Operations That Think | Smartstream Smart Agents

Financial institutions process millions of transactions every day – and a growing share of them generate exceptions that require investigation, data retrieval, counterparty communication, and resolution. For most operations teams, that means skilled analysts cycling through disconnected systems, managing exceptions manually, repeatedly, at scale. Exception management alone consumes up to 70% of operations capacity, and as transaction volumes grow, the gap between incoming exceptions and resolution rate only widens.

Smart Agents is Smartstream’s purpose-built agentic AI solution for exception-heavy financial back-office operations. The moment a break is detected, Smart Agents begin working: triaging the exception, retrieving enrichment data, validating across systems, managing counterparty communications via email and Microsoft Teams, and triggering the right resolution path – escalating to a human only when governance or judgment requires it. Every action is logged, explainable, and audit-ready from the outset.

Where manual investigation typically takes 14 minutes per exception, Smart Agents resolve the same break in under 30 seconds – a 29x improvement in resolution time. Multiple agents coordinate simultaneously across the environment, operating within existing governance frameworks and getting more effective with every resolution cycle. The result: 20-40% operational efficiency gains, a 50% year-one automation target, and deployment measured in weeks, not months.

Smart Agents connect natively with Smart Reconciliations Premium and integrate with third-party systems via MCP – with no bespoke model training or data science projects required. Policy-controlled autonomy, maker-checker workflows, and full explainability keep risk and compliance teams in control at every step. To learn more or speak with a Smartstream specialist about Smart Agents, visit the contact page.