# Predictive Dosing for Paper Mills

*/Opportunities/Predictive_Dosing_for_Paper_Mills*

## Opportunity Market Sizing

_Illustrative — target and order-of-magnitude estimate figures, not an achieved track record (this Thing is concept-stage)._

**S A M**: ~$200-250M (North American and European continuous-process paper mills)
**S O M**: ~$10-25M
**T A M**: ~4,000 global paper and pulp mills × ~$150k/yr predictive dosing software spend ≈ ~$600M
**Growth Rate**: ~8-12%/yr, driven by rising specialty chemical costs, stricter environmental effluent limits, and the retirement of experienced mill operators
**Paid Comparable Spend**: ~$300k-500k/yr per mill in excess specialty chemical waste (sizing agents, bleaches, retention aids) and manual titration testing labor by shift operators

## Opportunity Incumbents

- [Solenis Optix](/Products/Solenis_Optix) — Tool
- [Kemira KemConnect](/Products/Kemira_KemConnect) — Tool
- [Nalco 3D Trasar](/Products/Nalco_3D_Trasar) — Tool
- [Historical Dosing Spreadsheets](/Products/Historical_Dosing_Spreadsheets) — Spreadsheet
- [Chemical Vendor Reps](/Products/Chemical_Vendor_Reps) — Service
- [Hardcoded PID Loops](/Products/Hardcoded_PID_Loops) — DIY
- [ABB Ability APC](/Products/ABB_Ability_APC) — Tool

## Opportunity Win Conditions

**Kill Thresholds**:
- Operator recommendation acceptance rate < 75% after 14 days of live deployment
- SCADA integration takes > 45 days per mill
- Specialty chemical savings < $20,000 per month during pilot phase
- Sales cycle > 120 days for a $150,000 ACV contract
**Leading Metrics**:
- Operator recommendation acceptance rate (%)
- Reduction in specialty chemical volume per ton of paper produced (liters/ton)
- Time to successful SCADA read/write integration (days)
- System uptime during continuous line operation (%)
- Number of manual titration tests replaced per shift
**What Proves Right**: Mill operators connect the predictive dosing engine to existing SCADA systems and shift from manual titration to automated setpoint recommendations within 30 days. Mills record a 10 to 15 percent reduction in specialty chemical consumption while maintaining paper grade quality specs. Pilot mills convert to paid annual contracts at $150,000 per year and expand the system to secondary machine lines.
**What Proves Wrong**: Shift operators consistently override the chemical setpoint recommendations due to mistrust or perceived grade risks. Incumbent chemical vendors block API access to their proprietary dosing skids, forcing the product into manual data entry. Plant managers refuse standalone software fees because incumbent chemical suppliers bundle basic monitoring dashboards with bulk chemical purchases.

## Neighborhood

### Incumbent in

- [ABB Ability APC](/Products/ABB_Ability_APC) — incumbent in · Products
- [Chemical Vendor Reps](/Products/Chemical_Vendor_Reps) — incumbent in · Products
- [Hardcoded PID Loops](/Products/Hardcoded_PID_Loops) — incumbent in · Products
- [Historical Dosing Spreadsheets](/Products/Historical_Dosing_Spreadsheets) — incumbent in · Products
- [Kemira KemConnect](/Products/Kemira_KemConnect) — incumbent in · Products
- [Nalco 3D Trasar](/Products/Nalco_3D_Trasar) — incumbent in · Products
- [Solenis Optix](/Products/Solenis_Optix) — incumbent in · Products