Solution · Operations
6,500+ members. Intelligent matches. Monthly.
Elasticsearch-based weighted scoring matches members by tools, industry, role, and timezone. Email introductions with engagement tracking.
Delivers
- 95%+ monthly match coverage
- Deliverability monitored
- 85%+ positive feedback
Time to live3 months MVP
Where it breaks
Members aren't connecting. Value drops.
6,500+ members need quality connections at scale. Manual matchmaking can't deliver the consistency members expect.
The fix
We match members intelligently and handle introductions automatically.
- Matchmaking: Manual or inconsistent95%+ monthly match coverage
- Introductions: ManualAutomated with tracking
- Member satisfaction: Unknown85%+ positive feedback
What we build
An agent is a stack.
2 capabilities working as one, built in your operations stack.
- Weighted scoring algorithm
- Tools/industry/role/timezone matching
- 90-day no-rematch rule
- 3-program rotation
- Email introduction automation
- Deliverability monitored
- Open and reply rates tracked
- Google Sheets engagement logging
How it works
Match. Introduce. Track.
- Step 01Load member dataIntegrate with HubSpot and Tally forms for member profiles.
- Step 02AI matches monthlyWeighted scoring pairs members intelligently.
- Step 03Introductions sentEmail intros with deliverability optimization. Engagement tracked.
Under the hood
Plugs into your stack.
Community matchmaking works inside the tools your team already uses, on infrastructure you own. Typically live in 3 months MVP.
- CRM Integration (HubSpot, Salesforce, Pipedrive, or your system)
- Forms (Tally, Typeform, or your platform)
- Email Integration (Gmail, Outlook, or any SMTP)
- Spreadsheet/Database (Google Sheets, Airtable, or your tool)
- Runtime & Orchestration (Trinity by Ability AI)
Time to live3 months MVP
Agents in Operations
Ready-made agents for this department.
Proof
In production.
Questions
Before you ask.
How does weighted scoring work?
You define matching criteria (goals, experience, location, interests). AI applies weighted scores to pair members intelligently. No random matching - every pair is intentional.
How do members respond?
For a 6,500-member marketing community, 85% of members gave positive feedback on their matches. Deliverability is managed so introductions reach the inbox.
What results should community managers expect?
Matchmaking runs every month without manual pairing. A marketing community client reached 95% monthly match coverage across 6,500+ members (see the case study).
How long does implementation take?
3 months to MVP. Month 1: HubSpot integration and matching algorithm design. Month 2: Email workflow and tracking setup. Month 3: Testing and optimization.
Do we own the system?
Yes. You own the system. We build the infrastructure in your stack, hand over the keys, and you own it forever - no vendor lock-in.
Next step
Want this in your company?
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