Automators Industrial Projects

The new automation engineer is hybrid.
Pure PLC is a shrinking job description. The 2026 spec is ladder logic and Python and SQL and a cloud function and Git from day one. The single-stack engineer doesn't even make the shortlist.
The shape that closes: one pillar of deep PLC mastery, five working competencies stretched across the modern stack. T-shaped. Compensation premium: +42%. Interview hit rate: 3.2×.
Pick one Python project on your historian data this week. We can help.
Comment HYBRID to start.

Fastest integrators win the contract.
The integrator who already wrote the motor block, the valve sequence, the recipe handler, the HMI templates — they quote Monday. Everyone else quotes Friday, if at all. By the time you've finished your custom build, the contract is signed elsewhere.
Same scope, half the calendar. Bid win rate 31% → 67%. Project margin 9% → 22%.
We audit your last 5 projects, extract the repeats, and hand back a tested starter library in 3 weeks.
Comment LIBRARY to start.

Anomaly detection without rules.
Every alarm in your plant is a rule someone wrote in advance — which only catches the failures someone already anticipated. The expensive ones are the failures nobody thought to write an alarm for.
Unsupervised models don't need labels. Show them 30 days of healthy operation. Anything that drifts from it lights up automatically — with a confidence score.
We pick one asset, pull the historian, train the model, and ship the first anomaly report in 4 weeks.
Comment MODEL to start.

Cybersecurity is automation.
21 days from CVE disclosure to live ransomware exploit on industrial networks. An unpatched HMI is a production stop waiting to happen.
The work is what you already do: asset inventory, network segmentation, patch cycles, access control, anomaly detection. Renamed.
We map your OT fleet, draw the zones, install the firewalls, and red-team the result in 4 weeks.
Comment SEGMENT to start.

Wireless on the plant floor works.
For a decade "wireless control" meant "unreliable control" — 20-150 ms jitter, drives and welders sharing the 2.4 GHz band, no deterministic guarantee any safety integrity body would accept.
5G URLLC delivers sub-millisecond air-link. Industrial Wi-Fi 6 holds 2-5 ms with deterministic scheduling. Both clear the 4 ms motion-control bar. Both run TSN. Both can slice control traffic off your IT network.
We scope one wireless-suitable cell, run the spectrum survey, deploy the slice, and benchmark vs cable for 4 weeks. You keep the data either way.
Comment PILOT to start.

PID tuning is not an art.
K***s turned by feel. Reasons that died with the technician who set them. Loops that oscillate but "always have." Tribal knowledge isn't a tuning strategy — it's an accumulation of unverified guesses.
Step the input. Watch the output. Identify dead time, time constant, gain — three numbers. Apply Ziegler-Nichols, Cohen-Coon, IMC. The math is solved.
We step-test your worst loop, identify the model, and hand back tuned gains plus a "why" log in 2 weeks.
Comment TUNE to start.