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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User Personas

Adoption tiers segmented by token usage

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15

21% · Heavy

56

79% · Light

0

0% · Non-user

Heavy user — minimum tokens≥ 1,481,659 tokens

Default: 80th percentile (≈ 1,481,659 tokens)

Light user — minimum tokens≥ 1 tokens

Default: any tokens > 0 below the Heavy threshold

Non-users = anyone below the Light threshold (default: zero recorded tokens). Currently 0 of 71 users.

UserDepartmentTokensExecutionsTier
eng13@example-demo.comEngineering1,890,981105Heavy
eng10@example-demo.comEngineering1,847,915104Heavy
eng02@example-demo.comEngineering1,781,37893Heavy
eng16@example-demo.comEngineering1,768,66497Heavy
eng03@example-demo.comEngineering1,755,99594Heavy
eng09@example-demo.comEngineering1,744,57492Heavy
eng05@example-demo.comEngineering1,738,18694Heavy
eng14@example-demo.comEngineering1,722,67294Heavy
eng12@example-demo.comEngineering1,646,49391Heavy
eng01@example-demo.comEngineering1,636,80490Heavy
eng07@example-demo.comEngineering1,602,09785Heavy
eng06@example-demo.comEngineering1,551,63389Heavy
eng11@example-demo.comEngineering1,518,95184Heavy
eng08@example-demo.comEngineering1,490,31983Heavy
leg01@example-demo.comLegal1,481,65977Heavy
leg03@example-demo.comLegal1,438,44281Light
prd07@example-demo.comProduct1,437,25373Light
hr03@example-demo.comHR1,436,71982Light
prd05@example-demo.comProduct1,402,45976Light
prd04@example-demo.comProduct1,379,62176Light
eng04@example-demo.comEngineering1,369,49674Light
hr05@example-demo.comHR1,366,02575Light
leg04@example-demo.comLegal1,333,27973Light
hr01@example-demo.comHR1,329,44472Light
eng15@example-demo.comEngineering1,327,72075Light
leg05@example-demo.comLegal1,311,34176Light
leg02@example-demo.comLegal1,300,01273Light
hr07@example-demo.comHR1,285,47869Light
hr04@example-demo.comHR1,284,59973Light
mkt09@example-demo.comMarketing1,248,62869Light
hr02@example-demo.comHR1,248,28767Light
leg07@example-demo.comLegal1,242,15872Light
fin04@example-demo.comFinance1,233,67766Light
hr06@example-demo.comHR1,209,00266Light
leg06@example-demo.comLegal1,182,72768Light
mkt02@example-demo.comMarketing1,179,15865Light
sal03@example-demo.comSales1,173,11961Light
sal05@example-demo.comSales1,168,61467Light
ops05@example-demo.comOperations1,140,51762Light
prd02@example-demo.comProduct1,139,52066Light
prd06@example-demo.comProduct1,128,26264Light
sal07@example-demo.comSales1,120,08063Light
fin05@example-demo.comFinance1,111,52462Light
fin10@example-demo.comFinance1,100,74661Light
mkt03@example-demo.comMarketing1,091,06961Light
mkt06@example-demo.comMarketing1,085,34661Light
fin03@example-demo.comFinance1,057,85858Light
sal06@example-demo.comSales1,056,97554Light
ops03@example-demo.comOperations1,051,40357Light
ops07@example-demo.comOperations1,049,30858Light
sal04@example-demo.comSales1,047,90358Light
sal02@example-demo.comSales1,036,55359Light
prd03@example-demo.comProduct1,033,46160Light
fin07@example-demo.comFinance1,023,64653Light
mkt05@example-demo.comMarketing1,015,06559Light
ops01@example-demo.comOperations1,001,16557Light
mkt04@example-demo.comMarketing991,61256Light
sal01@example-demo.comSales987,20558Light
fin01@example-demo.comFinance962,67554Light
ops02@example-demo.comOperations936,88748Light
mkt07@example-demo.comMarketing928,02454Light
mkt10@example-demo.comMarketing918,79652Light
prd01@example-demo.comProduct917,44653Light
ops06@example-demo.comOperations908,13451Light
mkt08@example-demo.comMarketing901,69551Light
fin09@example-demo.comFinance897,42547Light
ops04@example-demo.comOperations893,66749Light
fin08@example-demo.comFinance850,51548Light
fin02@example-demo.comFinance833,95245Light
mkt01@example-demo.comMarketing783,67048Light
fin06@example-demo.comFinance619,98432Light

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

Choose a Client Demo

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