explorium-ai Meeting Prep
Pull the company, signal, and attendee evidence the calling agent needs to write a tight, decision-ready brief for a ~30-minute meeting.
Input
- Account identifier (required): an Explorium business_id (preferred), or a company name or domain.
- Attendees (recommended): names and/or emails. Without attendees the brief is necessarily generic.
- Meeting context (strongly recommended): free-form description of purpose, stakes, prior discussions, deal stage, walk-out goals, known tensions, competitive context, the offering in play, hypotheses to test, and pitfalls. Flat enums produce flat briefs.
If the identifier is ambiguous: a string with a dot or known TLD is a domain; otherwise treat it as a name.
Workflow
Parallelize aggressively. Company enrichment fans out from the resolved account; per attendee, resolve and enrich profile evidence in parallel.
- Anchor on purpose. Restate the meeting context in 1-2 sentences. If missing, ask once; if the user declines, default to general prep and state that assumption. Derive purpose (1 line), desired outcome, 3-5 priority topics, named risks or hypotheses. These drive insight focus, attendee framing, talking-point ranking, and the suggested agenda.
- Match the business. If a business_id was supplied, use it directly. Otherwise resolve by name or domain. If no confident match, surface the ambiguity rather than guessing. Domain-variant sanity check: if firmographics show a major brand but headcount is 1-50 and the entity looks like a registered-agent shell, retry with the alternate domain (.so vs .com) or the company-name string.
- Enrich the business broadly: firmographics and technographics, funding and acquisitions, strategic insights and stated challenges, hiring direction and workforce trends, competitive landscape and company hierarchies, recent LinkedIn posts, website changes. Gather broadly now; decide relevance during synthesis.
- Fetch business events on a 30-90 day window. Treat events as raw signal to triage in step 6. Event-attribution sanity check: tie every event to the matched business; do not blend across the parent / subsidiary tree silently.
- Match and enrich attendees in parallel. Resolve each by email when available, otherwise by full name plus the resolved company. If an attendee cannot be resolved, note it; do not fabricate. Enrich each resolved person for profile (seniority, department, tenure, prior roles). Pull contacts only when the user intends to send outreach: default email-only (cheaper), switch to email + phone only when phone is required (SDR dialer flows). Per-prospect post history is a current gap; pull the employer's recent posts for voice instead.
- Hand back raw evidence for synthesis. The calling agent writes the narrative brief. Organize so the calling agent can: triage events and posts (keep items tied to purpose, deal stage, attendees, priority topics; drop generic press); classify per-attendee posture from employment history and recent voice (Cold, Warm-but-dormant with significant past tenure at a relevant prior employer, Active, Hostile); rank 3-5 talking points by relevance to the desired outcome, each tied to a specific surfaced fact and ideally a named attendee; mark each named hypothesis confirmed, contradicted, or unresolved; tag claims by source category; flag any past-dated milestone for verification rather than dropping silently.
- Write the TL;DR last, framed by the meeting purpose and desired outcome.
Output Format
- TL;DR: meeting purpose / desired outcome in one line (or "general meeting prep (no context supplied)" if defaulted); top 3 to know walking in, each tied to the outcome; hypothesis check one line each (confirmed / contradicted / unresolved); "Open with" a single recommended opening line, verbatim, calibrated to attendee posture.
- Company Snapshot: industry, size bucket, revenue range, HQ, website, business model. One paragraph weaving in strategic priorities and current challenges.
- Signals Worth Raising: grouped by category (funding and M&A, hiring direction, tech stack overlap or gaps, recent business events, voice on LinkedIn or site changes, competitive context, parent / subsidiary). For any past date inline: "Verify; date is in the past."
- Attendees: per attendee, name and title, department (fallback "Unattributed" when null), canonical seniority display (c-suite, vice president, director, manager), email, phone, LinkedIn, time in role, posture (Cold / Warm-but-dormant / Active / Hostile). "Why they matter for THIS meeting": 2 lines max. Talking points for them: 1-2 specific. If profile data is thin: "Profile data restricted; verify externally."
- Talking Points (3-5): ranked by impact, tagged for audience, each referencing a supporting data point with its source category tag. Prioritize items that show homework, connect to the offering, surface competitive angles, or hit a specific persona.
- Discovery Questions (3-5): specific, anchored in concrete facts. Tag each for an attendee or the group.
- Suggested Agenda (~30 min): (0-5) Open with the calibrated line; (5-15) Explore with the top talking point and 2 questions; (15-25) Develop with the secondary point, demo, or proposal; (25-30) Close on the specific desired next step.
- What NOT to Do: 1-3 specific failure modes for THIS meeting. Concrete, not generic.
Limitations
- Strategic insights and stated challenges are sourced from SEC 10-K filings: for private companies these will be all-null, and for public companies they can be 12-18 months stale. Use business events, funding, workforce trends, and recent posts for current-state signals.
- Business event fetching supports a date floor but no upper bound; window the upper edge client-side.
- Company size and revenue are bucketed. State buckets verbatim; do not interpolate exact figures.
- No native CRM relationship history or deal-stage data. Posture must be inferred from profile history and post voice, plus user-supplied context.
- No executive-move event enum. New-hire / departure signals must be inferred from workforce trends and profile changes, not fetched as a typed event.
- Past-dated milestones must be verified externally; treat them as prompts to check, not ground truth.
- Attendees who cannot be matched should be listed as unresolved. Do not synthesize their roles.
- Department is null for many cross-functional senior roles (Chief X Officer, President, Founder). Group these under "Unattributed".