LEMAIT / ENGINEERING EVIDENCE

Small workflows.
Visible controls. No invented results.

Synthetic local demonstrations. No customer data, external API calls, email sends, bookings or payments. Rule-based examples, not an AI understanding benchmark.

01 / Enquiry review

Italian reply drafts, missing information, opt-out suppression and duplicate detection.

02 / Document checks

Validate pre-entered invoice amounts. Incorrect totals enter an exception queue. This is not PDF extraction or tax advice.

03 / Safe replay

Simulate approved events and suppress duplicate IDs within one batch. No live CRM writes or persistent deduplication.

Execution evidence

Choose a demonstration. Each run uses the same synthetic fixtures.

What a paid pilot adds

Agreed inputs, baseline, acceptance tests, implementation within the written scope and a handover. Live connectors, document extraction, durable retries and hosting are separately scoped; these demonstrations do not establish production readiness.