# Hummingbird: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/finance/vendors/hummingbird

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AML and transaction monitoring](https://www.gane.ai/index/finance/tax/aml-and-transaction-monitoring/index.md) | 0% | 24 | 0% | 6 |

## What the models said for it

- "Prioritize: Cloud-native, API-first platforms ... (e.g., Unit21, ComplyAdvantage, Flagright, Hummingbird, Hawk AI, Alloy)" (Gemini 3.5 Flash, AML monitoring)
- "Consider Hummingbird if you're in a heavily regulated industry" (Kimi K2, AML monitoring)

## 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 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Hummingbird, from 14 of the 16 answers that named it (only the models that return a source list).

### Domains cited

- fintechspecs.com: 9
- fraudio.com: 9
- bureau.id: 7
- flagright.com: 6
- github.com: 6
- amlwatcher.com: 5
- complyadvantage.com: 4
- knowyourcustomer.com: 4
- shuftipro.com: 4
- a-us.storyblok.com: 3

### Pages cited

- https://fintechspecs.com/blog/best-aml-transaction-monitoring-software-fintech: 9
- https://bureau.id/resources/blog/transaction-monitoring-software: 7
- https://github.com/ishandutta2007/Awesome-AML-Transaction-Monitoring: 6
- https://amlwatcher.com/blog/aml-software-vendors: 5
- https://knowyourcustomer.com/insights/best-aml-compliance-software-platforms: 4
- https://a-us.storyblok.com/f/1012896/x/98c3bbb564/aml-transaction-monitoring-solutions-2024.pdf: 3
- https://fintechspecs.com/blog/best-transaction-monitoring-tools-fintech: 3
- https://guideflow.com/blog/aml-software: 3

## In its own words

What Hummingbird's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Unified Risk & Compliance Operations (https://hummingbird.co/)
- For: compliance teams (https://hummingbird.co/)
- Integrations claimed: 50 (https://hummingbird.co/)
- Customers named: Grasshopper Bank, BHG Financial, MoonPay

## What it publishes

Every page hummingbird.co exposes, read 2026-10-05: 433 addresses. By kind, pages and the last 90 days:

- blog: 96 pages, 1 in the last 90 days, latest 2026-09-15
- webinar or virtual event: 26 pages, 0 in the last 90 days, latest 2023-02-07
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 34 pages, 0 in the last 90 days, latest 2023-02-15
- podcast or video: 10 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-15 blog: Introducing agent orchestration platform https://www.hummingbird.co/resources/introducing-agent-orchestration-platform
- Recent: 2026-03-13 blog: Field guide to compliance ai https://www.hummingbird.co/resources/field-guide-to-compliance-ai
- Recent: 2026-03-13 blog: Field guide to compliance ai https://insights.hummingbird.co/field-guide-to-compliance-ai
- Recent: 2024-02-08 blog: Automations overview video https://www.hummingbird.co/resources/automations-overview-video
- Recent: 2023-04-27 blog: Bring all people businesses financial institutions and products into view https://www.hummingbird.co/resources/bring-all-people-businesses-financial-institutions-and-products-into-view
- Recent: 2023-02-15 glossary or explainer: What is hummingbird https://help.hummingbird.co/general/what-is-hummingbird

## 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.