Bullion by Includo • CFO and Engineering ROI Suite

The Gold Standard for Enterprise AI ROI.

Audits AI token and data warehouse spend across 6 core metrics while clearing software delivery bottlenecks.

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The 6-Metric AI ROI SystemAudited Ledger
M1 • Net Cost per Shipped Unit
Token and data compute spend per merged pull request
-62%
M2 • Realized Velocity
Verified features and experiments shipped to production
3.4x
M3 • Review and Handoff Latency
Down from 46.0h pull request review wait time
14.0h
M4 • Cache and Routing Yield
Semantic cache hits and small model routing rate
68%
M5 • License Seat Yield
Active utilization across all enterprise AI seats
94%
M6 • Production Stability
Post merge revert and CI failure rate
98.1%
Interactive Simulator

6 Levers of AI Cost Optimization

Monthly Savings
$105,424 (70%)
Net Bill: $44,576/mo
-22% SpendActive

1. Prompt Compression

Prefix and context optimization
-28% SpendActive

2. Prefix and Vector Cache

Semantic cache hit rate
-24% SpendActive

3. Smart Model Routing

Automated routing to efficient models
-12% SpendActive

4. Zombie Seat Recovery

Inactive license reclamation
-8% SpendActive

5. Workflow Guardrails

Automated circuit breakers and caps
-14% SpendActive

6. CI and SQL Deduplication

Shared artifact caching