# Measured

> Case studies on custom AI tools, internal agency tooling, and AI marketing deployments with real outcomes.
- **URL**: https://www.maximalstudio.in/case-studies

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Maximal StudioApproachResourcesBlogToolsGet In TouchPERFORMANCE LEDGERMeasuredImpact.We don't sell software; we sell architectural interventions. Below are detailed breakdowns of recent deployments, including the economic logic behind them.CASE STUDY 01----FINANCE OPERATIONSClose Readiness AccelerationCLIENT PROFILEHealthcare Operator ($2B-$5B)EXECUTIVE SPONSORChief Financial OfficerTIME TO PRODUCTION16 Weeks to Go-LiveVALUE REALIZED$1.1M - $1.3M (Year 1)The BeforeMonth-end close took 12-15 days 250-400 exceptions found at close.Finance team spent 70% of time chasing evidence.The AfterClose reduced to 4-6 daysExceptions dropped to 20-40Rework and manual chasing is eliminated. The Math(Year 1 Realized)Avoided Hiring$420,000Reduced Close Support$115,000Discount Capture$210,000Audit Efficiency$210,000Write-off Reduction$140,000TOTAL YEAR 1 VALUE~$1.1M-$1.3MDeployment: AP Exceptions AutopilotStop Errors InstantlyDetects exceptions (missing evidence, mismatched terms) immediately upon creation, not at month-end.Resolve Issues via Slack/TeamsRoutes resolution via Slack/Teams with full context (policy, requester, evidence needed).Automated Audit TrailEnforces "audit-complete" status before posting to ERP; maintains immutable resolution trail.CASE STUDY 02----SALES OPERATIONSPipeline Velocity + Deal Desk OrchestrationCLIENT PROFILESaaS ($200M-$500M ARR)EXECUTIVE SPONSORCROTIME TO PRODUCTION6-10 WeeksVALUE REALIZED$4.0M - $4.8M (Year 1)The BeforeEnterprise cycle time: 100-140 daysReps spent 25-35% of time on admin/CRM.Large-deal win rate stuck at 15-20%.The AfterCycle time 20-30% faster (85-95 days).Admin time reduced by 8-12 points.Win rate uplift: +4 to +7 points on large deals.The Math(Year 1 Realized)Incremental Booked ARRWin Rate Uplift (18% -> 24%) 120 deals x 6% uplift x $650K ACV$4.68MCapacity Unlocked10% selling-time increase = 4 avoided hires 4 x $250K fully loaded cost$1.0MTOTAL YEAR 1 VALUE~$4.0M-$4.8MDeployment: Deal Orchestration SystemGenerative ProposalsGenerates first-draft proposals/SOWs in the client's format (with legal guardrails)Logic-Based RoutingAutomates routing/approvals based on deal attributes (pricing bands, risk terms, non-standard clauses)Stall DetectionFlags stalled-deal patterns and triggers intervention playbooks.CASE STUDY 03----PROCUREMENT LOGISTICSContract Leakage Recovery SystemCLIENT PROFILEFortune 1000 ManufacturerEXECUTIVE SPONSORChief Procurement OfficerTIME TO PRODUCTION12 Weeks to Go-LiveVALUE REALIZED$4.5M - $7.0M (Year 1)The BeforeAnnual contract leakage of ~$12MManual invoice reconciliation taking 40+ hours/weekVendor compliance visibility at <30%The After 35% of leakage captured in Year 1.Reconciliation time reduced by 80%Full vendor compliance visibility achieved. The Math(Year 1 Realized)Leakage Recovery$4.2MLabor Savings$850,000Early Payment Discounts$650,000Audit Cost Reduction$300,000TOTAL YEAR 1 VALUE~$4.5M-$7.0MDeployment: Procurement Intelligence PlatformAutomated Invoice MatchingMatches invoices against contracts in real-time, flagging discrepancies instantly.Vendor Performance ScoringTracks and scores vendor compliance, delivery, and pricing adherence automatically.Leakage AlertsProactive alerts for contract breaches, missed discounts, and pricing anomalies.Maximal StudioAI & automation for builders.PagesToolsBlogCase StudiesApproachResourcesOfficeIndiaBangaluru, Karnataka, IndiaConnectLinkedInXEmail© 2026 Maximal Studio. All rights reserved.

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Maximal Studio builds custom AI systems, automations, and growth tooling.