# National Foundation for Credit Counseling: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 2 judge labels across 1 categories by 2 of 14 models. Page: https://finance-ai-index.com/vendors/national-foundation-for-credit-counseling/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| B2B credit management | 0% | 34 | 0% | 2 |

## What the models said for it

- "seek help from a reputable non-profit agency affiliated with the National Foundation for Credit Counseling (NFCC)" (Gemini 3.5 Flash, B2B credit management)
- "use a nonprofit credit counselor from the National Foundation for Credit Counseling for budgeting help" (Muse Glimmer 30B, B2B credit management)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- B2B credit management: 0% to 0%, ±0. Inside the floor by 10 points · rank 32 → 34 of 108.

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.