A top-10 global bank deployed xyner autonomous KYC agents across retail and commercial onboarding — collapsing 5-day reviews into hours and recovering 28,000 analyst hours per quarter.
A top-10 global bank operating in 14 regulatory jurisdictions was losing 22% of corporate banking applicants to a 5-day KYC turnaround. Three regional teams ran conflicting workflows; three external screening vendors produced overlapping false positives at $9.4M/year.
Deployed xyner's agentic platform on the bank's private cloud (UAE region) with three specialist agents — Identity Verifier, Risk Profiler, EDD Investigator — coordinated by a supervisor agent, with policy-aware RAG citing the exact regulator clause behind every decision.
KYC turnaround compressed 3× (5 days → 36 hours), abandonment fell from 22% to 4%, $9.4M annual screening cost eliminated, full audit-trail coverage across all 14 regulators.
A top-10 global universal bank
Retail and commercial onboarding — 14 regulatory jurisdictions
From contract signature to full rollout.
The deployment runs in a single-tenant data plane in the bank's UAE private cloud, with the control plane managed by xyner. Customer data never leaves the bank's perimeter; the control plane sees only configuration and policy metadata.
Pulls document evidence from OpenText, runs structured extraction, validates against issuing-authority APIs, and cross-references the applicant's stated identity with KYC databases.
Scores applicant risk using a calibrated model (model-risk approved) drawing on Refinitiv, Dow Jones, World-Check, OFAC and EU consolidated lists. Outputs an explainable risk score with contributing factors and citations.
For elevated-risk cases, gathers enhanced-due-diligence evidence: beneficial-ownership unwrapping, adverse-media review, source-of-wealth investigation. Drafts the EDD packet for analyst review.
Orchestrates the three specialists, handles cross-agent reconciliation, routes anything above $5M exposure to a human approver, and assembles the final KYC packet.
Every decision cites the exact regulator clause and source document. The retrieval layer enforces minimum-necessary access per role; analysts in EMEA see EMEA-relevant evidence.
Every reasoning step, tool call and approval is captured to tamper-evident storage. Audit packs are exportable on demand for each of the 14 regulators.
The bank ran a 12-week pilot in the UAE region before expanding to EMEA, APAC and Americas in phased rollout. Total elapsed time from contract to full rollout was approximately 9 months.
Deploy data plane in UAE private cloud; configure RBAC inheritance from the bank's identity provider; integrate to Temenos, Salesforce FSC and OpenText with single-tenant scopes.
Configure the three specialist agents against the bank's existing KYC playbook; load policy-aware RAG with regulator clauses, internal policies and EDD protocols; complete first model-risk review.
Agents run in shadow mode alongside human analysts on real applications; outputs reconciled daily; agents recalibrated on real customer data.
Live deployment in UAE for low-risk applicants with human approval on all decisions; thresholds gradually raised based on quality metrics.
Regional rollout with per-jurisdiction policy packs; per-region customer success owners; per-region audit packs generated for local regulators.
Final regional rollout; autonomy thresholds calibrated by risk class; continuous improvement loop established.
Banking is a model-risk-regulated industry. Every component of this deployment was designed to be reproducible from day one for the regulatory conversation.
Every agent version is reviewed by the bank's Model Risk function under their existing SR 11-7 / PRA SS1/23-aligned framework. Each version is reproducible from spec to test results to production behaviour.
Agents act under the requesting user's RBAC scope — branch staff agents see branch data only, EDD analysts see only their assigned cases. No service-account agents.
Customer exposures above $5M, sanctions-list hits, and any case the agent rates 'high' or 'very high' risk route to a human approver with the full evidence packet attached.
Every decision produces a tamper-evident audit record including the reasoning steps, the regulator clause cited, the data accessed, and the approving human.
UAE customer data pinned to the UAE region; EU data pinned to EU regions. Cross-jurisdiction movement requires explicit policy and is fully audited.
Three lessons from this deployment apply directly to other regulated enterprises evaluating agentic AI.
Banks that loop in Model Risk after the pilot pay the cost of redesign. The bank's MRM function was a design partner from week one, which is why the regulatory conversation was straightforward.
Three specialist agents with clear boundaries — Identity, Risk, EDD — outperformed and out-audited a single generalist. Each agent was tuned, tested and governed in isolation.
Once decisions cite the exact regulator clause and source document, audit conversations compress from weeks to days. This is the highest-leverage architectural choice the bank made.
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