Buyer-specific proof - Airtable, Make, and AI intake
Match each intake before automation touches the base.
This working logic proof normalizes inbound data, requires an exact Airtable match, returns a structured classification, drafts the next email, and sends uncertainty to review instead of updating the wrong record.
- Match order
- Email, then domain
- AI output
- Structured fields
- Ambiguity
- Review queue
- Draft first
Airtable and email contract
Record decision
not processedProcess a sample case to see the write or review decision.
Draft email
human approval requiredA safe draft appears after classification.
Review queue
0 itemsAmbiguous and new records appear here.
Run audit
step-level traceProduction shape
The workflow separates judgment from writes.
- 01Receive
Form, shared inbox, API, or scheduled intake enters one contract.
- 02Normalize
Email, domain, company, message, and source ID become stable fields.
- 03Match
Exact email wins; one unique domain is the fallback.
- 04Classify
AI returns a fixed schema, not free-form workflow instructions.
- 05Draft
The next email is prepared for review with the source attached.
- 06Commit
Only one safe record target can update; everything else stops.
Pilot boundary
What the first $1,000 sprint proves
- Schema map: the Airtable tables, keys, ownership, and allowed update fields are explicit.
- One intake path: one real source runs through Make with test records and replay protection.
- Structured AI: classification output validates before any downstream step runs.
- Review controls: ambiguous matches and customer-facing drafts stay visible to a person.
- Handoff: the scenario, field map, fixture results, and launch notes belong to the client.
The paid pilot is fixed at $499 for the boundary shown here. If the requested first path falls outside it, TinyOps confirms that before implementation begins.
Logic proof by TinyOps Studio LLC for a public Airtable Community freelance request. This page is not affiliated with or endorsed by Airtable, Make, or the referenced buyer.