Conference prospecting with AI list ingestion and mobile-first targeting
A pharmaceutical distribution and clinical research organization replaced manual CSV cleaning and vlookup-based deduplication with an AI-powered pipeline that ingests conference PDF attendee lists instantly, links records to a unified company database, and delivers on-site meeting coordination through mobile interfaces.
The challenge
Before this solution, business development teams spent roughly five minutes per conference document manually cleaning CSV exports, running vlookup formulas to remove duplicate company names, and cross-checking attendee lists against their outreach records. With multiple events per quarter and PDF agendas sometimes containing thousands of rows, the manual overhead compounded quickly and left staff arriving at conferences with stale or inconsistent contact data.
There was no mobile access to the outreach database at events themselves. Sales staff relied on printed sheets or separate email threads to coordinate on-site meetings, which meant updates made in the field never reached the shared record until staff returned to the office days later. Duplicate company records also created confusion about which accounts had already been contacted or were in active discussions.
What they built
The team built an Airtable-based conference prospecting solution in which PDF attendee lists are uploaded directly into an interface. AI field agents extract company names from the uploaded documents and run built-in duplicate detection against a unified database of over 2,000 companies, auto-linking newly identified attendees to existing account records without manual intervention.
A mobile-optimized interface gives business development staff live access to the outreach database during events, allowing on-site meeting notes, status updates, and follow-up assignments to be captured in real time. Synced data from the broader outreach base ensures that every attendee record reflects the organization's current relationship context before staff walk onto the conference floor.
The outcome
PDF attendee list processing that previously took roughly five minutes per document now completes in under one minute, delivering immediate time savings across every conference cycle. The duplicate detection layer has substantially reduced the number of redundant company records created during large-scale list ingestions, giving the business development database a level of hygiene that was not achievable through manual vlookup workflows.
Mobile access has closed the feedback loop between field activity and the shared database, so outreach decisions made on-site are reflected in the shared record the same day rather than days later. The team now uses the solution as their primary event coordination tool across all major industry conferences.
Inside the solution
Conference Prospecting and Attendee Targeting
Events and Experience Management
- AI-driven PDF attendee list ingestion
- Built-in duplicate detection against a unified company database
- Mobile interface for on-site event coordination and meeting scheduling
- Auto-linking of attendees to existing account records
- Sync from the broader outreach base for targeted follow-up
- Manual CSV cleaning and vlookup-based deduplication
- Duplicate company records degrading data hygiene
- No mobile access to outreach data at live events
- Stale field data not reflected in the shared database until post-event
- Time-intensive manual research and list preparation per conference
- PDF list processing reduced from roughly five minutes to under one minute per document
- Duplicate detection eliminates manual deduplication steps
- Mobile interface enables real-time on-site updates
- Unified company database serves as a single source of truth for outreach
- Business Development
- Marketing
- Events
- Internal Outreach Base
- Excel and CSV imports
- Airtable AI
Conference prospecting and attendee targeting
Upload a conference PDF and get a deduplicated, company-linked target list in minutes, then coordinate on-site meetings from your phone. AI fields brief every account and automations raise recap and duplicate-review tasks the moment a rep marks a meeting complete.
How AI-powered conference prospecting works
Upload the conference PDF
AI deduplication links records to the unified database
Coordinate on-site meetings through mobile interfaces
FAQ
Frequently asked questions
The AI field agent is configured to process PDF attendee lists and conference agendas. It extracts company names and associated details from unstructured document formats, including multi-column layouts and paginated agenda PDFs containing thousands of rows.
After AI extraction, each company name is checked against the unified database using built-in duplicate detection. If a match is found, the new attendee record is linked to the existing account rather than creating a second entry. This keeps the outreach database clean without requiring manual vlookup or review steps.
No. This solution is scoped entirely to business development and events operations. It handles company names, contact records, and meeting coordination for industry conferences. No patient data, trial subject data, or protected health information is processed or stored.
A mobile-optimized Airtable interface is available on smartphones and tablets, including iPads used by staff on the conference floor. Updates made through the mobile interface write directly to the shared database in real time, so the full team sees current status without waiting for a post-event sync.
Yes. The unified company database is designed to support concurrent conference cycles. Each event's attendee list is processed and linked against the same account records, so the business development team maintains a single, continuously updated view of their full outreach universe across all events.