Step 4 · workflow qualification · pilot shape

Qualify · narrow the residual

Capture the operational problem a buyer actually owns. The desired next step is a tightly scoped workflow engagement or pilot with one measurable process, a defined baseline, an explicit approval boundary, and a pass/fail outcome.

Not a booking form. This records practice parameters in the browser only. You deliver the summary. No server mail. Commercial engagement remains on lensdna.app when ready. No claim of existing customer, partner, or integration status.

From this practice session

Event: —
Robot: —
Gated submit: no

Discovery questions (buyer-side)

What event creates the residual work? Which systems are involved today?

Minutes per event today (approx)

Events per week / month

Who owns the workflow? Which actions can be staged automatically? Where must a human approve? What evidence or audit record is required? What would count as a successful pilot?

Bounded pilot parameters

Organization

Contact email

One workflow / portal family Baseline residual minutes (plan) Success metric Failure / stop condition Notes (cohort, exceptions, oversight)

This records practice parameters in the browser only. Commercial residual pilot remains underwriting until measured on a real workflow with a named owner. No generic subscription is the first ask — only a tightly scoped engagement with concrete operational outcome.

Email summary ← Dossier

Outreach posture (for reference)

When approaching an organisation such as a robotics program operating across districts, special-education classrooms, early learning, or therapy settings, keep the message specific and low-pressure:

Your programs operate across districts, special-education classrooms, early learning, and therapy settings. LensDNA is built for the operational layer that often remains after a lesson, student event, implementation task, or support request: portals, documentation, notifications, coordination, and evidence. I built a synthetic demonstration of that event-to-action loop using voice, optic, DOM execution, and a human approval boundary. I would be interested in learning where your teams still carry repetitive last-mile work and whether one workflow is worth measuring.

Ask about the workflow before presenting a large product story. No claim of existing relationship.