SCOPED PREDICTIVE ASSESSMENT

Predict one defect or failure. Your data never leaves your plant.

One 30-minute working session on your own hardware. Within 48 hours you have the top 3 drivers of your scrap or downtime and a model accuracy score measured on held-out data. There is no fee for the assessment.

Book the assessment

30-minute session · findings within 48 hoursNo data leaves your networkAir-gap capable

Best fit: plants with 6+ months of process, quality, or maintenance history in any CSV or Excel export.

cogentic · action_center

Action Center

Use model metrics and feature importance to decide what to investigate next.

Modelequipment_sensor_readings v1
AlgorithmCatBoostRegressor
Taskregression
Targetpressure_bar
0.0000
RMSE0.0000
MAE0.0000
CV_MEAN0.0000
Top model driversFeature importance
1equipment_id
24.1%
2cycle_time_s
16.6%
3load_pct
15.4%
4vibration_mm_s
12.2%
5humidity_pct
10.6%
WarningMODEL QUALITY
Low predictive power

This model has a low R² score (0.01) on the held-out set, so its predictions should be treated as exploratory rather than prescriptive.

The Action Center from a live session, including the integrity check that flags a weak model instead of overselling it.

Interactive: tap the sidebar to switch screens

WHAT THE ASSESSMENT DELIVERS

A concrete result, not a slide deck.

Your top 3 drivers, identified

We surface what is actually driving your scrap or failures, ranked by impact, from your own data.

A real accuracy score

A model trained on your data, with a plain-English read on how far you can trust its predictions.

Proof it stays on-prem

You watch it run inside your own network. Nothing is uploaded, ever: air-gap capable by design.

HOW IT WORKS

Three steps, one working session, findings in 48 hours.

01

Book a 30-minute slot

Pick a time and tell us your main problem: scrap, downtime, or a process you want to predict.

02

We run one dataset locally

Runs on your hardware while we guide over a screen-share. Nothing is uploaded and no remote access is required.

03

Findings within 48 hours

The top drivers, an accuracy score, and a clear go / no-go read on a paid pilot.

Already in production at a Fortune 100 manufacturer on an air-gapped network, under NDA. Built for IP-sensitive and regulated plants, ITAR and CMMC-friendly.

See what's predictable in your data.

The assessment is free, and everything runs on your hardware. If it is not worth a pilot, we will tell you.

Book the assessment

Booking takes two minutes. No payment details and no software install required.