Catch margin drift
Flag labour overruns, material price changes and cost-to-complete movement against the live delivery plan.
Operations, manufacturing and engineering analytics
Operational analytics that arrive in time to act.
Operations rarely lack data. They lack time to look at it while there is still time to act. S.W.P. Cognition brings production, asset, project and fleet signals into practical dashboards and forecasts for UK manufacturers, engineering teams, construction firms, logistics operators and energy organisations.
Shift-ready views
Exceptions first
Built around existing systems
Operations pulse
Illustrative view
Throughput vs plan94.2%
Critical assets03 flagged
Open work orders18
Exceptions to reviewCurrent shift
Press line 2 bearingVibration trend above set threshold
Action
Cell 4 scrap rateReview setup and material batch
Review
Installation project 218Labour hours tracking above plan
Watch
Example signals only. A live view uses agreed thresholds, trusted source data and the context your team needs to decide what happens next.
Shop-floor visibility
Production and quality dashboards for the shop floor
Give shift leaders a clear read on throughput, cycle time and changeovers. Put scrap, rework and downtime beside the product, line, shift and reason code behind them.
Shift performance snapshot
Units produced1,284Against shift plan
First-time-through96.1%Quality at source
Changeover time42 minMedian this week
Shift startHourly output, illustrativeNow
Predictive maintenance dashboards
Put asset reliability on the engineering agenda.
Rank maintenance attention by asset condition and consequence. Health scores can draw on run hours, sensor readings, maintenance history and fault patterns when those records are available.
A forecast is only as useful as its inputs. S.W.P. Cognition will show what the data supports, flag gaps and avoid presenting a weak signal as certainty.
- Sort assets by condition, failure history and operational importance.
- Review mean time between failures and reliability by asset class or duty cycle.
- Connect insight to existing maintenance management and work-order processes.
Asset condition queueIllustrative risk ranking for engineering review
Compressor C-14Temperature and vibration trend
Health 38 / 100
Conveyor drive BFault history and run hours
Health 61 / 100
Substation transformerInspection and load profile
Health 82 / 100
Reliability trendRolling 12 months
Compare failure intervals by asset group and duty cycle. Use the trend to prompt an engineering review, not to replace one.
Delivery and commercial control
Project margin and cost-to-complete insight
See cost pressure while there is still room to change the plan. Project views bring committed costs, progress, productivity and scope movement into one commercial picture.
Portfolio watchlist
| Project | Margin trend | Cost-to-complete | Review |
|---|---|---|---|
| North plant upgrade | Falling | £418k | High |
| Line 3 installation | Steady | £126k | Watch |
| Depot controls works | Improving | £74k | Review |
Illustrative figures. A project view can be ranked by exposure to margin loss, not simply by contract size.
Selected project · example view
North plant upgrade
Compare the current estimate with committed spend, labour progress and approved variations. Surface changes in hours or material cost before they settle into the final account.
Forecast final cost£1.82m
Original budget£1.71m
Budget baselineForecast rangeCurrent estimate
Track scope changes
Keep variations and change orders visible alongside the original pricing and approved work.
Compare delivery teams
Review installation profitability across projects, sites and teams to find where assumptions need attention.
Planning with the capacity you have
Make resource utilisation easier to plan.
Compare planned demand with available hours by team, skill, depot or site. Forward views can show a capacity pinch before it turns into overtime, subcontractor spend or a missed delivery date.
Keep the planning rhythm your managers already use. The dashboard should fit the weekly schedule meeting, not create another one.
- Review utilisation against capacity and planned work.
- See where a skills gap may affect the next allocation.
- Put agency and subcontractor cost beside the work completed.
Team capacity by week
Illustrative utilisation view · percentage of available hours booked
Wk 1Wk 2Wk 3Wk 4
Field engineers96%92%84%98%
Install team82%94%97%86%
Service desk68%78%83%72%
Depot crew80%74%91%88%
Capacity available
Planned load
Near capacity
Fleet and logistics
Track vehicle use, cost per mile or drop, idle time, on-time delivery, failed drops and route adherence.
Energy asset performance
Compare energy use, reliability and maintenance cost across sites, depots and installations.
Find unusual consumption
Spot unexpected fuel or energy use and investigate the asset, route or operating condition behind it.
Start with the operational constraint
Discuss an operations analytics project.
Bring the issue that costs your team the most time, margin or capacity. The first conversation can review the data you already hold, choose one useful view and set out what it would take to build it. Work can be planned around normal operations, without a production shutdown.
Based in Colchester, Essex. Working with operational teams across the UK.