Guild ControlPlane · Control Tower

GUEST

Prototype environment — all costs, events, users, and outcomes are simulated.

Guild SystemsBoxAI Value & ROIIBMLive · derived from simulation token stream
AI Value & ROI

From 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.

...

$63,753

MTD Spend

115.9%

Budget Utilization

$86,936

Forecast EOM

$0.73

Cost / Token

per 1K tokens

$13.17

Cost / Execution

$897.93

Cost / Active User

$7,969

Cost / Department

$31,936

Forecast Variance

ROI Proxy — Token Value vs Spend

Hours saved × hourly value, compared to MTD AI spend

Hourly value$75/hr

Value Generated

$6,576,575

AI Spend

$63,753

Net Value

$6,512,822

ROI Ratio

103.2x

Assumes 1,000 tokens = 1 hour saved. Illustrative — not measured ROI.

Comparison Period

Scale charts to a prior month or compare the last 3 months

Spend vs Budget by Department — This Month

MarketingHRFinanceLegalProductOperations05500110001650022000

Cost Category — This Month

ComputeStorageOrchestration0250005000075000100000

Spend by Model — This Month

07000140002100028000GraniteAdvancedGraniteGranite

Daily Spend Trend — This Month

1234567810121416182022242628300800160024003200
Guild Systems

Guild ControlPlane

ControlPlane — AI Enterprise Governance & Intelligence System

Choose a Client Demo

Each client is a self-contained simulation context with independently seeded data, spend patterns, and governance rates.