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Get Started Free →Write the narrative section of a Suspicious Activity Report (SAR) in the form regulators expect — a chronological, third-person account of who did what, when, where, how, and why the activity is being reported, with concrete dollar amounts and dates, stated as facts rather than as a conclusion of guilt, and never suggesting the subject be told. Use when transaction facts need to be turned into a SAR narrative or the narrative rewritten to standard. Do NOT use for deciding whether a SAR should be filed, scoring AML risk, screening sanctions or PEP lists, or drafting customer-facing account communications.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 500% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 510% | 0% |
| case-01 | ✗→✗ | = Same ✗ | 503% | 0% |
| case-03 | ✗→✗ | = Same ✗ | 511% | 0% |
| case-04 | ✗→✗ | = Same ✗ | 537% | 0% |
You have a set of transaction facts and need to produce the narrative section of a Suspicious Activity Report — the free-text account that a regulator or law-enforcement reader relies on to understand what happened. Left alone, the base model writes a persuasive paragraph that argues the customer is guilty: it opens with "this is clearly suspicious," calls the person a fraudster or money launderer, waves at "large sums" without numbers, scrambles the timeline, and sometimes suggests the bank "reach out to the customer to confirm." Every one of those is wrong for this document. The narrative is not an argument and not a verdict — it is an ordered, quantified statement of fact that lets the reader reach their own conclusion, and it is confidential.
Walk the events from earliest to latest, in the order they actually occurred. Start with how the relationship or account came to attention (account opening, the first transaction in the pattern, the alert that fired), then each subsequent event by date, then the current status. Do not lead with the conclusion and backfill; do not jump around in time. A reader who has never seen the account should be able to follow what happened step by step.
A complete narrative answers all six. Missing any one of them is the most common defect. Include:
relationship to the institution). Name every party to the activity, including counterparties and beneficiaries where known.
specific accounts and products involved.
the overall period the activity spans.
beneficiary institutions for wires.
customer's known profile, stated business, or normal expected activity. This is the reason for the filing, stated as observation, not as a verdict (see section 4).
structuring into sub-threshold deposits, rapid movement in and out, funnel accounts, round-dollar wires to a high-risk jurisdiction.
Numbers are the substance of the narrative. Replace every vague quantity with the specific figure: not "large deposits" but "eleven cash deposits totaling $94,300," not "over several weeks" but "between March 3 and March 27." State dollar amounts, the number of transactions, the aggregate total, and the account numbers involved. Aggregate the activity so the reader sees the total picture, and break it down enough that the individual transactions are traceable. A narrative with no numbers is not sufficient.
The narrative reports what was observed; it does not adjudicate. Two distinct disciplines:
money," "committed fraud," "is a criminal," or that the funds "are proceeds of crime." You are reporting activity you could not resolve, not proving an offense. Describe the conduct and let it speak.
is suspicious" tells the reader nothing. Replace the label with the observation underneath it: the deposits were each just under the $10,000 reporting threshold; the account's activity is inconsistent with a stated income of $40,000; funds arrived and left the same day with no apparent business purpose. The facts are what make it reportable — put them in.
Write in the third person, past tense, plainly. Avoid speculation about the subject's intent beyond what the facts show; if intent is inferred, tie it to the observed pattern.
Disclosing that a SAR is being filed or considered is prohibited. The narrative must never recommend, imply, or describe contacting the subject about the report or the investigation. Do not write "we should call the customer to confirm the source of funds," "the customer was advised the account is under review," or anything that would notify the subject. Ordinary account servicing continues, but the existence of the SAR stays inside the institution — do not put a tipping-off step into the narrative.
> Facts given: A personal checking customer, stated occupation "rideshare driver," normally runs a > few hundred dollars a week through the account. Starting Feb 4, cash deposits of $9,200, $9,500, > $8,800, and $9,400 were made across four branches over eight days. On Feb 13 a $36,000 wire went to > a company account in a high-risk jurisdiction. An alert fired on Feb 14. > > Narrative: > "Between February 4 and February 11, Subject], holder of personal checking account > xxxxxx4471 and identified as a rideshare driver, made four cash deposits — $9,200, $9,500, $8,800, > and $9,400 — totaling $36,900, each at a different branch (Main St, Oak Ave, Riverside, and > Downtown) and each below the $10,000 currency-transaction reporting threshold. The deposits are > inconsistent with the account's historical activity of approximately $300 to $500 per week. On > February 13, a wire of $36,000 was sent from the account to Beneficiary Company], account > xxxxxx8830, at Institution] in high-risk jurisdiction]; the account holds no prior wire history and > no business relationship to the beneficiary is on file. An alert generated on February 14. This > activity is reported because the sub-threshold cash structuring, the mismatch with the customer's > stated income and profile, and the rapid pass-through of nearly the full amount to a high-risk > jurisdiction have no apparent lawful business purpose known to the institution." > > The narrative is chronological; names who, what, when, where, why, and how; gives exact amounts, > dates, and account numbers; explains the reason for reporting with facts rather than the word > "suspicious"; stops short of asserting a crime; and contains no step that would notify the subject.
Other measured skills in the registry, with their headline benchmark lift.