  "sources_cited": [
   "https://www.mvnousa.com/all-plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello 10GB Data: EUR 464 a year by the key's facts; the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 194, so it overpays EUR 271 a year.",
  "flags": [
   "no source on the operator's own site"
  ],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-heavy",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/QubcNT27fQtf",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "US Mobile",
    "plan": "Unlimited Starter Annual",
    "monthly_price": 16.58,
    "est_12_month_total": 199.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Visible",
  "plan": "Visible Base Plan",
  "stated_12_month_total": 300.0,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com/plans/base",
   "https://www.visible.com/m/shop/bring-your-own-device"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Visible Visible Base Plan: by the assistant's own figure USD 300.0 a year (about EUR 258); the cheapest fitting plan is us mobile|unlimited starter annual at EUR 171, so it overpays at least EUR 87 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-light",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/qHo2wswvcLP7",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "10GB — 12 Months",
    "monthly_price": 6.25,
    "est_12_month_total": 75.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "Custom (5GB Data + 300 Minutes)",
  "stated_12_month_total": 144.0,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/buy/custom_plans"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile Custom (5GB Data + 300 Minutes): by the assistant's own figure USD 144.0 a year (about EUR 124); the cheapest fitting plan is infimobile|10gb unlimited 12 at EUR 64, so it overpays at least EUR 59 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-mexico-amount",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/0LA30atXQowJ",
  "follow_up": null,
  "operator": "Mint Mobile",
  "plan": "15GB Plan (Billed Annually) + Minternational Passes",
  "stated_12_month_total": 285,
  "currency": "USD",
  "sources_cited": [
   "https://www.mintmobile.com/features/international-roaming/"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): the key can't cost the Mexico passes consistently.",
  "flags": [],
  "failure_step": null
 },
 {
  "question": "us-tablet",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/TePn7VkPzAOT",
  "follow_up": {
   "outcome": "corrected",
   "verdict_after": "right",
   "final_answer": {
    "operator": "Infimobile",
    "plan": "15GB/mo 12-Month Promotional Plan",
    "monthly_price": 9.0,
    "est_12_month_total": 108.0,
    "currency": "USD",
    "changed": true
   }
  },
  "operator": "Tello Mobile",
  "plan": "20GB Data-Only Custom Plan",
  "stated_12_month_total": 240.0,
  "currency": "USD",
  "sources_cited": [
   "https://tello.com/help_center/new-to-tello/what-plans-does-tello-offer",
   "https://www.businessinsider.com/guides/deals/tello-mobile-plans-prices-deals"
  ],
  "verdict": "overpay_50",
  "reason": "Fits, but costs over EUR 50 a year more than the cheapest fitting plan.",
  "detail": "Tello Mobile 20GB Data-Only Custom Plan: by the assistant's own figure USD 240.0 a year (about EUR 206); the cheapest fitting plan is infimobile|15gb 12 months at EUR 93, so it overpays at least EUR 114 a year (not read: its own price already loses).",
  "flags": [],
  "failure_step": "1. see the whole market"
 },
 {
  "question": "us-verizon-unlimited",
  "assistant": "Gemini app, Gemini Pro",
  "kind": "consumer app",
  "conversation": "https://share.gemini.google/IX97TeyxLxlm",
  "follow_up": {
   "outcome": "excluded",
   "verdict_after": "excluded",
   "final_answer": {
    "operator": "Visible by Verizon",
    "plan": "Visible Base",
    "monthly_price": 25,
    "est_12_month_total": 300,
    "currency": "USD",
    "changed": false
   }
  },
  "operator": "Visible by Verizon",
  "plan": "Visible Base",
  "stated_12_month_total": 300,
  "currency": "USD",
  "sources_cited": [
   "https://www.visible.com/plans",
   "https://www.visible.com/plans/base"
  ],
  "verdict": "excluded",
  "reason": "The question is excluded for every assistant; not scored (see detail).",
  "detail": "Excluded for everyone (owner decision 2 Nov 2026): a Visible offer ($75 for the first 6 months, 'Offer Ends 10/29') may have been the cheapest on the test date; it ended before we could read it on Visible's own page, so the key can't be verified.",
  "flags": [],
  "failure_step": null
 }
]