When this pays off
Back-to-back demos
SEs run 4+ demos a day and prep blurs into the prior one.
Technical context is shallow
The CRM has firmographics; the SE needs tech stack, scale, and likely integration patterns.
Demos feel generic
SEs use the same demo flow for every prospect because there’s no time to tailor.
Tribal knowledge in handoffs
AE-to-SE deal handoffs lose detail. The SE rediscovers what the AE already learned.
The shape of this use case
A demo-prep Agent takes a calendar event + opportunity and returns a structured technical brief.Inputs
Calendar event, opportunity record, attendees, deal stage, prior conversation notes.
Sources
CRM, prior call notes, public tech stack signals, past similar deals, your demo playbook.
Output
A one-page brief — account context, likely tech stack, integration angles, suggested demo flow, anticipated objections.
Delivery
Emailed to the SE before the call, attached to the calendar event, posted in Slack to the deal channel.
Where to start
Two ways in, depending on whether you want something running today or built to your exact spec.Clone a pre-built Agent
Open the Pre-Meeting Prepper. More in the Marketplace.
Build your own
Start from scratch in the builder, or by describing it in Claude Code or Cursor with Programmatic GTM.
- “Demo with Acme tomorrow — what’s their tech stack, what integration angles should I lean on, and what objections has the AE flagged?”
- “Globex is on my calendar next Tuesday. Walk me through how to position our enterprise SSO story for their auth setup.”
- “What’s the right demo flow for a mid-market manufacturing prospect comparing us against Competitor X?”
Where to take it
Once it’s running, deepen it in three moves:Let it improve
Feed back which brief sections SEs use into the Agent’s evals so briefs sharpen over time.
Common pitfalls
Briefs that are too long
Briefs that are too long
A five-page brief doesn’t get read in the five minutes before a call. Cap the length and force the prompt to prioritize.
Generic recommendations
Generic recommendations
Without segment-specific Knowledge, the brief recommends the same demo flow for every prospect. Branch on segment and use real exemplars.
Stale prospect data
Stale prospect data
The CRM hasn’t been updated since the discovery call but the brief reads as if it were live. Have the Agent disclose when the freshest signal is and flag stale data.
Missing the AE's context
Missing the AE's context
The brief ignores what the AE already learned because notes live in another tool. Pull AE notes into the source set explicitly.

