Financial Impact from Forecast Reliability
Stable forecasts reduce over- and under-build risk,
revenue volatility, and decision noise
revenue volatility, and decision noise
Over-/Under-Build
Cost Reduction
Cost Reduction
50%
Accuracy Gain
42%
Bias Reduction
(vs baseline)
96%
Stability Error
< 1%
Where the ROI Comes From
Autonomous Forecasting
The stable, reliable foundation behind all SumOpti applications.
Autonomous Forecasting delivers reliable forecasts that hold under demand volatility, reducing error, bias, and overreaction across revenue, build, channel, and allocation decisions.
Operational impact:
- Fewer overrides and forecast debates
- Stable signals through demand spikes and shifts
- Decisions anchored in measured reliability
Semiconductor Client Experiences
Results from semiconductor projects
| Profile | Accuracy Gain | Bias Reduction | Stability Error | Cost Reduction |
| Fabless Semiconductor | 50% | 96% | 0.89% | 53% |
| Analog IDM | 42% | 98% | 0.63% | 51% |
| RF-focused IDM | 34% | 94% | 0.37% | 52% |
* Stability error reflects forecast reliability — fewer false spikes and few drops under volatility.
Why ROI Compounds — and Persists
Compounds Across Applications
As forecasts stay consistent, financial impact compounds consistently across:
- Revenue forecasting
- Build planning
- Demand modeling
- Allocation optimization
Persistence Over Time
SumOpti does not optimize forecasts once.
It operates continuously, absorbing volatility and uncertainty so reliability holds as conditions change — quarter after quarter.
“SumOpti bridges spreadsheets and ERP, optimizing allocation across customers.”
— VP Business Operations
“SumOpti runs scenarios to optimize utilization, financials, and decisions.”
— Finance Controller
“SumOpti dynamically prioritizes orders, boosting shipments and revenue.”
— Director, Planning
SumOpti cannot be seen — it is measured against your forecasts.
