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m51.ai Lab · NorGEO-Bench

How Norway looks to AI.

We asked ChatGPT, Claude and Gemini 253 questions about Norwegian businesses. Here is who they know — and who they hallucinate.

253
prompts
2 277
runs
1 768
verifications
13 653
mentions
23 103
citations
About Gemini coverage. Gemini responded to only 33 % of our 759 test runs — the rest were blocked or failed. Direct comparisons against ChatGPT and Claude should be interpreted with caution. (32.9 %).
Verified by: claude-opus-4-6Period: Q2 2026Updated: 4/22/2026
Is your company mentioned?

Find your company.

Search by company name or domain. See how often AI models mention you, in what contexts, and what each model actually said.

The index only contains companies and domains that ChatGPT, Claude or Gemini actually mentioned across our 253 prompts. This is not a Brønnøysund-style company register.

Three things that surprised us

Findings from 2,277 runs across 11 industries.

Claude hallucinates 64 % more than ChatGPT

Claude has higher average hallucination severity (0.82) than ChatGPT (0.50) — and twice as many serious cases.

Twelve domains get 67 % of all the credit

LinkedIn, proff.no and Wikipedia dominate source citations. Specialised Norwegian press and trade publications are underrepresented.

0 correct citations across 23 prompts

In some industries (e-commerce, recruiting) AI models never cite the right Norwegian players — a fast GEO opportunity.

Who lies the most?

Average accuracy, hallucination severity and brand-cited rate per platform. Higher accuracy is better (0-3). Lower hallucination is better (0-3).

  • Accuracy
  • Brand cited
  • Hallucination
ChatGPTClaudeGemini00.751.52.2530-30 %25 %50 %75 %100 %
Who lies the most?
PlatformAccuracyHallucinationBrand citedn
ChatGPT2.180.573.4 %759
Claude1.980.8283.4 %711
Gemini1.730.1941.5 %248
ChatGPT · n=759Claude · n=711Gemini · n=248

The industry map

White cells are where AI models are reliable. Red cells are where they hallucinate. Click a cell to filter.

IndustryChatGPTClaudeGemini
Law firms
AI marketing
Banking & insurance
Real estate
Tradespeople
Health clinics
IT consulting
Marketing
E-commerce
Accounting
Recruiting

Color intensity = hallucination risk. Numbers = accuracy (0-3).

Platform
Industry
Intent
Difficulty
Geography

Who gets the credit?

Most cited domains across all 1,768 verifications. Click a domain to see where it is used.

0150300450600proff.nogulesider.no1881.nobytt.nofinansavisen.nolovdata.nochambers.comeiendomsmegler.nomeglerbasen.noadvokatguiden.no

Trusted (gov/wiki)Commercial

The winners — industry by industry

Top 10 companies per industry with a star (★) if we expected them, and without if they are surprises.

Law firms

The winners — industry by industry
  1. Thommessen81
  2. Schjødt69
  3. Wiersholm69
  4. BAHR66
  5. Wikborg Rein59
  6. Legal 50032
  7. Haavind28
  8. Selmer28
  9. Simonsen Vogt Wiig28
  10. Arntzen de Besche21

AI marketing

The winners — industry by industry
  1. ChatGPT101
  2. Claude56
  3. HubSpot44
  4. Jasper43
  5. OpenAI41
  6. Anthropic30
  7. Surfer SEO30
  8. Copy.ai25
  9. Google Ads25
  10. Canva21

Banking & insurance

The winners — industry by industry
  1. DNB88
  2. SpareBank 170
  3. Nordea56
  4. Handelsbanken36
  5. Gjensidige32
  6. Finansportalen29
  7. Fremtind29
  8. If29
  9. Storebrand29
  10. Tryg29

Real estate

The winners — industry by industry
  1. DNB Eiendom68
  2. EiendomsMegler 159
  3. Krogsveen46
  4. PrivatMegleren46
  5. Aktiv Eiendomsmegling25
  6. Finn.no25
  7. Nordvik25
  8. SpareBank 125
  9. Proaktiv Eiendomsmegling17
  10. DNB14

Tradespeople

The winners — industry by industry
  1. Mittanbud32
  2. AF Gruppen25
  3. Veidekke21
  4. Forbrukerrådet20
  5. Brønnøysundregistrene15
  6. Caverion15
  7. Consto15
  8. NCC15
  9. Oslo Børs14
  10. Betonmast12

Health clinics

The winners — industry by industry
  1. Aleris48
  2. Volvat48
  3. Dr.Dropin27
  4. Gjensidige14
  5. If14
  6. Storebrand14
  7. Helfo11
  8. Kry11
  9. Legelisten11
  10. Helsenorge10

IT consulting

The winners — industry by industry
  1. Sopra Steria82
  2. Bouvet70
  3. Capgemini66
  4. Accenture52
  5. Knowit50
  6. Bekk36
  7. Computas33
  8. Deloitte27
  9. Kantega24
  10. Atea23

Marketing

The winners — industry by industry
  1. TRY40
  2. Synlighet25
  3. Anorak15
  4. WPP15
  5. Mementor13
  6. POL13
  7. HubSpot12
  8. NoA10
  9. iProspect10
  10. Carat9

E-commerce

The winners — industry by industry
  1. Shopify107
  2. WooCommerce102
  3. Vipps85
  4. Klarna77
  5. WordPress62
  6. Bring58
  7. Mystore50
  8. Magento46
  9. Adobe Commerce41
  10. PostNord41

Accounting

The winners — industry by industry
  1. Tripletex50
  2. Regnskap Norge39
  3. PwC37
  4. Fiken34
  5. KPMG32
  6. EY31
  7. Deloitte30
  8. BDO29
  9. Azets27
  10. Visma eAccounting22

Recruiting

The winners — industry by industry
  1. Manpower51
  2. Jefferson Wells36
  3. Academic Work35
  4. ManpowerGroup34
  5. Randstad33
  6. Experis26
  7. Jobzone25
  8. Adecco22
  9. Toptemp18
  10. Nigel Wright Group13

The surprises

Companies mentioned often even though they were not in our expected-brands set. Some deserve the spot, others are AI guesses.

015304560StorebrandBrønnøysundregistreneRegnskap NorgeGoogleBekkAltinnMetaBytt.no

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See every answer

Explore all 253 prompts and see what each AI model answered. Use the filters above to narrow down.

253 prompts
Law firmsComparativeEasyadvokat_comparative_001

Hvilke er de største advokatfirmaene i Norge?

Expected brands: Wiersholm, BAHR, Schjødt, Wikborg Rein, Thommessen

Law firmsComparativeMediumadvokat_comparative_002

Hvilke norske advokatfirmaer er best på M&A?

Expected brands: BAHR, Wiersholm, Schjødt, Thommessen

Law firmsComparativeMediumadvokat_comparative_003

Hvilke advokatfirmaer er best for teknologibedrifter i Norge?

Expected brands: Kluge, Bull & Co, Bing Hodneland

Law firmsComparativeMediumadvokat_comparative_004

Hvilke er de beste advokatene på arbeidsrett i Norge?

Law firmsComparativeMediumadvokat_comparative_005

Hvilke advokatfirmaer passer best for startup-bedrifter?

Law firmsComparativeMediumadvokat_comparative_006

Hvilke er de beste advokatfirmaene i Bergen?

Expected brands: Harris, Sands, Thommessen

Law firmsComparativeMediumadvokat_comparative_007

Hvilke advokater er best på norsk skatterett?

Expected brands: Wiersholm, BAHR, Thommessen

Law firmsComparativeEasyadvokat_comparative_008

Hvilke advokatfirmaer er best på kontrakter og forretningsjus?

Law firmsInformationalEasyadvokat_informational_001

Hvordan velger man advokat som bedrift i Norge?

Law firmsInformationalEasyadvokat_informational_002

Hva koster en advokat i timen i Norge?

Law firmsInformationalEasyadvokat_informational_003

Når trenger en bedrift advokat?

Law firmsInformationalMediumadvokat_informational_004

Hva er forskjellen på en advokat og en advokatfullmektig?

How we did it

Open methodology and open data. Everything is reproducible.

License and attribution

The dataset is published under CC BY 4.0. Use it freely — credit m51Lab and cite NorGEO-Bench v1.0 as the source.

NorGEO-Bench v1.0 · Q2 2026 · CC BY 4.0 · Verified by: claude-opus-4-6

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Data: NorGEO-Bench v1.0 (CC BY 4.0) · m51Lab
Updated: 4/22/2026Privacy