ROI peaks Q4 year 1 at 10x for 2026 starters, after model maturity optimizations.
Key Benefits
- 10x peak Q4 post-optimize
- Model maturity doubles value
- Continuous retrain sustains
- New ICPs extend curve
- Predictable scaling roadmap
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