# Bench: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 8 judge labels across 1 categories by 4 of 14 models. Page: https://finance-ai-index.com/vendors/bench/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| AI accounting assistants | 0% | 83 | 62% | 8 |

## What the models said for it

- "Bench is frequently called the most affordable human-assisted service for tight budgets" (Muse Glimmer 30B, AI accounting assistants)

## And against it

- "abruptly shut down, locking thousands of small businesses out of their financial data right before tax season... clients have continued to report reliability and support issues." (Gemini 3.5 Flash, AI accounting assistants)
- "Abruptly shut down Dec 2024, locking out 11,000+ businesses before year-end; sold in a fire sale" (Kimi K2, AI accounting assistants)
- "lightweight, all-in-one AI ledger platforms (like Puzzle, Bench, or basic QuickBooks) are not robust enough" (Gemini 3.5 Flash, AI accounting assistants)
- "only if your budget allows ~$200/month and you want to outsource entirely" (DeepSeek V4 Flash, AI accounting assistants)

## Movement since September 2026

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

- AI accounting assistants: 0% to 0%, ±0. Inside the floor by 10 points · rank 75 → 83 of 85.

## In its own words

What Bench's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Online bookkeeping and tax for small businesses. (https://bench.co/)
- For: small businesses (https://bench.co/)
- Price stated: Simple, transparent pricing (https://bench.co/)
- Starting price: $199/mo (https://bench.co/)
- Free plan or trial: Get caught up for FREE (https://www.bench.co/pricing)
- Certifications: American Institute of Professional Bookkeepers (AIPB), National Association of Certified Public Bookkeepers (NACPB), SOC2 compliant, Licensed tax professionals, certified experts, SOC 2 Type 1 2025 Audit
- Customers named: Krista Misuraca, Sarah Seidelmann, Social Revelation Marketing, Cypress Capital, Goliath Consulting Group, LoadForge, Bria, Chez Realty

## What it publishes

Every page bench.co exposes, read 2026-09-29: 1716 addresses. By kind, pages and the last 90 days:

- blog: 752 pages, 0 in the last 90 days, latest undated
- case study: 2 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 10 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 61 pages, 0 in the last 90 days, latest undated
- comparison: 40 pages, 0 in the last 90 days, latest undated
- template or tool: 13 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 13 pages, 0 in the last 90 days, latest undated
- news or press: 1 pages, 0 in the last 90 days, latest undated

## 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.