Entity resolution and graph signals Graph analytics across claimants, vendors, banks, and contractors with controls. | Native Entity resolution and graph signals: positioned as native or first‑class on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Partial Entity resolution and graph signals: often partial, partner‑mediated, or LOB‑specific—confirm on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |
Investigation case management Case folders, evidence chains, dispositions, and regulator-ready exports. | Native Investigation case management: positioned as native or first‑class on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Native Investigation case management: positioned as native or first‑class on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |
Fairness and model explainability Bias testing, explainability artifacts, and human-readable rationale. | Native Fairness and model explainability: positioned as native or first‑class on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Native Fairness and model explainability: positioned as native or first‑class on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |
Hit triage and prioritization Prioritized queues, investigator workloads, and outcome feedback loops. | Native Hit triage and prioritization: positioned as native or first‑class on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Unsupported Hit triage and prioritization: not positioned as core on riskified.com for typical P&C paths, or unknown—verify. Market‑map placeholder only—treat support level as unverified until researched. |
External intelligence fusion Third-party watchlists, sanctions, billing anomalies, and network signals. | Partial External intelligence fusion: often partial, partner‑mediated, or LOB‑specific—confirm on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Native External intelligence fusion: positioned as native or first‑class on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |
Claims core integrations Deep hooks into claims financials, vendors, and SIU tasking in core suites. | Partial Claims core integrations: often partial, partner‑mediated, or LOB‑specific—confirm on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Partial Claims core integrations: often partial, partner‑mediated, or LOB‑specific—confirm on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |
SIU regulatory reporting State fraud bureau and industry reporting templates with audit. | Unsupported SIU regulatory reporting: not positioned as core on friss.com for typical P&C paths, or unknown—verify. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Unsupported SIU regulatory reporting: not positioned as core on riskified.com for typical P&C paths, or unknown—verify. Market‑map placeholder only—treat support level as unverified until researched. |
Human-in-the-loop review Strong defaults for investigator review before automated actions across channels. | Partial Human-in-the-loop review: often partial, partner‑mediated, or LOB‑specific—confirm on friss.com. Curated seed aligned to vendor documentation; re‑validate before RFP reliance. | Native Human-in-the-loop review: positioned as native or first‑class on riskified.com. Market‑map placeholder only—treat support level as unverified until researched. |