Agentic Prospect Research & Qualification

Client Context & Challenge#

The client was an established Medicaid service provider focused on acquiring new high-value healthcare accounts. In this industry, national and regional conferences are the primary engine for developing new relationships, engaging key decision-makers, and building a robust sales pipeline.

Before spending time with a prospect at a conference or investing in direct outreach, the team needed to qualify each account thoroughly: determine their organizational size and profitability, understand their specific operational pain points, and identify the right decision-makers.

In practice, the team's pre-conference research process broke down on several fronts:

• Time-Consuming & Incomplete: Gathering reliable data across scattered state health portals, Medicaid program filings, and regional directories took hours per account. With dozens of prospects attending each event, the team simply lacked the hours needed to prepare properly.
• Flawed & Inaccurate Sources: Because locating authoritative healthcare and Medicaid data was difficult, research was often based on outdated websites or flawed data sources, leading to incorrect assumptions.
• Missed Account Opportunities: When executives and business development leads met prospective clients face-to-face, they were frequently under-informed or armed with inaccurate details. The organization missed several major new account opportunities simply because they lacked the accurate intelligence required to make the right move during these critical meetings.

Solution#

Fixing the pre-conference research breakdown required both a management reset and a specialized technical pipeline.

On the management side, leadership overhauled how target accounts were selected and vetted before events. Instead of allowing reps to conduct ad-hoc research on whoever caught their eye, the team established a formal qualification framework that scored target accounts on organizational size, patient volume, profitability potential, and strategic fit. To ensure alignment, leadership instituted a mandatory 48-hour pre-conference briefing review where executives and business development leads walked through high-priority target briefs together, aligning on specific meeting goals before ever setting foot on the conference floor.

On the technology side, we replaced manual internet digging with an autonomous research pipeline that systematically produces standardized, evidence-backed dossiers:

• Automated Target Research: An autonomous agent systematically traverses Medicaid program reports, regulatory filings, health department directories, and executive profiles to assemble a comprehensive account brief covering organization size, estimated covered lives, known operational challenges, and leadership backgrounds.
• Verifiable Source Attribution: Every single metric and claim in the dossier is hyperlinked directly to its underlying public or regulatory source, completely eliminating unverified assumptions and AI hallucinations.
• Automated Confidence Scoring: Before a dossier reaches the team, an automated scoring agent audits the data for completeness and consistency. Dossiers meeting high confidence thresholds are approved automatically, while incomplete or conflicting data is flagged for targeted human review, ensuring staff spend their limited time strategizing rather than fact-checking.
• Mobile Access: Finished dossiers automatically sync to Microsoft OneDrive and SharePoint for offline and mobile review on the conference floor, paired with a Claude Cowork plugin that allows executives to query specific account intelligence conversationally between meetings.

Implementation Architecture#

The solution operates as a closed loop, starting with upfront management qualification criteria, passing through autonomous agentic research and source validation, and concluding with leadership strategy alignment:

Measurable Results#

• 90%+ Reduction in Prep Time: Cut pre-conference account preparation time from over 3 hours down to 15 minutes per company dossier.
• 100% Verifiable Sourcing: Completely eliminated unverified claims and hallucinations by requiring primary source citations for every metric and executive profile.
• Automated Quality Gating: Low-confidence briefs were automatically flagged for human review, ensuring executives never entered high-value prospect meetings with incomplete or unvetted information.
• Accelerated Account Growth: Delivered comprehensive, accurate account intelligence that empowered leadership to engage decision-makers with confidence and win high-value new accounts.