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Agentic Sales & Marketing Lead Enrichment & Outreach System

Agentic Sales & Marketing Lead Enrichment & Outreach System

Overview

Augustine Institute is the largest Catholic graduate theology school in the United States and operates Formed, a digital platform serving over 5,000 parishes and 1 million+ subscribers with theological education and faith formation resources.

Sector

Professional Services

Team size

450+ students, 15+ faculty, 1M+ subscribers via Formed platform

Location

Florissant, Missouri

Established

2005

Core features

AI-Powered Lead Enrichment & Intelligent Sales Routing

Problem

Augustine Institute operates in a high-volume, high-context sales environment where leads arrive from many places and require careful qualification. But the underlying systems weren't built for that reality—lead data was fragmented across HubSpot exports, Excel files, and PDF directories, with critical information locked inside PDFs requiring OCR, manual consolidation and deduplication slowing campaign execution, messaging that must align with Catholic theological and pastoral norms, limited internal technical bandwidth to build and maintain a custom system, and existing processes unable to demonstrably outperform current conversion benchmarks.

Problem

Augustine Institute operates in a high-volume, high-context sales environment where leads arrive from many places and require careful qualification. But the underlying systems weren't built for that reality—lead data was fragmented across HubSpot exports, Excel files, and PDF directories, with critical information locked inside PDFs requiring OCR, manual consolidation and deduplication slowing campaign execution, messaging that must align with Catholic theological and pastoral norms, limited internal technical bandwidth to build and maintain a custom system, and existing processes unable to demonstrably outperform current conversion benchmarks.

Approach

TrueHorizon AI designed and deployed a dual-agent system purpose-built for real-world sales operations: a Lead Enrichment Agent responsible for ingestion, cleanup, and enrichment, and a Product Segmentation & Sales Outreach Agent responsible for activation and conversion. The system was built as a production-grade stack including HubSpot CRM as the system of record, a dedicated OCR pipeline for PDF ingestion, n8n for deterministic workflow orchestration, Airtable for campaign management and performance tracking, and Slack integrations for real-time lead activity alerts.

Outcomes

Outcomes

  • 2 Specialised AI Agents Deployed

  • 3 Data Sources Unified

  • 3 Product Lines Automated

  • Intelligent Lead Routing System created

  • 2 Specialised AI Agents Deployed

  • 3 Data Sources Unified

  • 3 Product Lines Automated

  • Intelligent Lead Routing System created

Overview

Overview

  • Augustine Institute is the largest Catholic graduate theology school in the United States and operates Formed, a digital platform serving over 5,000 parishes and 1 million+ subscribers with theological education and faith formation resources. Founded in 2005, the Institute merged with Lighthouse Catholic Media in 2015 and recently expanded to a 284-acre campus in Florissant, Missouri.


    Augustine Institute partnered with TrueHorizon AI through one of our affiliates to develop an advanced AI Agent System focused on transforming their sales and marketing by building an AI-driven outreach and qualification pipeline. The project's primary objective is to demonstrate that AI agents can significantly outperform traditional marketing methods in delivering high-quality leads, accurately segmenting products, and executing personalized outreach, particularly during peak sales seasons.

The Problem: Fragmented Data and Manual Processes

The Problem: Fragmented Data and Manual Processes

  • Augustine Institute operates in a high-volume, high-context sales environment. Leads arrive from many places and require careful qualification. But the underlying systems weren't built for that reality.


    Key Challenges:

  • Lead data fragmented across HubSpot exports, Excel files, and PDF directories

  • Critical lead information locked inside PDFs requiring OCR

  • Manual consolidation and deduplication slowing campaign execution

  • Messaging that must align with Catholic theological and pastoral norms

  • Limited internal technical bandwidth to build and maintain a custom system

  • Existing processes unable to demonstrably outperform current conversion benchmarks When data is fragmented, speed drops.


    When speed drops, relevance drops. And when relevance drops, conversions follow.

    Augustine didn't need more campaigns. They needed a smarter system underneath them.

The Ask: Prioritized and Product-Matched Leads at Scale

The Ask: Prioritized and Product-Matched Leads at Scale

The goal was clear and uncompromising: Move from manual consolidation and generic outreach to a fully agentic sales engine.

Not just automation. Intelligence.

The system needed to:

Unify all lead data into a single source of truth

Deduplicate records across formats and sources


Segment leads by institutional type (Parish, School, Diocese)


Match each segment to the correct product line


Preserve human-in-the-loop review for high-value engagements


Operate reliably in production


This wasn't about replacing the sales team. It was about giving them only the leads worth their time.

The Solution: A Two-Agent Lead Enrichment and Outreach System

The Solution: A Two-Agent Lead Enrichment and Outreach System

TrueHorizon AI designed and deployed a dual-agent system purpose-built for real-world sales operations.


Lead Enrichment Agent

This agent:

  • Combines data from HubSpot, Excel lists, and PDF directories


  • Runs OCR pipelines to extract structured data from PDFs


  • Deduplicates and normalizes records


  • Enriches leads with verified contact information using Clay


  • Identifies institutional type with high confidence


    Product Segmentation & Sales Outreach Agent

    Responsible for activation and conversion.

    This agent:

  • Matches institution profiles to the correct product fit (Formed, Word of Life: Parish, Word of Life: School)


  • Executes customized, segment-aware email campaigns


  • Nurtures prospects based on buyer type and product alignment

  • Routes lead intelligently for automation or human follow-up

Core Architecture

Core Architecture

The system was built as a production-grade stack designed for scale and reliability.

Core components included:

  • HubSpot CRM as the system of record


  • Dedicated OCR pipeline for PDF ingestion


  • n8n for deterministic workflow orchestration


  • Airtable for campaign management and performance tracking


  • Slack integrations for real-time lead activity alerts


    This was not a prototype. It was built to run continuously under real demand.

Outcomes & Deliverables

Outcomes & Deliverables

The project delivered a production-ready system with the following outputs:

  • Unified Lead Database: Segmented by institution type and product fit


  • Automated Campaigns: Separate campaigns for each major product line (Formed, Word of Life)


  • Lead Routing System: Automatically routes leads to a digital self-checkout path or human follow-up for the internal sales team


  • Performance Visibility: Integrated Airtable dashboard with lead performance data and KPIs, supplemented by Slack alerts for lead activity


  • Documentation: Comprehensive documentation for ongoing use and internal handoff

Business Impact

Business Impact

What changed wasn't just efficiency. It was clarity.

  • Sales teams no longer wrestle with spreadsheets and PDFs


  • Campaigns launch faster and with higher relevance


  • High-value leads surface immediately


  • Human effort is reserved for real conversations


  • Peak sales periods are no longer constrained by manual bottlenecks


This is what AI looks like when it's built for operations, not demos

The Takeaway

The Takeaway

This project represents an organizational shift from fragmented lead management to a systematic, agent-driven sales engine.


By combining enrichment, segmentation, and outreach into a cohesive AI system, Augustine Institute gained the ability to scale demand generation without sacrificing accuracy, values alignment, or human judgment.


The sales team now spends time converting leads—not preparing them.


That's the difference between automation and leverage.