---
# Scaling GenAI across the enterprise: Why readiness, not just models define the winners
**URL:** https://www.sigmoid.com/ebooks-whitepapers/scaling-genai-across-the-enterprise-why-readiness-not-just-models-define-the-winners/
Date: 2025-07-17
Author: Vishal Randive
Post Type: page
Summary: Scaling GenAI across the enterprise Why readiness, not just models define the winners Download the whitepaper Generative AI has sparked a...Read More...
---
# Scaling GenAI
across the enterprise
Why readiness, not just models define the winners
[Download the whitepaper](#FooterForm)
Generative AI has sparked a wave of experimentation across industries, promising transformative gains in productivity, innovation, and competitive edge. Nearly every CPG enterprise has tested its potential. Yet, fewer than 10% of enterprises have succeeded in scaling GenAI beyond isolated pilots.
This whitepaper uncovers the critical readiness gap that keeps most GenAI initiatives stuck in pilot mode and why closing it is essential to unlocking real value. Backed by Sigmoid’s hands-on experience with global CPG leaders, it lays out the four foundational pillars data, process infrastructure, people, and business strategy that empower enterprises to scale GenAI from isolated experiments to enterprise-grade outcomes.
**Some key takeaways from this whitepaper:**
- Why most GenAI projects fail to scale and how to fix it
- How to transform siloed pilots into production-grade, value-generating solutions
- Real-world success stories from enterprises driving impact with GenAI
- How to assess your GenAI readiness and build a strategic roadmap for scale
- Practical steps for data productization, MLOps, risk governance, and AI literacy
### Download the whitepaper to learn how leading brands drive enterprise growth with GenAI
[fluentform id="152"]
---
## Navigation
- [Company](/about-sigmoid)
- [Newsroom](/newsroom)
- [Life at Sigmoid](/careers)
- [Takshashila](/takshashila)
- [Contact Us](/contact-us)
- [AI Strategy Blueprint your AI advantage](/enterprise-ai-strategy/)
- [Generative AI Drive innovation with Generative AI](/generative-ai/)
- [Responsible AI Build trust with ethical AI practices](/responsible-ai-in-enterprise/)
- [Agentic AI Reshape business with scalable agentic systems](/agentic-ai-solutions/)
- [AI Managed Services Ensure reliable AI performance](/ai-managed-services/)
- [Advanced Analytics Transform your business with data-driven insights](/advanced-data-analytics-solutions/)
- [Download whitepaper](/ebooks-whitepapers/the-new-qsr-playbook-transforming-menu-strategy-into-a-growth-engine/)
- [Data Strategy Strong data foundations for scalable AI](/data-analytics-strategy/)
- [Data Management Leverage data as a strategic asset](/ai-data-management-services/)
- [DataOps Automate data for speed and quality](/data-devops/)
- [Forward Deployed Engineering Scale enterprise AI with FDEs & specialized agents](/forward-deployed-engineering/)
- [Data Engineering Deliver insights faster with scalable pipelines](/data-engineering/)
- [Cloud Transformation Modernize data to maximise efficiency](/cloud-migration/)
- [Download whitepaper](/ebooks-whitepapers/building-data-products-in-a-data-mesh-to-drive-business-value/)
- [Data Modeling Structure data for better decisions](/data-modeling-services/)
- [Data Visualization Transform data into actionable stories](/data-visualization-service/)
- [BI Migration Enhance decision making with modern BI tools](/bi-migration/)
- [Data Observability Build trust with healthy, accurate data](/data-observability/)
- [Automated Insights Make smarter decisions with auto-generated insights](/automated-insights/)
- [Download whitepaper](/ebooks-whitepapers/how-cognitive-bi-drives-an-intelligent-enterprise/)
- [CPG & Retail End-to-end analytics for planning, operations, and commercial excellence](/industries/cpg-analytics/)
- [Life Sciences Trusted intelligence across clinical, commercial, and operational workflows](/industries/life-sciences/)
- [Banking & Financial Services AI-powered analytics for risk, compliance and customer experience](/industries/banking-financial-analytics-services/)
- [Insurance Modernize core insurance platforms and unlock new revenue streams with AI](/industries/insurance-reimagined-with-ai/)
- [Download infographic](/wp-content/uploads/2026/03/Infographic_Maturity-Framework-for-Scaling-Agentic-AI.pdf)
- [Helios Turn marketing data into measurable business outcomes](/marketing-suite-helios/)
- [Stratos AI-powered platform for resilient supply chains](/supply-chain-stratos/)
- [DataGuard Agentic AI platform for data quality and governance](/data-quality-dataguard/)
- [MediaIQ Advanced platform for in-flight marketing measurement](/accelerators/sigmoid-mediaiq-multi-touch-attribution-tool/)
- [CampaignIQ AI-driven platform for optimized campaign budget allocation](/accelerators/sigmoid-campaigniq/)
- [AssistBot GenAI email assistant that automates human-like responses](/accelerators/sigmoid-assistbot-for-ai-email-assistant/)
- [CreativeBot GenAI tool for personalized and brand-aligned creative design](/accelerators/sigmoid-creativebot/)
- [SocialBot GenAI platform to analyze digital conversations and trends](/accelerators/#marketing|socialbot)
- [DemandIQ Predict trends accurately and optimize inventory management](/accelerators/sigmoid-demandiq/)
- [NetworkIQ Track and optimize logistics operations in real-time to quickly address disruptions](/accelerators/sigmoid-networkiq/)
- [SupplyIQ End-to-end platform to optimize supply chain operations](/accelerators/sigmoid-supplyiq/)
- [ProcurementIQ Automated procurement operations for maximum savings, compliance and efficiency](/accelerators/sigmoid-procurementiq/)
- [RapidML Accelerated deployment for machine learning models](/accelerators/sigmoid-rapidml/)
- [DataGuard Comprehensive platform for proactive data quality management](/accelerators/data-quality-tool-sigmoid-dataguard/)
- [CloudPulse Cloud cost optimization platform with multi-cloud management](/accelerators/sigmoid-cloudpulse/)
- [RAPID GenAI foundation with built-in governance and cost clarity](/accelerators/sigmoid-rapid/)
- [AnalyticsBot Conversational analytics for faster business decisions](/accelerators/sigmoid-analyticsbot/)
- [DataConnect Seamlessly ingest, integrate and harmonize data from diverse sources](/accelerators/sigmoid-dataconnect/)
- [Reconica AI-powered data harmonization and reconciliation engine](/accelerators/sigmoid-reconica/)
- [ConverseBot GenAI driven insights generation for automated insights from reports](/accelerators/#sales|conversebot)
- [iNRM Cross-lever revenue growth optimization platform](/accelerators/sigmoid-inrm/)
- [AssortmentIQ Optimize shelf layouts and assortment mix at scale with AI-based insights](/accelerators/sigmoid-assortmentiq/)
- [Read whitepaper](/ebooks-whitepapers/building-agentic-ai-chatbots-for-business-process-transformation/)
- [Listen Podcast](/events/podcast/how-jack-in-the-box-is-redefining-personalization-and-supply-chain-with-ai/)
- [Blogs](/blogs/)
- [White Papers](/ebooks-whitepapers/)
- [Case Studies](/case-studies/)
- [Podcast](/events/podcast/#Podcasts)
- [Download case study](/case-studies/ai-based-dynamic-targeting-and-personalized-hcp-engagement-for-pharma-marketing/)
- [ConverseBot](/accelerators/#sales|conversebot/)
---
## Footer Links
- [Talk to our AI experts](/contact-us/)
- [AI Strategy](/enterprise-ai-strategy/)
- [Agentic AI](/agentic-ai-solutions/)
- [Generative AI](/generative-ai/)
- [AI Managed Services](/ai-managed-services/)
- [Responsible AI](/responsible-ai-in-enterprise/)
- [Advanced Analytics](/advanced-data-analytics-solutions/)
- [Data Strategy](/data-analytics-strategy//)
- [Data Engineering](/data-engineering/)
- [Data Management](/ai-data-management-services/)
- [Cloud Transformation](/cloud-transformation/)
- [DataOps](/data-devops/)
- [Forward Deployed Engineering](/forward-deployed-engineering/)
- [Data Visualization](/data-visualization-service/)
- [Automated Insights](/automated-insights/)
- [BI Migration](/bi-migration/)
- [Data Modeling](/data-modeling-services/)
- [Data Observability](/data-observability/)
- [CPG & Retail](/industries/cpg-analytics/)
- [Life Sciences](/industries/life-sciences/)
- [Banking & Financial Services](/industries/banking-financial-analytics-services/)
- [Insurance](/industries/insurance-reimagined-with-ai/)
- [Case Studies](/case-studies/)
- [Thought Leadership](/ebooks-whitepapers/)
- [Blogs](/blogs/)
- [Helios](/marketing-suite-helios/)
- [Stratos](/supply-chain-stratos/)
- [DataGuard](/data-quality-dataguard/)
- [Company](/about-sigmoid/)
- [Newsroom](/newsroom/)
- [Accelerators](/accelerators/)
- [Careers](/careers/)
- [Privacy Policy |](/privacy-policy/)
- [Cookie Policy](/cookie-policy/)