# Proof that AI transformation can become operating change. Real examples of how Quantum Rise applies QR/OS™ across governance, data, agents, workflows, adoption, and measurable business outcomes. Industry: All industries - Business Services - Construction - Consumer, CPG & Retail - Healthcare Providers - Manufacturing - Pharma & Life Sciences - Private Equity & Financial Services ## AI-Enabled Engagement Accelerator for a National Advisory & Consulting Firm **Teams lacked the applied fluency to design agentic solutions, embed governance and controls, or confidently defend AI-enabled transformation approaches in front of executive clients. Without a shared AI language and operating framework, the firm risked falling behind digital-native competitors.** ### QR/OS™ Layers - Workforce - Governance ### What Quantum Rise delivered Quantum Rise delivered a structured, multi-phase AI enablement program designed to build enterprise-wide fluency and strengthen the firm's ability to develop and deliver AI-enabled client solutions. ### Outcome High ROI demonstrated — a single engagement sold by a trained participant offset the entire enablement investment. ### What became repeatable A structured multi-track AI enablement curriculum (Foundations / Academy / Lite) configurable by role, seniority, and engagement type. Agentic architecture design playbook and governance integration framework reusable across client engagements. ### QR/OS™ Blocks - Adoption - Change - Skills - Governance - Human Oversight [Read full proof point](/content/proof/ai-engagement-accelerator-national-advisory-firm/index.html) ## More proof points ### AI Technical Due Diligence for a Computer Vision Platform Investment **$3.8 Billion Private Equity Firm** The PE firm needed an independent, rigorous AI readiness assessment of the acquisition target before committing capital — covering code quality, model design, training practices, team structure, and cost optimisation opportunities. Enabled the PE firm to proceed with confidence and a clear post-acquisition AI optimisation roadmap. ### QR/OS™ blocks - Evaluation - Governance - Audit - Data [Read proof point](/content/proof/ai-technical-due-diligence-computer-vision-pe/index.html) ### AI Fundamentals Training for Investment Staff at a Private Equity Firm **Private Investment Firm** The firm lacked an 'AI-Reflex' — teams did not instinctively recognise when and how to apply AI tools in daily workflows. Governance concerns further slowed adoption. Firm-wide shift toward structured, compliant AI adoption across all major investment functions. ### QR/OS™ blocks - Adoption - Change - Skills - Governance [Read proof point](/content/proof/ai-fundamentals-training-pe-investment-staff/index.html) ### AI Technical Due Diligence for an Investment Firm's Tuck-In Acquisition **Private Investment Firm** The PE firm needed to confirm the post-transformation value of the target and determine whether AI could be rapidly applied to manual and legacy system processes to justify acquisition. Transformed target from a manual services company into an AI SaaS-enabled tech platform, enabling multiple expansion. ### QR/OS™ blocks - Evaluation - Workflow - Governance [Read proof point](/content/proof/ai-technical-due-diligence-tuck-in-acquisition/index.html) ### AI Fundamentals and Context Engineering Training for a $1.5B Private Equity Firm **$1.5 Billion Private Equity Firm** Manual workflows, fragmented data, and low AI fluency were throttling deal velocity and decision speed across four key functions. Firm-wide AI fluency established with a structured opportunity pipeline and champion network ready to execute. ### QR/OS™ blocks - Adoption - Change - Skills - LLM - Workflow [Read proof point](/content/proof/ai-fundamentals-context-engineering-15b-pe/index.html) ### Value Creation with AI for an Investment Firm's Portfolio Company **Private Investment Firm — Portfolio Company (Strategic Services)** The portfolio company lacked a digital delivery system, had no natural cross-sell or upsell mechanism, and was at risk of continued client attrition to digital-native alternatives. Transformed a static-delivery services business into an interactive, AI-enabled platform with a natural cross-sell engine built in. ### QR/OS™ blocks - Agents - LLM - Workflow - CRM - Measurement [Read proof point](/content/proof/value-creation-ai-pe-portfolio-company/index.html) ### AI Fundamentals Training for C-Level Investment Staff at a $230M PE Firm **$230 Million Private Equity Firm** The firm needed a fast, effective way to build AI fluency and surface high-potential opportunities despite varying levels of technical readiness across firm partners and portfolio CEOs. Built practical AI fluency across firm and portfolio leadership. Established a common framework to evaluate AI use cases. Created a scalable foundation for future AI strategy. ### QR/OS™ blocks - Adoption - Change - Skills [Read proof point](/content/proof/ai-fundamentals-training-clevel-pe-230m/index.html) ### Personalized and Automated Customer Journey for a Financial Services Institution **Private Financial Services Institution** The institution lacked the data infrastructure and analytical capability to deliver personalised, segmented communications and credit offers at scale, limiting cross-sell and upsell potential. Transformed a generic communication approach into a personalised, data-driven customer journey engine operating at scale. ### QR/OS™ blocks - CRM - Data - Measurement - Workflow - Context [Read proof point](/content/proof/personalized-customer-journey-financial-services/index.html) ### Machine Learning Sales Propensity Model for a Top 5 Global Pharma Company **Top 5 Global Pharmaceutical Company** Low prescriber base with limited ability to identify physicians who could and should prescribe the product, constrained by regulatory complexity and lack of analytical targeting capability. Expanded the addressable prescriber base and enabled targeted sales and marketing actions against high-propensity physicians. ### QR/OS™ blocks - Data - Measurement - Context - CRM [Read proof point](/content/proof/ml-sales-propensity-model-global-pharma/index.html) ### Marketing Mix Modeling for a Top 5 Global Pharmaceutical Company **Top 5 Global Pharmaceutical Company** Marketing budget was allocated without a rigorous model of channel impact or saturation, making it impossible to maximise return across offline and digital marketing investments. Enabled data-driven marketing investment decisions with clear channel-level impact visibility. ### QR/OS™ blocks - Data - Measurement - Reporting [Read proof point](/content/proof/marketing-mix-modeling-global-pharma/index.html) ### New Leads and Next Best Action for Sales Reps at a Top 5 Global Pharma Company **Top 5 Global Pharmaceutical Company** Sales reps lacked a reliable, data-driven way to identify untapped physicians or prioritise actions to increase engagement, resulting in inefficient deployment and missed prescribing opportunities. Sales reps could focus effort on highest-probability physicians, reducing wasted sales activity and increasing market share. ### QR/OS™ blocks - Data - CRM - Measurement - Workflow [Read proof point](/content/proof/next-best-action-pharma-sales-reps/index.html) ### Data-Driven Demand Forecasting for a Large Hospital System **Large Hospital System** Reactive, single-day capacity forecasting led to persistent gaps between demand and supply, increasing operational costs and reducing care quality. Moved the organisation from reactive daily scheduling to proactive, data-driven workforce planning. ### QR/OS™ blocks - Data - Measurement - Workflow - Reporting [Read proof point](/content/proof/demand-forecasting-healthcare-provider/index.html) ### Optimised Layout and Patient Flows for a New Oncology Centre **Reference Hospital System in Latin America** Designing a new cancer centre layout without data-driven modelling risked creating bottlenecks that would constrain capacity growth for decades, requiring expensive future CapEx remediation. Enabled the hospital to design a Cancer Centre that is operationally efficient at opening and scalable to 20-year demand growth without reactive capital expenditure. ### QR/OS™ blocks - Data - Measurement - Workflow [Read proof point](/content/proof/optimised-layout-oncology-centre/index.html) ### Automated Patient Journey for a Healthcare Provider **Reference Hospital System in Latin America** The hospital lacked visibility into patient journey leakage — it could not predict which patients were likely to abandon care, not attend booked appointments, or decline follow-up services. Enabled proactive patient engagement, reduced care abandonment, and increased revenue from planned exams. ### QR/OS™ blocks - Data - Measurement - Workflow - Reporting [Read proof point](/content/proof/automated-patient-journey-healthcare-provider/index.html) ### Finance Control Tower for a Private Hospital Group **Private Health System** Low data architecture maturity and absence of a governance framework blocked scalable analytics and made financial close processes unreliable and slow. Established a data-driven culture with reliable, governed data infrastructure enabling future advanced analytics at scale. ### QR/OS™ blocks - Data - Governance - Audit - Reporting - Workflow [Read proof point](/content/proof/finance-control-tower-hospitals-clinics/index.html) ### New Data Platform for a Major Telecom Company **Telecommunications and Technology Services Provider** Legacy PostgreSQL data warehouse was creating operational bottlenecks, governance gaps, and high integration costs for acquisitions. The BI environment on Tableau Server was siloed and unscalable. Faster integration of new operations, increased ability to access historical data, and enhanced analytics capability across 700+ users. ### QR/OS™ blocks - Data - Governance - Workflow - Reporting [Read proof point](/content/proof/new-data-platform-major-telecom/index.html) ### Predictive NPS for a Major Telecom Company **Telecommunications and Technology Services Provider** Reactive NPS measurement meant the company only understood customer dissatisfaction after churn had occurred. Without predictive capability, proactive retention interventions were impossible. Enabled proactive retention interventions, root cause visibility, and a structured approach to converting detractors to promoters. ### QR/OS™ blocks - Data - Measurement - CRM - Reporting [Read proof point](/content/proof/predictive-nps-major-telecom/index.html) ### Performance Scoring & Benchmarking for a Retail Media Company **$800 Million Global Customer Data Science Company** Regional retailers lacked a standardised way to measure, benchmark, and demonstrate retail media performance, making it impossible to compete for advertising budgets against larger, more analytically sophisticated competitors. Regional retailers can now quantify their retail media maturity, benchmark against category leaders, and attract more advertising spend. ### QR/OS™ blocks - Data - Measurement - Reporting - Evaluation [Read proof point](/content/proof/retail-media-performance-scoring-benchmarking/index.html) ### AI Strategy, Roadmap, and POC Creation for a $2B Construction Management Company **$2 Billion Construction Firm** With scattered AI initiatives and no unified strategy, the firm risked wasted investment, misaligned priorities, and falling behind more analytically mature competitors. Transformed scattered initiatives into a focused enterprise AI programme with C-suite alignment and a clear 12-month execution plan. ### QR/OS™ blocks - Workflow - Governance - Agents - Data - Adoption [Read proof point](/content/proof/ai-strategy-roadmap-poc-construction-2b/index.html) ### Inventory Optimisation Solution for a Leading Building Materials Company **$3.5 Billion Conglomerate (Building Materials)** Legacy forecasting tools lacked the responsiveness to anticipate disruptions at a week-ahead horizon and trigger coordinated chain-reaction responses across distribution centres and SKUs. Optimised inventory levels by redeploying capital. Sales increase by minimising stockouts and increasing order fill rate. ### QR/OS™ blocks - Data - Measurement - Workflow - Reporting [Read proof point](/content/proof/inventory-optimisation-building-materials/index.html) ### AI Agent for a Risk Management and Sustainability Consulting Company **Global Professional Services Company (Risk Management & Sustainability)** Consultants were losing significant time searching through SharePoint documents. Traditional search was inadequate for complex queries requiring contextual understanding and knowledge synthesis. Significant time reduction searching for information. Efficiency gains by centralising knowledge base with agentic AI. ### QR/OS™ blocks - Agents - LLM - Context - Data - Workflow - Integration [Read proof point](/content/proof/ai-agent-knowledge-search-professional-services/index.html) ### Generative AI Platform for a Business Investigations Services Firm **$15 Million Business Investigations Services Firm** The manual workflow made it impossible to scale revenue without proportionally increasing headcount, suppressing margin and enterprise value. No vendor software provided the configurability, security, flexibility, and generative AI capability needed. Transformation from a services-only business to a tech-enabled services platform, decoupling volume from headcount growth. ### QR/OS™ blocks - Agents - LLM - Context - Workflow - Audit - Governance - Integration [Read proof point](/content/proof/generative-ai-platform-investigations-services/index.html) ### Control Tower Design & Build for a Global Agribusiness Company **$2.8 Billion Global Agricultural Goods Company** Fragmented, offline operational tools across the value chain prevented real-time visibility into deviations, making early intervention and data-driven decision-making impossible. Real-time operations visibility enabling early detection of deviations. Predictive analytics identifying risks before escalation. Data-driven decision-making aligned with business objectives. ### QR/OS™ blocks - Data - Measurement - Workflow - Reporting [Read proof point](/content/proof/control-tower-global-agribusiness/index.html) ### AI Use Case Design for a Construction Management SaaS Company **$24 Million Construction Management SaaS Company** The organisation needed an expert AI roadmap aligned to its product strategy and existing data assets, but had no internal capability to design or prioritise AI solutions. Product strategy defined. Engineering teams augmented with ML expertise. Enhanced data quality with remediation plan. ### QR/OS™ blocks - Agents - LLM - Context - Data - Workflow [Read proof point](/content/proof/ai-use-case-design-construction-saas/index.html) ### Resolving Outstanding Credit Balances for Healthcare Companies & Hospital Systems **Healthcare Platform (4,000+ Physicians and Hospital Systems)** Highly manual, slow credit balance resolution created compliance risk, consumed significant specialist staff time, and scaled linearly with encounter volume. Reduction in manual workload. Enhanced compliance. Faster resolution on credit balances. ### QR/OS™ blocks - Agents - Workflow - Governance - Audit - Data [Read proof point](/content/proof/ml-credit-balance-resolution-healthcare/index.html) ### Scalable Data Architecture for a Perfume and Fragrance Company **$35 Million Cosmetics and Perfumes Company** The company lacked a coherent data strategy, governance framework, and scalable architecture, making it impossible to run advanced analytics or AI applications at scale. Scalable and optimised data architecture. Integration with BI tools for data democratisation. Enhanced operational and financial performance visibility. Agentic AI efficiency gains from centralised knowledge base. ### QR/OS™ blocks - Data - Governance - Workflow - Reporting [Read proof point](/content/proof/data-architecture-perfume-fragrance-company/index.html) ### AI Agents for Hazardous Materials Classification at a Major E-Commerce Marketplace **$37 Billion E-Commerce Company** Manual and inconsistent hazardous materials classification was creating compliance risk, slowing product approvals, and creating scaling problems across 300 million listings. Efficiency gains by reducing manual intervention and accelerating process output. ### QR/OS™ blocks - Agents - LLM - Context - Data - Governance - Audit - Workflow [Read proof point](/content/proof/ai-agents-hazmat-classification-ecommerce/index.html) ### AI & Context Engineering Training for a $300M Construction Management Company **$300 Million Heavy Civil Engineering & Construction Firm** Most stakeholders lacked a clear understanding of how AI and ChatGPT could support their day-to-day roles, and had no shared framework for applying these tools effectively. Workforce upskilled in AI fundamentals and applied prompting, with measurable daily productivity gains. ### QR/OS™ blocks - Adoption - Change - Skills [Read proof point](/content/proof/ai-training-300m-construction-company/index.html) ### Data Strategy & AI Identification for a $400M Business Process Outsourcing Firm **$400 Million BPO Firm** No unified data strategy, fragmented systems, and low AI maturity were preventing the firm from executing its 3-year growth strategy and remaining competitive against AI-native alternatives. Unified AI & Data vision with C-suite alignment and an actionable roadmap to higher maturity within 18 months. ### QR/OS™ blocks - Governance - Data - Adoption - Workflow - Reporting [Read proof point](/content/proof/data-strategy-ai-identification-bpo-firm/index.html) ### Predictive Maintenance for a Global Diesel Engine Manufacturer **$50 Billion Diesel Engine Manufacturing Firm** Reactive maintenance, no predictive fleet monitoring, and gaps in data security for global telemetry collection were driving downtime, increasing costs, and limiting EBITDA margin. Significantly reduced manual data entry time. Real-time analytics capability. Improved EBITDA margin. ### QR/OS™ blocks - Data - Measurement - Governance - Security - Reporting [Read proof point](/content/proof/predictive-maintenance-diesel-engine-manufacturer/index.html) ### AI Model for Employee Churn Prediction for a $400M Logistics Company **$400 Million Logistics Company** No predictive capability to identify at-risk employees before they resigned, and no visibility into the pay, management, and benchmarking factors driving turnover. Proactive leadership interventions enabled, workforce stability improved. ### QR/OS™ blocks - Data - Measurement - Reporting [Read proof point](/content/proof/employee-churn-prediction-logistics/index.html) ### Dynamic Pricing Model for an Industrial Lighting Supplier **Privately Owned Construction Wholesaler** Manual, inconsistent pricing processes with no predictive capability were producing low conversion rates, margin leakage, and long quoting turnarounds (average one week). Increased sales conversion. Improved pricing accuracy and profit. Real-time insights for sales teams. ### QR/OS™ blocks - Data - Measurement - Workflow - Reporting [Read proof point](/content/proof/dynamic-pricing-model-industrial-lighting-supplier/index.html) ### AI & Context Engineering Training for a PE Firm — Associates to Partners **Private Equity Investment Firm** Inconsistent, informal AI usage with no shared ontology, prompt frameworks, or reusable team tools was preventing the investment team from realising AI-driven productivity gains. Shared team toolkit with consistent AI usage across the full investment team from associates to partners. ### QR/OS™ blocks - Adoption - Change - Skills - LLM [Read proof point](/content/proof/ai-context-engineering-training-pe-associates-to-partners/index.html) ### Automated Product Lifecycle Analysis Tool for a Light-Mobility Manufacturer **Private Consumer Products and Services Company (Light-Mobility)** No shared, data-driven tool for new product demand forecasting led to siloed decision-making across product, sales, and operations teams. Significant time reduction defining scenarios for product launches. Efficiency gains by integrating team knowledge into an AI solution. ### QR/OS™ blocks - Data - Measurement - Workflow [Read proof point](/content/proof/product-lifecycle-analysis-light-mobility/index.html) ### Logistics Optimisation as a Data Journey Enabler for a Global Building Materials Company **Leading Global Building Materials and Sustainable Solutions Company** No scalable data architecture, no internal AI capability, and no freight optimisation models meant that significant cost-reduction opportunities in logistics remained uncaptured. Increased sales conversion. Improved pricing accuracy and profit. Real-time insights for freight operations. ### QR/OS™ blocks - Data - Governance - Workflow - Measurement - Reporting [Read proof point](/content/proof/logistics-optimisation-data-journey-building-materials/index.html) ### AI Opportunity Assessment for a $34M Lighting & Controls Distribution Firm **$34 Million Lighting and Control Technologies Distribution Firm** Despite core technology investments, fragmented systems and manual processes were dragging efficiency and preventing the firm from leveraging its historical data for AI-driven advantage. AI and automation investments directed at the most valuable levers. Foundation for scalable AI adoption established. ### QR/OS™ blocks - Workflow - Governance - Data - Agents [Read proof point](/content/proof/ai-opportunity-assessment-lighting-controls-distributor/index.html) ### AI Transformation Roadmap for a $130M Media & Advertising Firm **$130 Million Media Firm** No formal AI or digital transformation strategy, with a need to quickly identify short-term and long-term value-driven solutions. Clear roadmap enabling successful transition to a digital-first, AI-driven future. ### QR/OS™ blocks - Workflow - Data - Governance - Adoption [Read proof point](/content/proof/ai-transformation-roadmap-media-advertising-firm/index.html) ### Data-Driven Customer Segmentation for a Global Pharmaceutical Company **Top 5 Global Pharmaceutical Company** Without data-driven segmentation, the company could not prioritise physician targets effectively or tailor sales and marketing actions for different digital engagement profiles. More effective and scalable outreach strategies for digital and field interactions across hospital accounts. ### QR/OS™ blocks - Data - CRM - Measurement - Context [Read proof point](/content/proof/customer-segmentation-global-pharma/index.html) ## Want to see where QR/OS™ could create value in your business? We'll help identify the AI plays, controls, workflows, and adoption moves most likely to create measurable value.