Case Study

AMS Tool

AI-powered adverse media screening — from manual searches to automated compliance workflows.

RegTechComplianceFinTechAI10 days delivery
10
Day Delivery
120+
Screenings Run
7
Risk Data Sources
99%
Match Accuracy
AMS Tool
The Challenge

What they needed to solve

The compliance team was spending hours every week manually Googling subject names, combing through news results, and copy-pasting findings into spreadsheets. The process was slow, inconsistent, and not audit-ready. They needed a purpose-built adverse media screening tool — one that could automate the search pipeline, classify risk at the article level, and create a structured review queue that analysts could work through systematically.

Our Approach

How we solved it

Pipeline-First Architecture

Designed the end-to-end screening flow — submit, search, analyse, risk-score, review queue — before a single UI component was built.

AI Risk Scoring Engine

Each article is classified high/medium/low by an AI layer that analyses relevance, severity, and entity matching — with reasoning shown to the analyst.

Role-Based Access Design

Admin and analyst views designed from the ground up with separate permission sets, dashboards, and workflow states tailored to each role.

Key Features

Everything that was built

AI Adverse Media Search

Automated screening against news, legal, and public records sources. Results returned in seconds, not hours.

Risk Classification

High/medium/low scoring with article-level evidence and AI reasoning for every flagged result.

Structured Review Queue

Five-stage workflow — submitted, searching, analysing, review, completed — with clear analyst handoff at each stage.

Admin Dashboard

Real-time KPIs: total users, screenings run, pending reviews, and flagged subjects — at a glance.

Audit Log

Complete, timestamped activity trail for every action — built for regulatory review and compliance reporting.

User Management

Admin controls for analyst accounts, role assignment, and access levels across the organisation.

Results
10
Days to production
120+
Screenings processed
99%
Match accuracy
0
Manual searches needed

We went from doing this manually to having a full AI-powered compliance tool in 10 days. The risk scoring alone saves our analysts hours every week — and the audit trail means we can demonstrate compliance instantly.

Compliance LeadAMS Tool
Tech Stack

Built with

Next.jsTypeScriptSupabaseTailwind CSSVercelAI/ML
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FastLaunch_v2.0 // EST. 2024 // UK