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Delivered in milestones

AI SMS Agent for Surplus Funds Recovery

An AI that qualifies claimants over text, answers from company knowledge and pushes everything into the CRM.

Industry
Financial Recovery Services
Region
United States
Type
SMS agent + CRM automation
Status
Delivered in milestones

Overview

A surplus funds recovery company handles a large volume of claimant leads that need fast, accurate follow-up. We built an AI SMS system on their business number that holds the conversation, captures claimant details into GoHighLevel, and drives e-signature and routing steps.

The Challenge

The team spent its day on repetitive texting and data entry. Replies had to be fast and accurate, because claimants are cautious and the process has strict steps.

The Solution

AI SMS conversations

On the business number: qualifies claimants, answers questions, captures their details.

Knowledge retrieval

Over the company's own process documents so answers stay accurate and on-script.

CRM sync

Leads, stages and tasks pushed into GoHighLevel automatically.

E-signature flow

County-based routing, plus a field operations tool for the team.

How It Works

1

Inbound / outbound SMS

2

FastAPI webhook

3

Qdrant knowledge retrieval

4

Claude reply + data extraction

5

GoHighLevel CRM update

6

E-sign + routing

Architecture

SMS gateway

Twilio webhooks into a FastAPI service.

Knowledge base

Company documents embedded in Qdrant for retrieval.

Conversation agent

Claude writes replies and extracts structured fields from free text.

CRM layer

GoHighLevel API for contacts, pipeline stages and tasks.

Documents

SignWell e-signature templates triggered at the right stage.

Routing

County-based logic that sends each case down the correct path.

Engineering Highlights

  • Structured extraction from free-text SMS straight into CRM fields, no manual entry.
  • RAG over internal process docs keeps replies compliant with how the company works.
  • Milestone delivery: the core AI SMS pipeline shipped first, then CRM, e-sign and routing layers.

Outcome

  • Core AI SMS pipeline delivered as the first milestone.
  • Further milestones delivered on the same system.
  • Client returned to scope a larger workflow rebuild.

Tech Stack

PythonFastAPIClaude APITwilioQdrantGoHighLevel APISignWellVPS

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