Token Savings ROI Dashboard
“See exactly how much AI is saving you — in dollars.”
How It Works
Pak Hendra
Regional Director (T3)
The Self-Learning Factory: ROI in 4 Months
Every AI system costs money to run. Will yours get cheaper over time? NayaCore learns your site's specific patterns and pushes them down to zero-cost deterministic rules, dropping your monthly AI bill by 90%.
Cloud-Heavy Learning Phase
NayaCore arrives with zero custom rules. Every anomaly is sent to Gemini Ultra for deep reasoning. The system is extremely capable, but relies 90% on cloud AI. Monthly AI token cost is ~$150.
First Graduations & Payback
After Siti approves the 'Wet Fuel' pattern 5 times, NayaCore proposes graduating it to a deterministic rule. Operator-initiated rules are also added via WhatsApp. Monthly token cost drops 37%, and the fog box hardware cost is recovered.
Autonomous Operations
The mature system now runs 42 active rules. 70% of anomalies are caught by instant, zero-cost rules. 20% run on local Ollama models. Only 10% (truly novel patterns) need Cloud AI. The factory is smarter AND cheaper.
📊 Before vs. After
Traditional Operations vs. NayaCore
| Metric | Traditional | NayaCore |
|---|---|---|
| Monthly AI Token Cost | Permanent $150/mo | Drops to $15/mo (-90%) |
| Cloud Dependency | 100% Vendor Locked | 10% (Novel patterns only) |
| Knowledge Preservation | Leaves when experts retire | Encoded into permanent rules |