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Concord finance staff demonstrates AI drafting for minutes, warns human review is essential
Summary
Finance Department Generalist Ryan Spopa explained how he trains AI with approved minutes, meeting packets and transcripts to produce draft minutes quickly; he said AI saves hours but can err on attribution, dates and transcripts, so clerks must proofread drafts before approval.
At a Concord governance workshop, Finance Department Generalist Ryan Spopa demonstrated how he uses AI agents to produce draft meeting minutes for complex finance meetings and described both efficiencies and common pitfalls.
"I've been using AI to do minutes since about January," Ryan said, and explained his process: upload approved past minutes and a committee member list to train the agent, combine the meeting transcript, the meeting packet, and his own attendance/notes, and instruct the AI to draft minutes in the committee’s preferred style. Ryan said that once trained, the agent can produce a first draft that he then edits before sending it to clerks for final review.
Ryan cautioned that AI has limitations. He said Zoom transcripts often attribute all speech to the meeting host, making speaker attribution unreliable from transcript alone, and that AI cannot watch video to assign off‑mic speakers. He recommended clerks watch recordings or attend meetings and spend time verifying numbers and motions. "It's not perfect, just like us," Ryan said, "and you have to make sure you don't just prompt it to make the minutes and don't review it." He estimated vetting and editing a draft takes him about 30–60 minutes depending on meeting complexity.
Attendees raised concerns about vendor and tool errors: one participant noted some systems can misstate dates embedded in minute bodies; Ryan said he has not observed systematic date errors when he explicitly prompts the AI and records important dates in his notes, but reiterated that proofreading is necessary. Participants also discussed practical steps to improve AI accuracy, such as asking speakers to state their names, ensuring microphones work in library meeting rooms and preparing draft motions in advance so the clerk can capture exact wording.
Ryan noted cost considerations: some outside minute‑taking consultants charge about $60 an hour, while some AI subscriptions can be inexpensive (he cited an annual plan around $120) and free tiers exist but may have usage limits. He emphasized that AI is a time‑saving tool but not a substitute for human oversight.
The workshop closed with staff offering to raise venue audio issues with the technology department and with a reminder that recordings and clerk notes remain public records until draft minutes are created.
