---
# 70% improvement in order fulfillment with accurate demand forecasting

**URL:** https://www.sigmoid.com/case-studies/70-improvement-in-order-fulfillment-with-accurate-demand-forecasting/
Date: 2024-08-09
Author: Sigmoid
Post Type: page
Summary: 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...
---

# 70% improvement in order fulfillment with accurate demand forecasting

							Optimized inventory and minimized stockouts through near real-time forecasts and faster order fulfillment.

								[fluentform id="113"]

### Business Scenario

						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](/ebooks-whitepapers/achieving-real-time-visibility-and-agility-with-supply-chain-control-tower/). The existing model had a slow 1-day runtime to estimate sales across multiple locations and product combinations, hindering agility in adjusting orders based on changing demand. We helped them improve order lead times and operational efficiency by reducing the model runtime by 70%.

### Sigmoid Solution

						Sigmoid optimized the order forecast model to increase its accuracy and efficiency by reducing the runtime to under 5 hours. We provisioned and configured the development and production environments on Snowflake from scratch and leveraged its capabilities for enhanced scalability and processing efficiency for forecast models. We also conducted a comprehensive cost analysis to estimate the expenses associated with running the model on the new Snowflake platform.

							[Download case study](#ip-cs-Form)

### Business Impact

									The solution enhanced operational control over the forecast model's runtime and enabling swift adjustments to order quantities in response to demand changes. This flexibility optimized inventory management, minimizing stockouts and maximizing revenue potential.

														![Reduction in Time icon](/wp-content/uploads/2023/10/1.5-million.png)

															55%

															reduction in order fulfillment time

														![2x increase icon](/wp-content/uploads/2023/10/reduction-in-data-processing-time.png)

															Optimized 1.1M+

															unique models per product-location

														![Business Transformation icon](/wp-content/uploads/2023/10/high-availability-and-reliability.png)

															300+

															Scaled to handle 300+ new delivery locations monthly

## Relevant Case Studies

									![](/wp-content/uploads/2023/02/building-robust-data-pipelines-thumbnail-opt.jpg)

#### Building robust data pipelines for a leading investment bank to make quality datasets ready for ML use cases

									[Read case study](/case-studies/building-robust-data-pipelines/)

									![](/wp-content/uploads/2023/02/data-pipelines-performance-improvement-cs-thumbnail-opt.jpg)

#### 80% performance improvements in data pipelines

									[Read case study](/case-studies/data-pipelines-performance-improvement/)

									![](/wp-content/uploads/2023/02/improved-data-pipeline-availability-cs-thumbnail-opt.jpg)

#### 24×7 monitoring and support using highly available, robust systems

									[Read case study](/case-studies/improved-data-pipeline-availability/)

[lc_get_post post_type="lc_section" slug="find-out-footer-common-cta"]

---

## 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/)
- [Start Assessment](/agentic-ai-readiness-index/)
- [Data Strategy Strong data foundations for scalable AI](/data-analytics-strategy/)
- [Data Management Leverage data as a strategic asset](/ai-data-management-services/)
- [Data Ops Automate data for speed and quality](/data-devops/)
- [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/power-bi-hacks/)
- [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/)
- [Financial Services AI-powered analytics for risk, compliance and customer experience](/industries/banking-financial-analytics-services/)
- [Read case study](/case-studies/data-clean-room-enables-real-time-insights-to-improve-operational-efficiency/)
- [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 GenAI based platform to streamline decision-making in analytics](/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)
- [Read Blog](/blogs/the-genai-adoption-triad-responsibility-ethics-and-explainability/)
- [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/)
- [Data Ops](/data-devops/)
- [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/)
- [Financial Services](/industries/banking-financial-analytics-services/)
- [Life Sciences](/industries/life-sciences/)
- [Case Studies](/case-studies/)
- [Thought Leadership](/ebooks-whitepapers/)
- [Blogs](/blogs/)
- [Company](/about-sigmoid/)
- [Newsroom](/newsroom/)
- [Accelerators](/accelerators/)
- [Careers](/careers/)
- [Privacy Policy |](/privacy-policy/)
- [Cookie Policy](/cookie-policy/)