---
# Case studies
**URL:** https://www.sigmoid.com/case-studies/
Date: 2023-09-01
Author: Sigmoid
Post Type: page
Summary: Data clean room enables real-time insights to improve operational efficiency Download Success Story Agentic AI-powered HCP engagement intelligence improves pharma field sales...Read More...
---
# Data clean room enables real-time insights to improve operational efficiency
[Download Success Story](/case-studies/data-clean-room-enables-real-time-insights-to-improve-operational-efficiency/)
# Agentic AI-powered HCP engagement intelligence improves pharma field sales performance
[Download Success Story](/case-studies/agentic-ai-powered-hcp-engagement-intelligence-improves-pharma-field-sales-performance/)
# Smart in-store execution platform boosts sales by 3%
[Download Success Story](/case-studies/smart-in-store-execution-platform-boosts-sales-by-3/)
Detailed Case Studies
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Supply Chain
GenAI & Agentic AI
#### [Agentic AI transforms procurement operations with 80% autonomous purchase order processing](/case-studies/agentic-ai-transforms-procurement-operations-with-80-autonomous-purchase-order-processing/)
Automated purchase order processing across 90+ manufacturing plants by embedding Agentic AI into SAP workflows, driving ~$200K in annual operating cost savings.
[Read more](/case-studies/agentic-ai-transforms-procurement-operations-with-80-autonomous-purchase-order-processing/)

GenAI & Agentic AI
#### [A global CPG leader's shift to Helios for the full marketing loop](/case-studies/a-global-cpg-leaders-shift-to-helios-for-the-full-marketing-loop/)
A health, hygiene, and nutrition giant replaced a patchwork of disconnected tools and agencies with Helios, Sigmoid’s AI-powered marketing platform.
[Read more](/case-studies/a-global-cpg-leaders-shift-to-helios-for-the-full-marketing-loop/)

AI/ML
#### [AI-based Perfect Order forecasting unlocks sales growth across 100K+ stores](/case-studies/ai-based-perfect-order-forecasting-unlocks-sales-growth-across-100k-stores/)
Enabled a Fortune 500 beverage company to improve ordering accuracy and sales execution by embedding ML-driven recommendations into account managers’ workflows.
[Read more](/case-studies/ai-based-perfect-order-forecasting-unlocks-sales-growth-across-100k-stores/)

AI/ML
#### [75% faster recovery of critical banking applications with always-on availability](/case-studies/75-faster-recovery-of-critical-banking-applications-with-always-on-availability/)
Transformed disaster recovery capabilities for a major U.S. retail bank and achieved 75% faster recovery of critical applications by moving to an high availability-led resilience model.
[Read more](/case-studies/75-faster-recovery-of-critical-banking-applications-with-always-on-availability/)

AI/ML
Marketing
#### [Digital Customer Data Platform improves marketing ROI with faster campaign rollout](/case-studies/digital-customer-data-platform-improves-marketing-roi-with-faster-campaign-rollout/)
Built a privacy-first Digital Customer Data Platform that unified fragmented consumer data to enable data-driven marketing and personalized customer engagement at scale.
[Read more](/case-studies/digital-customer-data-platform-improves-marketing-roi-with-faster-campaign-rollout/)

GenAI & Agentic AI
#### [Agentic AI-powered HCP engagement intelligence improves pharma field sales performance](/case-studies/agentic-ai-powered-hcp-engagement-intelligence-improves-pharma-field-sales-performance/)
Built an AgenticAI-powered sales enablement platform that unified pre-call planning and post-call intelligence to help pharmaceutical field teams engage HCPs more effectively.
[Read more](/case-studies/agentic-ai-powered-hcp-engagement-intelligence-improves-pharma-field-sales-performance/)

AI/ML
#### [AI-based dynamic targeting and personalized HCP engagement for pharma marketing](/case-studies/ai-based-dynamic-targeting-and-personalized-hcp-engagement-for-pharma-marketing/)
Built a centralized AI platform that enabled marketers to dynamically target micro-segments of healthcare professionals (HCPs) with personalized content for higher engagement.
[Read more](/case-studies/ai-based-dynamic-targeting-and-personalized-hcp-engagement-for-pharma-marketing/)

GenAI & Agentic AI
#### [Gen AI delivers $2.5M savings and regulatory compliance excellence](/case-studies/gen-ai-delivers-2-5m-savings-and-regulatory-compliance-excellence/)
Optimized medical device reporting compliance using Generative AI-powered models that reduced manual effort in the complaint handling process.
[Read more](/case-studies/gen-ai-delivers-2-5m-savings-and-regulatory-compliance-excellence/)

Data Engineering
Supply Chain
#### [Data clean room enables real-time insights to improve operational efficiency](/case-studies/data-clean-room-enables-real-time-insights-to-improve-operational-efficiency/)
Built a secure data clean room to transform fragmented bottler reporting and performance tracking system that would deepen collaboration between manufacturer and partners.
[Read more](/case-studies/data-clean-room-enables-real-time-insights-to-improve-operational-efficiency/)

AI/ML
#### [Smart in-store execution platform boosts sales by 3%](/case-studies/smart-in-store-execution-platform-boosts-sales-by-3/)
A leading global CPG company partnered with Sigmoid to address revenue leakage caused by inconsistent in-store execution across major US retailers.
[Read more](/case-studies/smart-in-store-execution-platform-boosts-sales-by-3/)

Supply Chain
GenAI & Agentic AI
#### [Transforming logistics planning with Agentic AI-driven optimization and scenario simulation](/case-studies/transforming-logistics-planning-with-agentic-ai-driven-optimization-and-scenario-simulation/)
Sigmoid built a Agentic AI powered logistics analytics platform with chatbot to drive intelligent, insight-led decision-making across outbound transportation operations.
[Read more](/case-studies/transforming-logistics-planning-with-agentic-ai-driven-optimization-and-scenario-simulation/)

AI/ML
#### [Improved profitability and financial forecasting for auto loans using AI](/case-studies/improved-profitability-and-financial-forecasting-for-auto-loans-using-ai/)
A major financial services company in the consumer lending business partnered with Sigmoid to improve the account-level profitability of their auto loan portfolio.
[Read more](/case-studies/improved-profitability-and-financial-forecasting-for-auto-loans-using-ai/)

Marketing
GenAI & Agentic AI
#### [GenAI-driven review system to launch marketing campaigns faster](/case-studies/genai-driven-review-system-to-launch-marketing-campaigns-faster/)
Sigmoid deployed a GenAI-powered compliance assistant to streamline content reviews across text, image, and video for faster marketing campaign launches.
[Read more](/case-studies/genai-driven-review-system-to-launch-marketing-campaigns-faster/)

Data Engineering
GenAI & Agentic AI
#### [Agentic AIOps enables 70% faster issue resolution in data operations](/case-studies/agentic-aiops-enables-70-faster-issue-resolution-in-data-operations/)
A global F500 consumer goods company partnered with Sigmoid to modernize its support operations for creating a predictive, scalable and cost-effective system.
[Read more](/case-studies/agentic-aiops-enables-70-faster-issue-resolution-in-data-operations/)

AI/ML
GenAI & Agentic AI
#### [Intelligent label processing with AI and LLMs improves compliance](/case-studies/intelligent-label-processing-with-ai-and-llms-improves-compliance/)
A leading MedTech equipment manufacturer partnered with Sigmoid to automate the extraction and validation of UDI attributes from product labels for compliance with evolving global regulations.
[Read more](/case-studies/intelligent-label-processing-with-ai-and-llms-improves-compliance/)

AI/ML
GenAI & Agentic AI
#### [AI agents power efficiency gains in MedTech R&D](/case-studies/ai-agents-power-efficiency-gains-in-medtech-rd/)
A global MedTech leader partnered with Sigmoid to accelerate product development by improving access to critical R&D knowledge buried in fragmented documents and systems.
[Read more](/case-studies/ai-agents-power-efficiency-gains-in-medtech-rd/)

AI/ML
GenAI & Agentic AI
#### [Product recommendations with AI Agents improve sales by 5%](/case-studies/product-recommendations-with-ai-agents-improve-sales-by-5/)
Sigmoid helped a global B2B chocolate and cocoa products manufacturer achieve faster response to customer and higher portfolio utilization by implementing an Agentic AI-based product recommendation solution.
[Read more](/case-studies/product-recommendations-with-ai-agents-improve-sales-by-5/)

AI/ML
#### [Scalable EPR compliance with end-to-end cost modeling for sustainable packaging](/case-studies/scalable-epr-compliance-with-end-to-end-cost-modeling-for-sustainable-packaging/)
Sigmoid helped a global food manufacturer tackle evolving EPR regulations by building a scalable BI solution to enable real-time reporting, simulate packaging costs and drive sustainability across packaging operations.
[Read more](/case-studies/scalable-epr-compliance-with-end-to-end-cost-modeling-for-sustainable-packaging/)

Data Modernization
Business intelligence
#### [30% faster access to trusted data through a centralized marketplace](/case-studies/30-faster-access-to-trusted-data-through-marketplace/)
Developed a centralized enterprise data marketplace for a global consumer health manufacturer to streamline data discovery, improve governance, and accelerate access to trusted data across business teams.
[Read more](/case-studies/30-faster-access-to-trusted-data-through-marketplace/)

AI/ML
GenAI & Agentic AI
#### [GenAI-driven product claims development solution boosts R&D efficiency](/case-studies/genai-driven-product-claims-development-solution-boosts-rd-efficiency/)
Sigmoid helped a global consumer health brand transform its manual product claims development process into a scalable, scientific workflow across 20+ markets.
[Read more](/case-studies/genai-driven-product-claims-development-solution-boosts-rd-efficiency/)

AI/ML
#### [AI-powered demand forecasting improves order planning efficiency by 30%](/case-studies/ai-powered-demand-forecasting-improved-order-planning-efficiency-by-30/)
Sigmoid helped a global FMCG company improve demand forecasting accuracy to reduce inventory imbalances, costly air-freight shipments, and supply chain costs across LATAM.
[Read more](/case-studies/ai-powered-demand-forecasting-improved-order-planning-efficiency-by-30/)

Supply Chain
#### [Supply chain control tower improves case-fill rate by 3% without additional working capital](/case-studies/supply-chain-control-tower-improves-case-fill-rate/)
A leading multinational CPG company partnered with Sigmoid to implement a supply chain control tower that unified operational data and improved case fill rates through real-time performance visibility.
[Read more](/case-studies/supply-chain-control-tower-improves-case-fill-rate/)

AI/ML
GenAI & Agentic AI
#### [Marketing content automation with GenAI delivers $1.3M annual savings](/case-studies/marketing-content-automation-with-genai-delivers-1-3m-annual-savings/)
Sigmoid helped an equipment manufacturer streamline its marketing content generation process by developing a GenAI-based platform with integrated compliance checks.
[Read more](/case-studies/marketing-content-automation-with-genai-delivers-1-3m-annual-savings/)

Data Engineering
#### [Technical debt reduction streamlines finance data operations, drives 85% cost savings](/case-studies/technical-debt-reduction-streamlines-finance-data-operations-drives-85-cost-savings/)
Sigmoid helped a global consumer products manufacturer improve its finance data operations through a comprehensive technology modernization initiative.
[Read more](/case-studies/technical-debt-reduction-streamlines-finance-data-operations-drives-85-cost-savings/)

Cloud Transformation
#### [Data infrastructure transformation on the cloud unlocks $1.3M in savings](/case-studies/data-infrastructure-transformation-on-the-cloud-unlocks-1-3m-in-savings/)
Sigmoid analyzed the platform’s existing codebase to design detailed service flow and data flow diagrams, identifying critical inefficiencies and areas for optimization.
[Read more](/case-studies/data-infrastructure-transformation-on-the-cloud-unlocks-1-3m-in-savings/)

Cloud Transformation
#### [Cloud data modernization reduces TCO by 12% for a leading tire manufacturer](/case-studies/cloud-data-modernization-reduces-tco-by-12-for-a-leading-tire-manufacturer/)
Sigmoid executed a comprehensive migration strategy to transition the company’s data architecture from Azure to AWS and Snowflake.
[Read more](/case-studies/cloud-data-modernization-reduces-tco-by-12-for-a-leading-tire-manufacturer/)

Supply Chain
#### [Network optimization reduces supply chain costs by 10%](/case-studies/network-optimization-reduces-supply-chain-costs-by-10/)
Designed a data-driven network optimization algorithm to bring down cost-to-serve across the supply chain.
[Read more](/case-studies/network-optimization-reduces-supply-chain-costs-by-10/)

Data Engineering
#### [Harmonizing product master data with retail sales for 95% accurate SKUs matching](/case-studies/harmonizing-product-master-data-with-retail-sales-for-95-accurate-skus-matching/)
Sigmoid helped a global consumer goods company reduce manual efforts and improve data accuracy for sales and market operations teams.
[Read more](/case-studies/harmonizing-product-master-data-with-retail-sales-for-95-accurate-skus-matching/)

Marketing
#### [Box office success maximized through a unified marketing analytics platform](/case-studies/box-office-success-maximized-through-a-unified-marketing-analytics-platform/)
Sigmoid’s unified marketing analytics platform helped a major media and entertainment studio consolidate campaign data across channels to optimize marketing spend and maximize box office performance.
[Read more](/case-studies/box-office-success-maximized-through-a-unified-marketing-analytics-platform/)

Data Engineering
#### [70% improvement in order fulfillment with accurate demand forecasting](/case-studies/70-improvement-in-order-fulfillment-with-accurate-demand-forecasting/)
Optimized inventory and minimized stockouts through near real-time forecasts and faster order fulfillment.
[Read more](/case-studies/70-improvement-in-order-fulfillment-with-accurate-demand-forecasting/)

Data Modernization
Business intelligence
#### [From siloed data to unified data marketplace: unlocking 85% faster insights](/case-studies/unified-data-marketplace-for-unlocking-faster-insights/)
A highly secured and governed data marketplace within the enterprise data ecosystem brought together all the data products and data assets in a centralized location for seamless consumption.
[Read more](/case-studies/unified-data-marketplace-for-unlocking-faster-insights/)

AI/ML
#### [Category assortment optimization with planogram drives higher retail sales](/case-studies/category-assortment-optimization-with-planogram-drives-higher-retail-sales/)
Recommended the best assortment mix and shelf positioning to improve category sales at a large retailer.
[Read more](/case-studies/category-assortment-optimization-with-planogram-drives-higher-retail-sales/)

Data Modernization
#### [Centralized financial planning and analysis improves manufacturing cash flow](/case-studies/centralized-financial-planning-and-analysis-improves-manufacturing-cash-flow/)
Connecting multiple ERP systems over a data lake improved access to data for better financial forecasting.
[Read more](/case-studies/centralized-financial-planning-and-analysis-improves-manufacturing-cash-flow/)

AI/ML
#### [Category-level demand forecasting improves supply chain planning](/case-studies/category-level-demand-forecasting-improves-supply-chain-planning/)
An automated, data-driven forecasting solution generates real-time category level insights at weekly frequencies to optimize inventory.
[Read more](/case-studies/category-level-demand-forecasting-improves-supply-chain-planning/)

Data Modernization
Business intelligence
#### [Brand health scorecard improves global marketing ROI](/case-studies/brand-health-scorecard-improves-global-marketing-roi/)
Sigmoid helped automate brand health scorecards for tracking marketing performance globally through a unified data platform.
[Read more](/case-studies/brand-health-scorecard-improves-global-marketing-roi/)

Data Modernization
Business intelligence
#### [Data mesh drives faster insights for commercial innovation](/case-studies/data-mesh-drives-faster-insights-for-commercial-innovation/)
A unified data platform with data mesh architecture facilitated creation and consumption of data products for commercial operations.
[Read more](/case-studies/data-mesh-drives-faster-insights-for-commercial-innovation/)

Data Engineering
#### [Data quality management platform for a CPG giant](/case-studies/data-quality-management-platform-for-a-cpg-giant/)
Sigmoid built an enterprise-grade data quality platform that transformed data governance for the customer and enabled decision-making.
[Read more](/case-studies/data-quality-management-platform-for-a-cpg-giant/)

Data Modernization
Business intelligence
#### [Data platform modernization for deeper consumer insights](/case-studies/data-platform-modernization-for-deeper-consumer-insights/)
Data mesh led platform democratized access to survey and reporting data which enabled product innovation and targeted marketing campaigns.
[Read more](/case-studies/data-platform-modernization-for-deeper-consumer-insights/)

AI/ML
#### [Franchise transformation with data products optimizes joint budget planning and drives topline growth](/case-studies/franchise-transformation-with-data-products-optimizes-joint-budget-planning/)
A holistic consulting and implementation exercise helps to diagnose gaps and identify opportunities for streamlining GTM budget planning process.
[Read more](/case-studies/franchise-transformation-with-data-products-optimizes-joint-budget-planning/)

Cloud Transformation
#### [Data infrastructure modernization reduces cloud costs by 50%](/case-studies/data-infrastructure-modernization-reduces-cloud-costs-by-50/)
Sigmoid designed and implemented a reference architecture for unified trade to modernize the legacy data infrastructure which enhanced operational efficiency and fast-tracked computation of business credit scores.
[Read more](/case-studies/data-infrastructure-modernization-reduces-cloud-costs-by-50/)

AI/ML
#### [Cash forecasting accuracy improved up to 95%](/case-studies/cash-forecasting-accuracy-improved-by-95/)
Developed an ML-powered cash forecasting solution for a global consumer enterprise that integrated multi-market financial data to predict cash flows and improve planning accuracy to 95%.
[Read more](/case-studies/cash-forecasting-accuracy-improved-by-95/)

AI/ML
#### [Demand forecasting solution with 10+ market disruption indicators, delivers prediction accuracy of 92%](/case-studies/demand-forecasting-solution-leads-to-improved-market-planning/)
Sigmoid provided a customized demand forecasting solution utilizing advanced ML algorithms, incorporating market indicators and macroeconomic parameters. The solution enabled swift responses to market dynamics resulting in 80% faster time to insights.
[Read more](/case-studies/demand-forecasting-solution-leads-to-improved-market-planning/)

Data Modernization
#### [Data monetization with a scalable and configurable platform for financial institutions unlocks new revenue streams](/case-studies/data-monetization-with-a-scalable-and-configurable-platform/)
Sigmoid developed a data mesh architecture on GCP to consolidate data from multiple sources and develop data products which helped our client monetize their data and reduce the time required to commission new customers by 90%.
[Read more](/case-studies/data-monetization-with-a-scalable-and-configurable-platform/)

Marketing
Business intelligence
#### [Global eCommerce insights hub improves demand planning, leading to 5% increase in channel sales](/case-studies/global-ecommerce-insights-hub-improves-demand-planning/)
A global snacks manufacturer partnered with Sigmoid to build a centralized eCommerce insights hub that unified digital commerce data and strengthened demand planning across markets.
[Read more](/case-studies/global-ecommerce-insights-hub-improves-demand-planning/)

Data Modernization
#### [Data mesh architecture enables data-as-a-product and lowers inventory costs by 15%](/case-studies/data-mesh-architecture-enables-data-as-a-product/)
Sigmoid developed a data mesh architecture for modernizing enterprise data to enable next-gen analytics use cases that helped the client improve sales and inventory.
[Read more](/case-studies/data-mesh-architecture-enables-data-as-a-product/)

AI/ML
#### [Assortment recommendation engine maps the right products with outlets leading to 14% sales growth](/case-studies/assortment-recommendation-engine-maps-right-products-with-outlets/)
Sigmoid developed an assortment optimization solution with customized prediction and recommendation models using Databricks to help a leading alcoholic beverages company improve customer experience by placing the right products at the right outlets and drive sales.
[Read more](/case-studies/assortment-recommendation-engine-maps-right-products-with-outlets/)

Supply Chain
#### [Centralized data lake and automated data pipelines drive real-time KPI monitoring through a Supply Chain Control Tower](/case-studies/centralized-data-lake-and-automated-data-pipelines/)
Sigmoid optimized logistics management by building a centralized data lake with automated data pipelines to facilitate fast and error-free reporting and improve dashboard performance for crucial supply chain KPIs in real-time.
[Read more](/case-studies/centralized-data-lake-and-automated-data-pipelines/)

Data Modernization
#### [Omnichannel marketing data hub optimized campaign execution resulting in a 5% uplift in lead conversion](/case-studies/omnichannel-marketing-data-hub-optimized-campaign-execution/)
Sigmoid built a centralized marketing data platform on Azure with automated data pipelines to optimize marketing campaigns’ ROI for a leading medical technology company.
[Read more](/case-studies/omnichannel-marketing-data-hub-optimized-campaign-execution/)

AI/ML
#### [ML based image processing with Google Vision delivers deep insights into consumer buying patterns](/case-studies/ml-based-image-processing-with-google-vision/)
Sigmoid developed an image analytics based solution powered by deep learning to help an American multinational F100 consumer products manufacturer gain insights into consumer buying patterns, product preferences, and brand penetration.
[Read more](/case-studies/ml-based-image-processing-with-google-vision/)

Marketing
#### [ML based targeting and campaign optimization increases ROAS on Amazon by 10x](/case-studies/ml-based-targeting-and-campaign-optimization/)
A kids nutrition brand partnered with Sigmoid to increase spend efficiency and accelerate sales on Amazon by identifying the right target audience and optimizing campaign settings like budgets, bid value, and ad frequency for each campaign.
[Read more](/case-studies/ml-based-targeting-and-campaign-optimization/)

Cloud Transformation
#### [Best practices to manage data and services on Azure optimizes cloud costs by 25%](/case-studies/best-practices-to-manage-data-and-services-on-azure/)
Sigmoid’s cloud optimization and governance framework helped a large enterprise streamline Azure workloads, implement serverless architectures, and reduce cloud infrastructure costs significantly.
[Read more](/case-studies/best-practices-to-manage-data-and-services-on-azure/)

Supply Chain
#### [Real-time integration of IoT sensor data with automated data pipelines for effective logistics management](/case-studies/real-time-integration-of-iot-sensor-data/)
Sigmoid optimized logistics management by re-architecting the data platform and building robust and scalable data pipelines which resulted in faster data collection, improved data quality, and seamless pipeline extensibility.
[Read more](/case-studies/real-time-integration-of-iot-sensor-data/)

Cloud Transformation
#### [Data integration & standardization on Google cloud improves time to insight by 25%](/case-studies/data-integration-standardization-on-google-cloud/)
Sigmoid developed a centralized and scalable data warehouse on Google Cloud to optimize data-driven decision-making. A single source of truth for multiple data sources was created to address legacy data warehouse challenges of data discoverability, governance, and security.
[Read more](/case-studies/data-integration-standardization-on-google-cloud/)

Cloud Transformation
#### [Data migration from on prem systems to Snowflake reduces time to insights by 10X](/case-studies/data-migration-best-practices-for-snowflake-deliver-10x-faster-insights)
Sigmoid optimized Snowflake's performance by implementing best practices for data migration, resulting in a 10X improvement in the efficiency of data pipelines.
[Read more](/case-studies/data-migration-best-practices-for-snowflake-deliver-10x-faster-insights)

Data Modernization
#### [Data hub on AWS enables near real time tracking of 20+ KPIs to improve sales performance and customer satisfaction](/case-studies/data-hub-on-aws-enables-near-real-time-tracking-of-20-kpis/)
We created a data hub on AWS for field sales, regional sales and marketing leaders across multiple levels of hierarchy and get access to 20+ sales KPIs in near real time.
[Read more](/case-studies/data-hub-on-aws-enables-near-real-time-tracking-of-20-kpis/)

Data Engineering
Business intelligence
#### [Generating near real-time insights for a restaurant chain on a balanced scorecard powered by a LCNC data platform](/case-studies/scorecard-powered-by-a-lcnc-data-platform/)
Sigmoid leveraged cloud-agnostic, Low Code/No Code (LC/NC) tools to create automated data pipelines that generate insights on 70+ key performance metrics.
[Read more](/case-studies/scorecard-powered-by-a-lcnc-data-platform/)

Cloud Transformation
Business intelligence
#### [Data standardization from 20 ERPs into Snowflake and BI platform development for faster access to 50+ business KPIs](/case-studies/data-standardization-for-faster-access-to-business-kpis/)
An enterprise-level unified BI platform that enabled near real-time tracking and analysis of 50+ business KPIs.
[Read more](/case-studies/data-standardization-for-faster-access-to-business-kpis/)

AI/ML
#### [Automatic preventive maintenance framework to detect faults and reduce scheduled maintenance costs](/case-studies/automated-preventive-maintenance-model/)
Developed an automatic preventive maintenance framework to detect failure patterns on hydroforming presses for timely maintenance.
[Read more](/case-studies/automated-preventive-maintenance-model/)

Data Modernization
Business intelligence
[Centralized portal for BI results in seamless access to 30K+ reports and dashboards with faster access to insights](/case-studies/centralized-data-platform-for-faster-analytics/)
Sigmoid developed a centralized data portal with report cataloging functionality which led to faster report discovery across teams, enhanced collaboration between teams and faster time-to-market.
[Read more](/case-studies/centralized-data-platform-for-faster-analytics/)

AI/ML
#### [ML-based assortment lifecycle solution increases market share by 0.8%](/case-studies/ml-based-assortment-lifecycle-cpg-industry/)
Developed assortment lifecycle intelligence to optimize overall investment in products to focus on key categories and high potential products.
[Read more](/case-studies/ml-based-assortment-lifecycle-cpg-industry/)

AI/ML
#### [ML-based demand forecasting model to reduce data run-time by 20x](/case-studies/ml-based-demand-forecasting-model/)
Developed an ML-based demand forecasting model to improve forecast accuracy and enhance visibility in the supply chain.
[Read more](/case-studies/ml-based-demand-forecasting-model/)

AI/ML
#### [Centralized AI deployment environment for a CPG brand reduced time to scale ML models by 85%](/case-studies/centralized-ai-deployment-environment/)
Built AI deployment environment for faster deployment of ML models across departments.
[Read more](/case-studies/centralized-ai-deployment-environment/)

Marketing
#### [Campaign optimization for a CPG brand resulted in a 25% improvement in ROAS](/case-studies/online-marketing-spend-optimization/)
Built a robust automated solution to suggest keyword recommendations and campaign strategy changes.
[Read more](/case-studies/online-marketing-spend-optimization/)

Data Modernization
#### [Automating Financial Crime Compliance analysis for a leading investment bank](/case-studies/automating-financial-crime-compliance-analysis/)
Improved in risk assessment time and enabled near real-time flagging of data anomaly.
[Read more](/case-studies/automating-financial-crime-compliance-analysis/)

Cloud Transformation
#### [Data migration to Snowflake for 5x faster web analytics and insights visualization on DOMO](/case-studies/migrating-data-to-snowflake/)
Automated the process of data migration to Snowflake and visualization on DOMO to analyze digital data.
[Read more](/case-studies/migrating-data-to-snowflake/)

Cloud Transformation
#### [Cloud optimization led to a 54% reduction in cost for a leading CPG company](/case-studies/cloud-cost-optimization/)
Cloud monitoring and optimization to reduce cost and building custom dashboards to get granular details of billing patters.
[Read more](/case-studies/cloud-cost-optimization/)

Marketing
#### [ML-driven recommendation to power real-time sales analytics](/case-studies/ml-driven-recommendation/)
ML-driven recommendation to power real-time sales analytics.
[Read more](/case-studies/ml-driven-recommendation/)

Data Engineering
#### [Building and maintaining robust data pipelines to make quality datasets ready for ML use cases](/case-studies/building-robust-data-pipelines/)
Building data pipelines to make quality datasets ready for ML use cases.
[Read more](/case-studies/building-robust-data-pipelines/)

AI/ML
#### [ML-based Consumer Profiling and Segmentation for Improved Marketing Spend](/case-studies/ml-based-consumer-profiling-and-segmentation/)
Customer segmentation leading to targeted and tailored marketing communications.
[Read more](/case-studies/ml-based-consumer-profiling-and-segmentation/)

Data Modernization
Business intelligence
#### [Centralized Data Lake for Real-time Analytics and Reporting](/case-studies/centralized-data-lake-for-faster-analytics-and-reporting/)
Automated data ingestion from 30+ diverse sources and enabled 2.5x faster time to insights for marketing team.
[Read more](/case-studies/centralized-data-lake-for-faster-analytics-and-reporting/)

AI/ML
#### [Automated Production Schedule for Manufacturing Plants](/case-studies/automated-master-production-schedule/)
Built an automated master production schedule for multiple manufacturing plants to improve agility and efficiency in resource allocation.
[Read more](/case-studies/automated-master-production-schedule/)

AI/ML
#### [Social Media Analytics Accelerates Product Innovation](/case-studies/social-media-analytics/)
NLP-based social media analytics helped identify pain-passion points of customers and accelerate product innovation.
[Read more](/case-studies/social-media-analytics/)

Marketing
#### [Single Source of Truth for Real-time Marketing Campaign Optimization](/case-studies/real-time-marketing-campaign-optimization/)
Created a set of 10 dashboards to be used by different business teams for real-time campaign reporting, optimization, and analysis.
[Read more](/case-studies/real-time-marketing-campaign-optimization/)

Data Engineering
#### [90% Improvement In ML Model Run Time Using MLOps](/case-studies/model-improvement-mlops/)
A multinational CPG company partnered with Sigmoid to implement MLOps for pricing models, reducing model runtime from 8 days to 14 hours and cutting costs by 87%.
[Read more](/case-studies/model-improvement-mlops/)

Data Engineering
#### [Improving Dashboard Query Performance by 10X](/case-studies/rearchitecting-data-pipelines/)
A global industrial tools manufacturer partnered with Sigmoid to re-architect data pipelines, delivering 10× faster dashboard queries and near real-time machine monitoring.
[Read more](/case-studies/rearchitecting-data-pipelines/)

AI/ML
#### [AI-powered data imputation boosts sales performance](/case-studies/ai-powered-data-imputation-boosts-sales-performance/)
Sigmoid leveraged a neural network-based deep learning library to predict the missing data values with up to 98% accuracy to help a semiconductor manufacturer boost its sales performance.
[Read more](/case-studies/ai-powered-data-imputation-boosts-sales-performance/)

Data Engineering
#### [Data Standardization to Track Data Anomalies for Operational Efficiency](/case-studies/automated-global-bi-reporting/)
Sigmoid transformed manual, error-prone reporting into a standardized, automated global ecosystem, enabling real-time anomaly detection and error-free regulatory compliance across mining sites.
[Read more](/case-studies/automated-global-bi-reporting/)

AI/ML
#### [ 2.5% improvement in OEE of machines](/case-studies/oee-improvement/)
A food and beverage manufacturer partnered with Sigmoid to deploy AI-driven OEE monitoring, improving machine effectiveness by 2.5% with real-time alerts.
[Read more](/case-studies/oee-improvement/)

Data Engineering
#### [80% performance improvements in data pipelines](/case-studies/data-pipelines-performance-improvement/)
Improved large-scale retail data processing for a retail data provider by re-architecting Azure pipelines, reducing Spark runtimes from 90+ minutes to under 15 and boosting performance by 80%
[Read more](/case-studies/data-pipelines-performance-improvement/)

Marketing
#### [Churn Analytics Improves Customer Retention by 70%](/case-studies/churn-analytics-for-customer-retention/)
Developed ML-driven churn analytics for a consumer subscription business, improving prediction accuracy 2.5x and boosting customer retention by 70%.
[Read more](/case-studies/churn-analytics-for-customer-retention/)

Marketing
#### [15% lift in new user conversion using MTA and MMM](/case-studies/real-time-demand-generation-attribution/)
A major pet food brand partnered with Sigmoid to implement MTA and MMM, increasing new user conversions by 15% while enabling fully automated marketing reports.
[Read more](/case-studies/real-time-demand-generation-attribution/)

Data Engineering
#### [Automated Data Ingestion from 10+ retailers for near real-time insights into sales trends for a CPG company](/case-studies/data-lake-creation/)
A multinational FMCG company partnered with Sigmoid to automate data ingestion from 10+ retailers, unlocking near real-time sales insights and $1.5M in cost savings.
[Read more](/case-studies/data-lake-creation/)

Data Engineering
#### [250TB+ data processed for faster customer analytics](/case-studies/data-warehousing-and-customer-analytics/)
A global retailer partnered with Sigmoid to build a scalable data infrastructure, processing 250TB+ of POS and customer data to enable faster analytics.
[Read more](/case-studies/data-warehousing-and-customer-analytics/)

Supply Chain
#### [70% better accuracy for demand forecasting](/case-studies/cpg-demand-forecasting/)
Developed a scalable demand forecasting solution for a leading Latin American cosmetics brand, improving prediction accuracy by 70% and saving $30M in inventory costs.
[Read more](/case-studies/cpg-demand-forecasting/)

Cloud Transformation
#### [65% cost savings with efficient Cloud Migration to GCP](/case-studies/adtech-cloud-migration/)
Sigmoid led the GCP cloud migration efforts for a global ad exchange, reducing operational costs by 65% and significantly improving data processing efficiency.
[Read more](/case-studies/adtech-cloud-migration/)

Data Modernization
#### [100MN+ rows of data per day processed for improved trade surveillance](/case-studies/bfsi-trade-surveillance/)
A top-tier investment bank partnered with Sigmoid to modernize trade surveillance pipelines, processing 100M+ rows daily and accelerating compliance timelines from T+3 to T+1.
[Read more](/case-studies/bfsi-trade-surveillance/)

Marketing
#### [7% sales uplift using 1:1 personalized email marketing](/case-studies/qsr-personalized-marketing/)
A global restaurant chain partnered with Sigmoid to implement 1:1 personalized email marketing, driving a 7% sales uplift and significantly improving conversion rates.
[Read more](/case-studies/qsr-personalized-marketing/)

AI/ML
#### [Production-ready system by building and integrating scalable ML models](/case-studies/productionize-demand-forecasting-models/)
Sigmoid built a scalable cloud-based ML system for a cosmetics company, enabling production-ready model deployment and reducing manual effort across markets.
[Read more](/case-studies/productionize-demand-forecasting-models/)

Marketing
#### [8% profitability boost through personalized recommendation engine](/case-studies/personalized-recommendations/)
Built a multi-armed bandit–based personalization engine for a global cosmetics company, boosting profitability by 8% and increasing sales per consultant by 24%.
[Read more](/case-studies/personalized-recommendations/)

Marketing
#### [11% improvement in marketing campaigns using MTA](/case-studies/marketing-attribution/)
Sigmoid built an ML-driven multi-touch attribution solution for a global consumer goods company, improving campaign effectiveness by 11% with weekly optimization insights.
[Read more](/case-studies/marketing-attribution/)

Data Engineering
#### [24×7 monitoring and support using highly available, robust systems](/case-studies/improved-data-pipeline-availability/)
A multi-cloud platform provider partnered with Sigmoid to build highly available data systems, reducing operations costs by 60% and incidents by 55% with 24×7 monitoring.
[Read more](/case-studies/improved-data-pipeline-availability/)

Marketing
#### [11% match rate improvement with adaptive identity graphs](/case-studies/identity-graphs/)
Developed an adaptive, self-learning identity graph for a global IT company, improving match rates by 11% and boosting predictive power by 15%.
[Read more](/case-studies/identity-graphs/)

Marketing
#### [30% QoQ revenue uplift with price optimization engine](/case-studies/price-optimization/)
Sigmoid built a data-driven price optimization engine for a leading CPG company that leveraged demand forecasting and campaign-level analytics to drive up to 30% QoQ revenue growth.
[Read more](/case-studies/price-optimization/)

Marketing
#### [100MN+ personalized emails sent by productionizing MAB model](/case-studies/productionize-personalized-marketing-models/)
A global fast-food chain partnered with Sigmoid to productionize ML-based recommendation models using a scalable test-and-learn architecture that automated personalized email campaigns at scale
[Read more](/case-studies/productionize-personalized-marketing-models/)

Marketing
#### [33% improvement in ROMI using CLTV models](/case-studies/customer-lifetime-value-prediction/)
Developed ML–based CLTV prediction models for a Fortune 500 bank to forecast customer revenue potential, improve targeting, and increase marketing ROI by 33%
[Read more](/case-studies/customer-lifetime-value-prediction/)

Data Modernization
#### [85% reduction in false positives using real-time fraud detection](/case-studies/fraud-detection/)
Sigmoid’s machine learning–based fraud detection framework helped a financial services firm identify suspicious transactions in real time while minimizing false positives.
[Read more](/case-studies/fraud-detection/)

Data Engineering
#### [Faster and more accurate settlements through automation](/case-studies/property-claim-estimation/)
A large insurance provider partnered with Sigmoid to build an AI-based property damage estimation model that automated claim evaluation and reduced manual assessment time.
[Read more](/case-studies/property-claim-estimation/)

Marketing
#### [Enhanced transparency and visualization of millions of customer data points](/case-studies/audience-targeting/)
Deployed Sigmoid CampaignIQ, an AI-based targeting solution for a digital advertising company to identify the most relevant audience segments that improved campaign engagement performance.
[Read more](/case-studies/audience-targeting/)

Data Engineering
#### [Unified interactive data analytics and external reporting for enhanced transparency](/case-studies/unified-analytics-platform/)
Enterprise analytics platform by Sigmoid helped a global organization consolidate siloed datasets into a single environment for scalable reporting, data exploration, and faster insights.
[Read more](/case-studies/unified-analytics-platform/)

AI/ML
#### [15% reduction in premium using ML-backed underwriting system](/case-studies/group-risk-scoring-of-patients/)
A leading healthcare analytics organization partnered with Sigmoid to build predictive risk scoring models that identified high-risk patient groups and improved population health management.
[Read more](/case-studies/group-risk-scoring-of-patients/)

AI/ML
#### [79% accuracy of the retargeting model](/case-studies/audience-segmentation/)
Developed advanced audience segmentation models for a consumer-focused brand to identify high-value customer cohorts and enable more targeted and personalized marketing campaigns.
[Read more](/case-studies/audience-segmentation/)

Data Modernization
#### [Faster analysis on 250TB+ data and creation of a SSOT](/case-studies/single-source-of-truth-creation/)
Sigmoid’s data modernization initiative helped a leading CPG manufacuring enterprise unify fragmented data pipelines and reporting systems to establish a reliable single source of truth for business analytics.
[Read more](/case-studies/single-source-of-truth-creation/)

AI/ML
#### [Automatic bidding with 80,000+ coefficients](/case-studies/bid-optimization/)
A global adtech platform leveraged Sigmoid CampaignIQ to automate and optimize bidding decisions and audience targeting to improve advertising performance across programmatic media channels.
[Read more](/case-studies/bid-optimization/)

AI/ML
#### [80% precision improvement using ML-based approach to lead buying](/case-studies/lead-buying/)
Built an advanced analytics framework for a digital marketing company to evaluate lead sources, optimize acquisition strategies, and improve conversion efficiency across campaigns.
[Read more](/case-studies/lead-buying/)

#### AI-based dynamic targeting and personalized HCP engagement for pharma marketing
Built a centralized AI platform that enabled marketers to dynamically target micro-segments of healthcare professionals (HCPs) with personalized content.

#### Gen AI delivers $2.5M savings and regulatory compliance excellence
Optimized medical device reporting compliance using Generative AI-powered models that reduced manual effort in the complaint handling process.

#### Smart in-store execution platform boosts sales by 3%
A leading global CPG company partnered with Sigmoid to address revenue leakage caused by inconsistent in-store execution across major US retailers.

#### Data clean room enables real-time insights to improve operational efficiency
Built a secure data clean room to transform fragmented bottler reporting and performance tracking system that would deepen collaboration between manufacturer and partners.

#### Transforming logistics planning with Agentic AI-driven optimization and scenario simulation
Sigmoid built a Agentic AI powered logistics analytics platform with chatbot to drive intelligent, insight-led decision-making across outbound transportation operations.

#### GenAI-driven review system to launch marketing campaigns faster
Sigmoid deployed a GenAI-powered compliance assistant to streamline content reviews across text, image, and video for faster marketing campaign launches.

#### Improved profitability and financial forecasting for auto loans using AI
A major financial services company in the consumer lending business partnered with Sigmoid to improve the account-level profitability of their auto loan portfolio.

#### Product recommendations with AI Agents improve sales by 5%
Sigmoid helped a global B2B chocolate and cocoa products manufacturer achieve faster response to customer and higher portfolio utilization by implementing an Agentic AI-based product recommendation solution.

#### Scalable EPR compliance with end-to-end cost modeling for sustainable packaging
Sigmoid helped a global food manufacturer tackle evolving EPR regulations by building a scalable BI solution to enable real-time reporting, simulate packaging costs and drive sustainability across packaging operations.

#### 70% improvement in order fulfillment with accurate demand forecasting
Sigmoid empowered the operations teams of a leading food services provider to optimize inventory and minimize stockouts through near real-time forecasts and faster order fulfillment.

#### Marketing content automation with GenAI delivers $1.3M annual savings
Sigmoid helped an equipment manufacturer streamline its marketing content generation process by developing a GenAI-based platform with integrated compliance checks.

#### Data-driven network optimization reduces supply chain costs by 10%
Sigmoid’s network optimization framework helped one of the largest tobacco product manufacturers in reducing CTS with a zero-based distribution network design.

#### Franchise transformation with data products optimizes joint budget planning
Sigmoid helped a leading FMCG brand optimize its $1B+ GTM budget across 22 LATAM markets by building a unified, analytics-driven platform.

#### Maximizing retail sales with ML-Based Assortment Optimization with planogram
Sigmoid revolutionized retail for a leading American consumer health company with our AI-driven planogram optimization solution.

#### Omnichannel marketing hub drives 5% higher conversions
Sigmoid helped a leading medical tech company achieve significant improvement in marketing campaign ROI by optimizing marketing spend and data governance.

#### Data infrastructure modernization optimizes cloud costs by 50%
Sigmoid leveraged AWS technologies to migrate a legacy system to a cloud-based infrastructure for a global provider of commercial data, analytics, and insights on businesses.

#### Data products unlocks new revenue streams for a Fintech Major
Sigmoid helped one of the largest financial technology providers for banks in the U.S. create a scalable and configurable data platform for their digital banking division.

#### Supply Chain Control Tower with data lake drives real-time KPI monitoring
Sigmoid helped a leading food manufacturing company to optimize their logistics management by building a centralized data lake with automated data pipelines

ML based image processing delivers insights into consumer
buying patterns
Sigmoid developed an image analytics based solution powered by deep
learning to gain insights into consumer buying patterns, product preferences, and brand
penetration for an American F100 consumer products manufacturer.

ML based targeting and campaign optimization increases ROAS on
Amazon by 10x
Sigmoid’s ML based solution enabled a leading CPG company
specializing in health, hygiene, and nutrition products to improve target audience
conversion rate on Amazon ads portal by leveraging extensive data from both first party and
external data sources.

Data migration from on prem systems to Snowflake reduces time
to insights by 10X
Sigmoid optimized Snowflake's performance by implementing best
practices for data migration, resulting in a 10X improvement in the efficiency of data
pipelines.

#### Balanced scorecard for real-time performance insights
A U.S. quick-service restaurant chain partnered with Sigmoid to build a balanced scorecard on a low-code data platform, enabling insights across 70+ performance metrics.

#### Centralized AI deployment environment reduced time to scale ML models by 85%
SSigmoid built a centralized AI deployment environment for a global CPG company, reducing ML model scaling time by 85% and accelerating production deployment.

Automated data pipelines deliver 10X faster insights from IoT
sensors
Sigmoid built an efficient and near real-time ETL data pipeline for
the customer that resulted in faster query processing time and increased scalability. The
solution facilitated centralized monitoring of dashboards allowing quick identification and
resolution of machine downtime.

#### 3% profitability improvement through AI-Driven assortment optimization
Built an ML-driven assortment intelligence solution for a leading CPG brand, helping improve product profitability by 3% and optimize investments across the portfolio.

Improved forecast accuracy while saving forecasting costs by 5x
Sigmoid helped a leading alcoholic beverage company predict demand
accurately to optimize their supply chain, improve inventory management and improve risk
mitigation.

#### 5x faster website analytics with migration to Snowflake
A global digital media organization partnered with Sigmoid to migrate web analytics data to Snowflake, enabling 5× faster insights and real-time reporting on DOMO.

#### 54% higher savings with cloud optimization
Sigmoid developed an end-to-end Google cloud monitoring and
optimization solution to reduce wastage on the data infrastructure costs for a leading CPG
company.

ML-driven recommendation to power real-time sales analytics
Sigmoid developed an ML-based order recommendation engine for a
leading CPG company for effective management of inventory and recommending new products to
boost retail sales growth.

#### Enhancing trade surveillance for a global investment bank
Sigmoid helped a top-tier investment bank modernize trade surveillance and achieve regulatory compliance by implementing Spark-based ETL pipelines, improving performance, resource efficiency, and response times.

#### 15% increase in capacity utilization with automated master production schedule
Built an automated master production scheduling solution for a Fortune 500 biopharmaceutical company, increasing capacity utilization by 15% and reducing planning time by 98%.

#### Centralized data lake for faster analytics and reporting
A Fortune 500 food manufacturer partnered with Sigmoid to build a centralized data lake, automating ingestion from 30+ sources and enabling 2.5× faster marketing insights.

#### Sigmoid MediaIQ delivers 11% higher campaign effectiveness
Sigmoid MediaIQ, an AI-powered multi-touch attribution solution improves campaign effectiveness by 11% with weekly optimization insights for a leading CPG brand.

#### 90% Improvement In ML Model Run Time Using MLOps
A multinational CPG company partnered with Sigmoid to implement MLOps for pricing models, reducing model runtime from 8 days to 14 hours and cutting costs by 87%.

#### Campaign optimization for a CPG brand resulted in a 25% improvement in ROAS
A health and hygiene CPG brand partnered with Sigmoid to optimize e-commerce marketing spend, improving ROAS by 25% and reducing campaign costs by 10%.

#### AI-powered production analytics improves equipment effectiveness by 2.5%
Built an AI-driven monitoring and analytics system for a leading food and beverage manufacturer to analyze production line data and optimize machine performance, improving overall equipment effectiveness.

#### ML-powered churn analytics improves customer retention by 70%
Developed machine learning–based churn prediction models using granular customer segmentation to identify at-risk users and enable targeted retention strategies, increasing customer retention by up to 70%.

#### DataOps framework ensures 99.99% uptime for critical data systems
Designed and implemented scalable DataOps pipelines with automated monitoring and deployment capabilities for a leading cloud service provider, ensuring 99.99% availability and seamless system scalability.

#### Near real-time retail data ingestion reduces reporting time from days to hours
A leading CPG enterprise partnered with Sigmoid to build an automated data ingestion framework that consolidates retailer data feeds and enables near real-time reporting, reducing data access time from 7 days to just 2 hours.

#### AI-driven demand forecasting reduces planning time by 66%
Sigmoid helped a leading CPG enterprise improve demand visibility and optimise inventory planning across product categories with a machine-learning–powered forecasting solution.

#### Automated ML pipelines enable personalized marketing for 12M customers
Productionized a multi-armed bandit (MAB) model for a major restaurant chain by building automated ML pipelines that deliver personalized email campaigns to over 12 million customers.

#### Cloud data platform modernization delivers $2.5M+ annual cost savings
Built a scalable Spark-based ETL framework on Google Cloud for a leading AdTech company to modernize its data infrastructure, accelerate query performance, and reduce operational costs.

#### Personalized offer recommendations increase sales per order by 24%
A leading global cosmetics company partnered with Sigmoid to implement machine learning models that deliver personalized product and offer recommendations, increasing customer lifetime value and sales per order.

#### In-flight campaign optimization with AI-powered marketing attribution
Sigmoid developed a Multi-Touch Attribution (MTA) solution on Azure for a leading consumer brand to measure the impact of every marketing touchpoint and enable real-time campaign optimization to improve marketing ROI.
---
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