Detecting fraud in a single email, claim form, or chat log can feel like searching for a needle in a haystack. Investigators need a reliable way to surface the risky language — fast, accurate, and with a clear audit trail. This workflow gives you exactly that, turning raw text into a concise, action‑ready report.
The Pressure of Finding Fraud Early
Every undiscovered fraudulent claim erodes the bottom line, strains compliance resources, and harms the trust customers place in your brand. Manual triage often means reading page after page, marking potential red flags, and then drafting justification for each decision. That process is time‑consuming, prone to human error, and creates gaps in documentation that regulators may later scrutinize.
From Unstructured Text to Actionable Insight
The Logic workflow applies a large language model to each incoming document:
- Extract the readable text from the PDF.
- Segment the narrative into individual statements.
- Match each statement against a curated list of fraud indicators, each tagged with a risk level.
- Score confidence (high, medium, low) based on the combination of indicator risk levels.
- Recommend the next step—escalate, review, or monitor—directly in the report.
The result is a plain‑text report that reads like a senior analyst’s briefing, complete with an executive summary and a structured table of flagged statements.
Sample Findings Report
Below is a representative layout of the “Flagged Statements Table” that appears in every output. The table is automatically populated for each case, so investigators can jump straight to the statements that need attention.
| Statement ID | Extracted Text | Indicator(s) | Confidence | Recommended Action |
|---|---|---|---|---|
| 1 | “I see a charge of $2,500 on my account that I did not authorize.” | Unauthorized transaction (High) | High | Escalate to senior investigator |
| 2 | “I have been asked to provide my password to confirm the transaction.” | Request for credential (High) | High | Escalate to senior investigator |
The executive summary that precedes the table will state the total number of flagged items and their overall risk level, giving senior staff a quick pulse on the case.
Why This Workflow Benefits Your Team
Reduces loss – early identification stops fraudulent payouts before they happen.
Accelerates decision‑making – investigators see a prioritized list instead of scanning the whole document.
Strengthens compliance – every flagged statement includes the indicator and confidence level, creating a clear audit trail.
Protects customers – swift action prevents further misuse of accounts and preserves brand reputation.
Insight
Key Insight
By embedding the indicator list directly into the analysis engine, the workflow adapts to new fraud patterns without requiring investigators to memorize ever‑changing keyword sets. The confidence rules ensure that a single high‑risk phrase triggers a high‑confidence flag, while multiple medium‑risk cues are still surfaced for review.
A Trusted Partner in Your Fraud Operations
Logic’s expertise in natural‑language processing means the model understands the nuances of claim narratives, not just keyword matches. The workflow is designed to integrate seamlessly into existing case‑management systems, letting your team focus on judgment rather than data wrangling. With a consistent report format, senior analysts can compare findings across cases, and auditors receive the documentation they need without extra effort.
When every claim is screened through this workflow, your fraud investigators gain a reliable ally that amplifies their expertise, safeguards revenue, and upholds the trust customers expect.