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.

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Productivity Impact

Token consumption translated to business output by department

Conversion rate1,000 tokens = 1 hour saved

Drag to adjust the presenter-defined token-to-hour ratio

Engineering

26,393,878 tokens consumed

Hours Saved

26,394

Lines of Code Generated1,055,755 lines
Releases Accelerated39,591 releases
Marketing

10,143,063 tokens consumed

Hours Saved

10,143

Content Drafts Generated202,861 drafts
Finance

9,692,002 tokens consumed

Hours Saved

9,692

Reports Automated77,536 reports
Legal

9,289,618 tokens consumed

Hours Saved

9,290

Documents Reviewed92,896 docs
HR

9,159,554 tokens consumed

Hours Saved

9,160

Queries Resolved457,978 queries
Product

8,438,022 tokens consumed

Hours Saved

8,438

Specs Drafted50,628 specs
Sales

7,590,449 tokens consumed

Hours Saved

7,590

Proposals Drafted30,362 proposals
Operations

6,981,081 tokens consumed

Hours Saved

6,981

Tickets Automated209,432 tickets

Token → Productivity Conversion

Tokens consumed (bars) vs hours saved (line) at 1,000 tokens/hour

EngineeringMarketingFinanceLegalHRProductSalesOperations0700000014000000210000002800000007000140002100028000
  • Tokens
  • Hours Saved

Spotlight: Engineering & Finance

Engineering26,393,878 tokens · 26,394 hrs
Lines of Code Generated1,055,755 lines
Releases Accelerated39,591 releases
Finance9,692,002 tokens · 9,692 hrs
Reports Automated77,536 reports

Outcome Yield by Department

Direct link from token consumption to a primary productivity outcome per department

Total Outcomes

2,177,448

Tokens Consumed

87,687,667

Yield / 1K Tokens

24.83

03000006000009000001200000EngineeringHROperationsMarketingLegalFinanceProductSales

Engineering

Lines of Code Generated

1,055,755 lines

HR

Queries Resolved

457,978 queries

Operations

Tickets Automated

209,432 tickets

Marketing

Content Drafts Generated

202,861 drafts

Legal

Documents Reviewed

92,896 docs

Finance

Reports Automated

77,536 reports

Product

Specs Drafted

50,628 specs

Sales

Proposals Drafted

30,362 proposals

Illustrative · Productivity conversions and persona tiers are derived from simulated token consumption for demonstration purposes only — not measured business outcomes.

Guild Systems

Guild ControlPlane

ControlPlane — AI Enterprise Governance & Intelligence System

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