Refine Intelligence vs Silent Eight (2026)
The decision is who finishes the alert. Refine Intelligence routes it to the person whose behaviour raised it, mapping the alert to ranked life event explanations and letting the customer resolve straightforward cases through structured digital inquiry, with 64 percent of partner bank volume traced to five ordinary scenarios. Silent Eight closes it with a machine built to reason like the bank's own staff, custom models trained on the institution's historical cases running screening, investigation, decision and quality assurance end to end, live in global bank environments since 2018. Both preserve the investigator for the cases that need one, and they automate opposite ends of the difficulty spectrum, Refine removing the routine explainable share and Silent Eight carrying full closures with explainable auditable reasoning attached. The evidence surfaces are far apart. Silent Eight names three global banks, quotes a group chief executive, quantifies investigation time down up to 60 percent and reports more than 19 million dollars saved across three institutions, with two of the world's largest banks holding positions as customers and investors at once. Refine names nobody, its best number being one derived from production data rather than a claim. What they share is the question neither fully answers: each describes a mechanism that checks or grounds its own automation, an audit trailed customer explanation at one, a quality assurance module at the other, and neither publishes the error rate the mechanism exists to catch.
- Your alert volume is dominated by explainable behaviour. Ranked life event matching plus customer self resolution removes the routine share, with 64 percent of partner volume traced to five scenarios, before investigator time is spent.
- Your customer relationships are the cost you feel. The flagged customer participates in clearing their own alert rather than waiting invisibly, with structuring education built in as a playbook, which converts scrutiny into explanation.
- Your monitoring engine is validated and staying. The product is an overlay by design, bolstering existing systems rather than displacing an engine your regulator already examined.
- Your closures must carry reasoning an examiner can reconstruct. Explainable auditable decisions attach to each closure, quality assurance runs as a module inside the platform, and deployments have been live at global banks since 2018.
- Your standard should be your own investigators'. Models train on your institution's historical case data, so the judgement replicated belongs to the accountable bank rather than to a vendor baseline.
- Your committee weighs named evidence. Three global banks are named, one group chief executive is quoted on outcomes, and two of the largest banks in the world hold positions as both customers and investors.
This comparison is published by AI FinTech Index, an independent research platform that publishes independent ratings of AI vendors for financial services. Refine Intelligence and Silent Eight are each graded against the same capability taxonomy, from each vendor's own public materials and the regulatory record, under the AI FinTech Index verification standard. No vendor pays for placement, and no vendor has reviewed this page. How this evidence is graded
Plain facts
| Refine Intelligence | Silent Eight | |
|---|---|---|
| Primary category | AML, KYC & Financial Crime | AML, KYC & Financial Crime |
| Founded | 2022 | Not published |
| Headquarters | New York, New York, United States | Singapore |
| Website | www.refineintelligence.com | www.silenteight.com |
Side by Side
| Axis | R Refine Intelligence |
S Silent Eight |
|---|---|---|
| AI Centrality | ||
| Autonomy and Oversight Model | ||
| Model Risk Management and Transparency | ||
| Operational and Outcome Evidence | ||
| AI Safety and Data Stewardship | ||
| GLBA and Data Privacy Posture | ||
| Security Certifications and Trust Center | ||
| Regulatory Status and Licensure | ||
| AI Governance and Bias Disclosure | ||
| AI Liability and Recourse | ||
| Model Supply Chain Disclosure | ||
| Core Systems and Integration Depth | ||
| Deployment Model and Data Residency | ||
| Commercial Transparency | ||
| Institution and Segment Coverage |
The short version of each
Refine Intelligence
Refine Intelligence routes the alert to the person whose behaviour raised it, mapping it to ranked life event explanations and letting the customer resolve straightforward cases through structured digital inquiry, tipping off aware by design, with 64 percent of partner bank volume traced to five ordinary scenarios and the investigator preserved for the cases that need one. The AI FinTech Index records the mechanism as one of the few actual recourse routes it grades, and records what stays unmeasured: the wrong greenflag, genuine criminal activity cleared because it resembled an ordinary explanation, has no published rate and no described guard beyond investigator weighing. The index also records that no customer is named, the proprietary training dataset of millions of financial records carries no statement of origin or licensing, and holdings include customer explanations of personal circumstances, a data class several stated markets require processed locally, with no residency detail published.
Source: AI FinTech Index, 2026
Silent Eight
Silent Eight closes the alert with a machine built to reason like the bank's own staff, custom models trained on the institution's historical cases running screening, investigation, decision and quality assurance end to end, live in global bank environments since 2018, with three global banks named, investigation time quantified down up to 60 percent, more than 19 million dollars reported saved across three institutions, and two of the world's largest banks as customers and investors at once. The AI FinTech Index records the unpublished halves: the quality assurance module checks the system's own closures and its findings are not published, the bank's case history including staff judgements enters the vendor with no published retention or exit terms for the trained model, and intelligence described as advancing with each onboarded bank, alongside peer benchmarking, means something travels between deployments that per client construction does not explain, unstated, with no supervisor or attestation named anywhere.
Source: AI FinTech Index, 2026
Common questions
Do Refine Intelligence and Silent Eight compete?
They automate opposite ends of the same queue and rarely meet in a procurement. Refine removes the routine share by letting customers explain ordinary behaviour, while Silent Eight carries full alert closure with custom models at tier one global banks, a market Refine does not name a customer in. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
Which approach keeps a human closer to the decision?
Both keep investigators for contested cases and place the machine differently. Refine hands the investigator a ranked recommendation to weigh, and Silent Eight closes alerts itself under a quality assurance module, a division the AI FinTech Index grades B and A respectively on the autonomy axis.
What should a bank ask Silent Eight before granting data access?
Retention and handling terms for historical case data that identifies investigated customers and the staff who judged them, what happens to the trained model if the relationship ends, and what exactly travels between deployments given the peer benchmarking product. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
What is the unmeasured risk at Refine Intelligence?
The wrong greenflag, where genuine criminal activity is cleared because it resembles an ordinary life event. No rate is published for that failure and the training dataset's provenance is not described. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified August 23, 2026. No vendor pays for placement.
Related comparisons
Other published head to head assessments involving these vendors or their closest peers. The full set for this category is on the Fraud Detection & Transaction Risk page.
The error surfaces are mirror images and neither is measured. Refine's exposed edge is the wrong greenflag, genuine criminal activity cleared because it resembled an ordinary explanation, with no published rate and no described guard beyond investigator weighing. Silent Eight's is the wrong closure at scale, mitigated by a quality assurance module whose findings are not published either.
The data questions differ in shape: Refine's proprietary training dataset of millions of financial records carries no statement of origin or licensing, while Silent Eight requires the bank's own case history including staff judgements, with no published retention terms or model disposition at exit.
Silent Eight describes its intelligence becoming more advanced as it onboarded more banks and sells peer benchmarking, so something travels between deployments that per client construction alone does not explain, and nothing states what. Neither vendor publishes residency detail or a named security attestation, and Refine's holdings include customer explanations of personal circumstances, a class several jurisdictions require processed locally.