BoxAI Value & ROIIBMLive · derived from simulation token streamFrom Tokens to Outcomes
Translates raw AI token consumption into productivity outcomes, persona segmentation, budget attribution, per-user utilization, financial KPIs, and dynamic model selection — making cost data strategically meaningful for stakeholder storytelling.
Shareable Executive Summary
One-page condensation of departmental productivity & token usage — tune assumptions to model scenarios.
Guild ControlPlane · Executive Summary
AI Productivity & Token Usage — Departmental View
MTD · stakeholder share · 9/12/2026
88M
Tokens Consumed
87,687,667 total
87,688
Hours Saved
1,000 tokens = 1 hr
$6,576,575
Value Generated
@ $75/hr
$63,753
AI Spend
attributed
$6,512,822
Net Value
surplus
103.2x
ROI Ratio
value / spend
8
Active Departments
consuming AI
4,840
Executions
this period
Hours Saved by Department
Productivity gain = tokens ÷ 1,000 tokens/hr
Value vs Spend by Department
Hours saved × $75/hr compared to attributed AI spend
Departmental Productivity & Token Usage
| Department | Tokens | Hours Saved | Value | Spend | Net Value | ROI |
|---|---|---|---|---|---|---|
| Engineering | 26M | 26,394 | $1,979,541 | $19,430 | $1,960,111 | 101.9x |
| Marketing | 10M | 10,143 | $760,730 | $7,574 | $753,156 | 100.4x |
| Finance | 10M | 9,692 | $726,900 | $6,925 | $719,975 | 105.0x |
| Legal | 9M | 9,290 | $696,721 | $6,689 | $690,032 | 104.2x |
| HR | 9M | 9,160 | $686,967 | $6,727 | $680,239 | 102.1x |
| Product | 8M | 8,438 | $632,852 | $6,152 | $626,700 | 102.9x |
| Sales | 8M | 7,590 | $569,284 | $5,393 | $563,890 | 105.6x |
| Operations | 7M | 6,981 | $523,581 | $4,863 | $518,718 | 107.7x |
| Portfolio | 88M | 87,688 | $6,576,575 | $63,753 | $6,512,822 | 103.2x |
Top consumer
Engineering
$1,979,541 value · 26,394 hrs
Highest net value
Engineering · $1,960,111
Marketing · $753,156
Finance · $719,975
Portfolio ROI
103.2x
$6,576,575 value on $63,753 spend
Stakeholder Narrative
This period, AI usage generated $6,576,575 in productivity value against $63,753 of attributed spend — a net $6,512,822 (surplus) at a 103.2x portfolio ROI.Engineering led with 26,394 hours saved, and 3 departments delivered positive net value. Value assumes 1,000 tokens per hour saved at $75/hr — illustrative, not measured ROI.
Guild ControlPlane · Executive Summary · illustrative simulation data · bound to live token stream