# AML and transaction monitoring: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "AML and transaction monitoring platform" and as "anti-money laundering compliance software", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/finance/tax/aml-and-transaction-monitoring

**Standing:** ComplyAdvantage leads with 39% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ComplyAdvantage](https://www.gane.ai/index/finance/vendors/complyadvantage/index.md) | 39% | 0% | 57 |
| 2 | [Unit21](https://www.gane.ai/index/finance/vendors/unit21/index.md) | 14% | 5% | 40 |
| 3 | [Flagright](https://www.gane.ai/index/finance/vendors/flagright/index.md) | 9% | 0% | 27 |
| 4 | [AML Watcher](https://www.gane.ai/index/finance/vendors/aml-watcher/index.md) | 7% | 0% | 11 |
| 5 | [Sanction Scanner](https://www.gane.ai/index/finance/vendors/sanction-scanner/index.md) | 5% | 0% | 15 |
| 9 | [Sumsub](https://www.gane.ai/index/finance/vendors/sumsub/index.md) | 2% | 8% | 25 |
| 10 | [AMLYZE](https://www.gane.ai/index/finance/vendors/amlyze/index.md) | 2% | 0% | 13 |
| 11 | [Fraudio](https://www.gane.ai/index/finance/vendors/fraudio/index.md) | 2% | 0% | 10 |
| 16 | [Feedzai](https://www.gane.ai/index/finance/vendors/feedzai/index.md) | 0% | 4% | 25 |
| 17 | [Hawk AI](https://www.gane.ai/index/finance/vendors/hawk-ai/index.md) | 0% | 6% | 17 |
| 18 | [Napier AI](https://www.gane.ai/index/finance/vendors/napier-ai/index.md) | 0% | 0% | 12 |
| 109 | [SAS](https://www.gane.ai/index/finance/vendors/sas/index.md) | 0% | 43% | 14 |

Rank is by share of first choices among all 114 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Alessa; alternatives ComplyAdvantage, Napier AI
- GPT-5.4 mini: Unit21; alternatives Feedzai, Fenergo, NICE Actimize
- Gemini 3.5 Flash: Unit21; alternatives ComplyAdvantage, Hawk AI, Sumsub
- Perplexity Sonar: Unit21; alternatives ComplyAdvantage, Fraud.net, Hawk AI, Sanction Scanner
- Grok 4.20: ComplyAdvantage; alternatives Flagright, Fraudio, Sardine, Unit21
- Mistral Small: ComplyAdvantage, Flagright, Unit21; alternatives Bureau ID
- DeepSeek V4 Flash: AML Watcher, ComplyAdvantage; alternatives FraudNet, Napier AI
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: ComplyAdvantage; alternatives AML Watcher, FICO Falcon Fraud Manager, NICE Actimize, VITAL4
- Kimi K2: Flagright, Unit21; alternatives ComplyAdvantage
- GLM 4.7 FlashX: ComplyAdvantage; alternatives AML Watcher, Flagright, Unit21
- MiniMax M2.5: ComplyAdvantage; alternatives Alessa, Flagright, FraudNet, Napier AI
- GPT-6 Luna: Unit21; alternatives ComplyAdvantage, Sardine
- Muse Glimmer 30B: ComplyAdvantage; alternatives AMLYZE, Bureau ID, Flagright, Fraudio

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- github.com: 27 answers, 53 citations
- knowyourcustomer.com: 27 answers, 27 citations
- fraudio.com: 25 answers, 46 citations
- sourceforge.net: 23 answers, 28 citations
- bureau.id: 22 answers, 22 citations
- capterra.com: 21 answers, 27 citations
- g2.com: 19 answers, 34 citations
- fraud.net: 17 answers, 22 citations

Pages named in the most answers:

- https://github.com/ishandutta2007/Awesome-AML-Transaction-Monitoring (26 answers)
- https://knowyourcustomer.com/insights/best-aml-compliance-software-platforms (26 answers)
- https://bureau.id/resources/blog/transaction-monitoring-software (22 answers)
- https://guideflow.com/blog/aml-software (17 answers)
- https://github.com/ishandutta2007/Awesome-AML-Transaction-Monitoring/blob/main/README.md (14 answers)
- https://amlwatcher.com/blog/aml-software-vendors (13 answers)
- https://fraud.net/resources/top-aml-software (13 answers)
- https://salv.com/blog/best-aml-software (13 answers)
- https://github.com/ishandutta2007/Awesome-Financial-Anti-Money-Laundering-AML-Monitors (12 answers)
- https://sourceforge.net/software/aml/for-mid-size-business (12 answers)

## Warned against

- NICE Actimize: 23 of 42 labels negative. "Avoid or be cautious about: Legacy systems with documented high false-positive rates and limited scalability (e.g., NICE Actimize, SAS AML, Oracle Mantas, FICO TONBELLER)." (GLM 4.7 FlashX, negative prompt)
- SAS AML: 7 of 12 labels negative. "Legacy vendors like SAS AML, Oracle Mantas, and FICO TONBELLER (Siron): Highlighted in 2025 analyses as outdated for payment processors." (Grok 4.20, negative prompt)
- SAS: 6 of 14 labels negative. "Avoid enterprise platforms like NICE Actimize, Oracle, or SAS if budget is a concern" (DeepSeek V4 Flash, budget prompt)
- Oracle Financial Crime and Compliance Management: 12 of 25 labels negative. "Avoid enterprise platforms like NICE Actimize, Oracle, or SAS if budget is a concern" (DeepSeek V4 Flash, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: ComplyAdvantage at 39%.

- Unit21: 6% to 14%, +8. Inside the floor by 2 points · rank 4 → 2 of 114.
- Sanction Scanner: 13% to 5%, −8. Inside the floor by 2 points · rank 3 → 5 of 114.
- ComplyAdvantage: 33% to 39%, +6. Inside the floor by 4 points · rank 1 of 114, unchanged.
- AML Watcher: 2% to 7%, +5. Inside the floor by 5 points · rank 11 → 4 of 114.
- Flagright: 13% to 9%, −4. Inside the floor by 6 points · rank 2 → 3 of 114.
- Alessa: 2% to 4%, +2. Inside the floor by 8 points · rank 7 → 8 of 114.
- Sumsub: 0% to 2%, +2. Inside the floor by 8 points · rank 20 → 9 of 114.
- AMLYZE: 0% to 2%, +2. New · not ranked in October 2026 · rank 10 of 114.
- Feedzai: 2% to 0%, −2. Inside the floor by 8 points · rank 9 → 16 of 114.
- Ondato: 2% to 0%, −2. Inside the floor by 8 points · rank 8 → 19 of 114.
- Fraudio: 2% to 2%, ±0. Inside the floor by 10 points · rank 18 → 11 of 114.
- Hawk AI: 0% to 0%, ±0. Inside the floor by 10 points · rank 21 → 17 of 114.

## 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.