AI Agents

Context

Built for banking within the Fraud Investigation Stack and used by Fraud / Compliance teams, this agent sits at the regulatory end of the workflow. It is designed for Tier 1–2 banks that need to move from investigation materials to a submission-ready suspicious activity report without wasting hours on manual field mapping and rekeying.

What it does

The agent extracts the required regulatory fields from investigation materials and compiles them into a SAR-ready submission format. It takes the outputs of the investigation—facts, entities, dates, relationships, narrative elements—and organizes them into the structure needed for reporting, so teams are not manually hunting through memos and evidence packs to populate forms under deadline pressure.

Core AI functions

The core capability is entity extraction, regulatory field mapping, and compliance validation. The agent identifies the key data points in the case materials, maps them into the required SAR structure, and checks that the resulting package is complete enough for submission review.

Problem solved

Manual SAR preparation takes hours, field extraction is error-prone, and teams work under deadline pressure. That combination is where compliance burden and avoidable mistakes pile up.

Business impact

The impact is automated regulatory preparation, reduced compliance burden, and fewer submission errors. In plain terms, the bank gets faster SAR assembly, less operational strain on fraud and compliance teams, and a better chance of submitting clean, complete reports the first time.

Integration and adjacent use cases

Integration complexity is low–medium: the agent needs access to investigation materials and the SAR preparation workflow, and it writes the mapped regulatory fields and SAR-ready output back into that process.

Common combinations in this stack:

• Alert Triage Agent to ensure truly urgent or severe cases are surfaced early enough to meet reporting timelines;

• False Positive Screener to reduce the number of weak cases that ever reach a compliance reporting lane;

• Evidence Compiler Agent to provide the integrated source record from which SAR fields are extracted;

• Timeline Generator to contribute a defensible chronology of events;

• Voice Call Transcriber to make call-derived evidence usable in the report pack; and

• Case Narrative Generator to supply the structured investigation memo that often becomes the narrative foundation for SAR preparation.