AI Agents

Context

Built for banking within the Fraud Investigation Stack and used by Fraud / Investigation teams, this agent focuses on one of the most time-intensive pieces of investigation work: writing the case memo. It is designed for Tier 1–2 banks that want stronger documentation without spending hours drafting every narrative by hand.

What it does

The agent generates a structured investigation memo from compiled evidence using a standard format and standard terminology. Once the evidence has been assembled, it turns that material into a coherent, reusable narrative that investigators can review, refine, and finalize. The emphasis is on structured output, not free-form creativity: the memo follows a known pattern and uses language that is consistent across the team.

Core AI functions

The core capability is generative AI combined with template compliance and legal language. The agent takes compiled evidence, organizes it into the bank’s preferred structure, and produces a memo that reads consistently and supports downstream legal, audit, or compliance use.

Problem solved

Manual memo writing consumes three to six hours per case and quality varies across the team. That is the classic documentation bottleneck—slow, uneven, and dependent on who happened to write the case.

Business impact

60–80% time savings, standardized court-ready output, and more consistent quality. That means investigators spend more time on analysis and less on writing, while the institution gets cleaner, more defensible case narratives across the function.

Integration and adjacent use cases

Integration complexity is low: the agent needs access to the compiled case materials and a place to write the structured memo back into the case workflow.

Common combinations in this stack:

• Alert Triage Agent to ensure the most important cases get documented first;

• False Positive Screener to keep weak non-cases from consuming memo-writing effort;

• Evidence Compiler Agent to provide the integrated evidence base for the draft;

• Timeline Generator to supply the chronological backbone of the narrative;

• Voice Call Transcriber to add searchable call evidence and excerpts; and

• SAR Report Compiler Agent to turn the final narrative and supporting facts into a SAR-ready submission package when the investigation reaches that point.