# AI-driven lead verification and enrichment

> A workflow for validating first-party lead records and adding approved context before CRM use.

**Category:** REVENUE OPERATIONS

## Challenge

Incomplete or inconsistent contact records reduced confidence in routing and follow-up.

## System

1. Receive lead data
2. Verify and enrich approved fields
3. Apply qualification rules
4. Write usable context back to the CRM

## Tools and methods

- Make
- Apollo
- OpenAI
- Google Sheets

## Documented outcome

The design illustrates how better data quality can support more relevant follow-up and cleaner operations.

## Full case study

The full presentation document is available through the secure request form on the [HTML case-study page](https://hassansuhail.com/work/ai-lead-enrichment). The download link is emailed and expires after 30 minutes.