What did it cost?
Licenses, usage, infrastructure, services, and operating effort.
Solutions
Find where AI is changing the work.
Start with a renewal, a team, or an application. Connect its AI usage to the work that matters to your business.
Across the company
Start with the decision on your calendar.
Review AI investmentsPut each commitment beside its owner and evidence.Inventory tools and agentsResolve one row per investment, contract, and owner.Compare AI costsPrice AI by team and completed unit of work.Track AI adoptionSee where access became a repeat workflow.Measure workflow impactCompare completed work on fixed definitions.By function
Measure AI in the work each team completes.
EngineeringReviewed and merged changes.Customer supportResolved cases and repeat contact.SalesBuyer response and opportunity movement.FinanceInvoices, reconciliations, and forecasts.MarketingApproved assets and campaigns in market.LegalContracts, matters, review, and billing.OperationsRequests, handoffs, exceptions, and completion.By AI app
Prepare the next application renewal.
ChatGPT EnterpriseWhich teams repeat it in real work?
Microsoft 365 CopilotWhere did licences become work?GitHub CopilotWhich paid cohorts reached merged work?
ClaudeWhat did the usage bill produce?
GeminiWhich teams came back after the first try?How every solution works
Follow the investment into the work, then judge the result.
Where did behavior change?
Eligible people, active teams, repeat workflows, and coverage.
What was completed?
Pull requests, cases, opportunities, invoices, reports, or other finished work.
What result changed?
Speed, quality, unit cost, revenue, service, or operating performance.
Next step