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TrackLight Assist

Government investigators spend nearly half their time compiling data instead of investigating. TrackLight Assist changes that. It ingests applications or complaints, maps AI agents to your workflow, and cross-matches multiple data sources to analyze irregularities. The result: application reviews and investigative summaries delivered in minutes.

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TrackLight Assist dashboard displaying HIGH-RISK ENTITY DETECTED, Complaint Triage, data mapping.

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Integrate or go standalone

TrackLight Assist is designed for your business workflow and connects via API to your application intake system, complaint hotline, or case management system. It can also operate independently with a user login.

Custom workflows visually guide users

Automated workflows guide users to complete each step in their review process. Interactive dialogue with your chosen AI model is dynamic for users, and frequently used prompts can also be automated to reduce time.

Auditable and defensible

Assist highlights every finding and provides source attribution to help make defensible recommendations. All data sources, analysis steps, and risk factors are documented to supply evidence for audits, investigations, or legal proceedings.

Why TrackLight Assist?

How It Works

Enter an application or fraud allegation and scan for fraud indicators to efficiently build a comprehensive risk report.

Step 1

Intake and Triage

Assist receives fraud allegations and/or audit requests through your existing case management system or via direct upload. It immediately begins cross-referencing allegation details with historical data, public records, and agency-specific intelligence sources.

Step 2

Automated Analysis

Using customized AI models trained on your agency's program rules and investigative workflows, Assist identifies high-risk indicators, flags patterns, and assesses the severity of each case.

Step 3

Structured Output

Assist generates ready-to-use investigative summaries, risk assessments, and audit-step recommendations. Findings are backed by clear, auditable data sources—no black boxes, no unexplained conclusions.

Step 4

Human-In-The-Loop

Your investigators review the subjects and analysis from Assist, refine findings through interactive queries, and shape the final report. Assist provides the intelligence; your team provides the judgment.

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Three Ways to Use Assist

TrackLight Assist is a customizable AI agent solution that adapts to your agency's rules and workflows, learning specific risk indicators to streamline investigations.

Case 1

For Fraud Investigators

When your program integrity team or OIG receives a whistleblower complaint alleging vendor fraud, Assist immediately analyzes the complaint. Your investigator gets a comprehensive risk profile in minutes.

Investigator Workflow:

Allegation summary
Due diligence on concerned parties
Analytics on program behaviors and red flags
Transaction or payment reviews
Program policy reviews
Comprehensive assessment report

Case 2

For Grant and Procurement Teams

Before awarding a contract or grant, Assist validates the applicant's business registration, checks for debarments or sanctions, reviews past performance with your agency, and flags irregularities. After award, Assist can monitor for compliance violations.

Grant Application or Procurement Workflow:

Application or procurement review summary
Due diligence on applicant parties
Analytics on eligibility, scoring, or payments
Program policy and rules assessment
Comprehensive assessment report

Case 3

For Audit and Compliance Officers

Assist cross-references audit requests against your program's specific eligibility rules, spending limits, and regulatory requirements. It flags potential policy violations, generates compliance summaries, and provides findings and remediation steps.

Audit and Compliance Workflow: