Automation Engineering AI

Telemetry that engineering automation can trust

Independent application analytics for engineering automation — inventory the signals your pipelines already emit, lock definitions, and leave with a brief platform and delivery leads can share.

Request a telemetry review

Primary engagement

Automation telemetry audit

We inventory jobs, gates, retries, and handoffs, map gaps against the decisions you need this quarter, and hand back a keep / rename / retire list with a property dictionary draft.

Engineer reviewing equipment and instruments in a workshop

8–12 working days · From HK$29,800

Automation telemetry audit

Inventory the signals your engineering automation already emits — jobs, runners, gates, and handoffs — and mark what is missing for the decisions you need this quarter.

See scope

Related work

Other ways to engage

Start where the pain is sharpest — a contested deploy funnel, a messy agent schema, or a recovery metric nobody trusts.

Team collaborating around a shared workspace table

10–14 working days · From HK$36,400

Pipeline signal study

Trace drop-offs across build, test, deploy, and recovery with definitions your platform and product teams agree on before charts ship.

Notebook and laptop on a desk during a planning session

4–6 working days · From HK$24,600

Telemetry schema workshop

Design naming, identity keys, and versioning rules for automation events so the next three tool migrations do not fork history.

Bright modern office interior with long corridor light

3-month minimum · HK$19,200 / month

Automation health retainer

Monthly review of engineering automation signals so new pipelines do not reopen last quarter’s measurement gaps.

From recent clients

What teams said after the brief

The telemetry audit cut our job-log volume by roughly a third and finally made the deploy funnel match what on-call hears. The readout was dense — we needed a second pass on the property list — but the keep/retire list was clear.

— A. Cheng, Platform lead, logistics software

We asked for a pipeline study before rewriting gates. Automation Engineering AI forced definitions first; that alone stopped three conflicting boards from arguing past each other.

— L. Wong, Engineering manager, Wong Chuk Hang

Schema workshop was shorter than expected. The charter is still the doc new contractors read in week one. Mild caveat: you need someone on your side to own the catalog after they leave.

— Client in industrial automation, Reliability owner

How we read signals

A telemetry atlas sized for platform and delivery together

Every engagement follows the same arc: lock questions, inspect the stream, write definitions, deliver a brief. Browse the atlas for how we classify automation signals before you book.