# Credit Karma: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/finance/vendors/credit-karma

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [B2B credit management](https://www.gane.ai/index/finance/receivables/b2b-credit-management/index.md) | 0% | 76 | 40% | 5 |

## What the models said for it

- "Users wanting free basic credit monitoring will find strong options in Credit Karma or Capital One CreditWise." (MiniMax M2.5, B2B credit management)
- "Self-monitoring via Credit Karma, NerdWallet, or your bank's tools" (MiniMax M2.5, B2B credit management)

## And against it

- "it uses VantageScore 3.0 (not always aligned with lender-used FICO scores). Reviews note aggressive upselling of loans/credit cards, potential data privacy concerns" (Grok 4.20, B2B credit management)
- "Over 90% of top lenders use FICO scores, not VantageScore... do not rely on the exact score when applying for a mortgage" (Gemini 3.5 Flash, B2B credit management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Credit Karma, from 4 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- forbes.com: 3
- money.com: 3
- digitalhoney.money: 2
- sourceforge.net: 2
- americanprofessionguide.com: 1
- appvulture.com: 1
- bitdefender.com: 1
- capitalise.com: 1
- capterra.com: 1
- coface.lt: 1

### Pages cited

- https://money.com/best-credit-monitoring-services: 3
- https://forbes.com/advisor/credit-score/best-credit-monitoring-services: 2
- https://americanprofessionguide.com/credit-management-software: 1
- https://appvulture.com/apps-like/credit-karma: 1
- https://bitdefender.com/en-us/blog/hotforsecurity/venmo-business-account-scams: 1
- https://capitalise.com/gb/insights/business-credit-scores/best-credit-risk-management-tools: 1
- https://capterra.com/p/166559/BILL/reviews: 1
- https://capterra.com/p/207081/Ramp/reviews: 1

## In its own words

What Credit Karma's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Price stated: Free to Download (https://boncredit.ai/)
- Starting price: 0 (https://boncredit.ai/)
- Free plan or trial: Free to Download (https://boncredit.ai/)
- Integrations claimed: 10000 (https://boncredit.ai/)

## What it publishes

Every page boncredit.ai exposes, read 2026-09-29: 259 addresses. By kind, pages and the last 90 days:

- blog: 174 pages, 43 in the last 90 days, latest 2026-09-22
- comparison: 35 pages, 13 in the last 90 days, latest 2026-09-21
- template or tool: 10 pages, 0 in the last 90 days, latest 2026-03-20
- glossary or explainer: 13 pages, 2 in the last 90 days, latest 2026-08-25
- Recent: 2026-09-22 blog: Why is tracking your expenses throughout the month important in 2026 https://boncredit.ai/blog/why-is-tracking-your-expenses-throughout-the-month-important-in-2026
- Recent: 2026-09-21 comparison: Static budget vs flexible budget which is right for you https://boncredit.ai/blog/static-budget-vs-flexible-budget-which-is-right-for-you
- Recent: 2026-09-14 blog: Unexpected expenses how to prepare yourself even for the small ones https://boncredit.ai/blog/unexpected-expenses-how-to-prepare-yourself-even-for-the-small-ones
- Recent: 2026-09-10 comparison: Incremental vs zero based budgeting which one fits your income https://boncredit.ai/blog/incremental-vs-zero-based-budgeting-which-one-fits-your-income
- Recent: 2026-08-25 blog: Why is zero based budgeting the best method of budgeting https://boncredit.ai/blog/why-is-zero-based-budgeting-the-best-method-of-budgeting
- Recent: 2026-08-25 blog: How to create an emergency fund https://boncredit.ai/blog/how-to-create-an-emergency-fund

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.