Autonomous Adaptive Production

React quickly to changing demands and capacity by balancing highly automated, standardized production with order-specific designs.
Row of white wind turbines silhouetted against a warm orange and pink sunset sky over mountains.

Enable adaptive production with AI

Accelerate time to market and reduce costs through intelligent AI assistants and agents that streamline complex workflows across sales, engineering, production, and service.

Project dashboard showing Delta Wind Park nacelle cost, time, and equipment AI insights panel.

Autonomous Adaptive Production

Orchestrate configure-to-order (CTO) and engineer-to-order (ETO) workflows across manufacturing industries by deploying a network of domain-specific agents spanning across the entire production value chain.

Reduce response time with an agent-driven tender analysis and quotation process

Automate tender evaluation and pricing to deliver accurate quotes faster across complex product configurations.

Streamline order engineering and product variance offerings

Assess feasibility and risk, reuse proven designs, and integrate order-neutral cores with customer-specific deltas.

Generate engineering, manufacturing, and service bills of materials and instructions

Generate BOMs and instructions for every stage of the product lifecycle.

Orchestrate end-to-end production and control change management

Coordinate production, sourcing, and sequencing while validating changes to manage changes and prevent downstream disruptions.

Optimize service outcomes with automated asset feedback

Continuously improve service performance and reliability by closing the loop between asset feedback, operations, and design.

Adaptive production assistants that work for you

Orchestrate end-to-end production with AI assistants and agents that automate workflows across sales, engineering, operations, and logistics for adaptive execution.

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Analyze tenders, get product recommendations, and determine offer prices​.

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25

%

reduction in tender analysis effort*

25

%

increase in tender throughput*

10

%

increase in tender win rate*

See what customers are saying

With SAP, we're deploying an agentic Al solution that assists the sales representatives by analyzing tenders and RFQS, extracting requirements, highlighting risks, and recommending configurations. This will accelerate the qualification of tenders, improve proposal accuracy, and increase sales productivity.

Falko Lameter, Chief Information Officer, KAESER KOMPRESSOREN SE

By automating project planning and costing with SAP Al agents, we're transforming how we deliver bids-cutting effort across 4,000 annual projects while achieving improved cost accuracy and stronger profitability. With agents we are able to bring the full power of our collective project insights across the globe into every single deal. This empowers a leaner team to respond faster, compete smarter, and continuously optimize every project we deliver.

Troels Fleckenstein, SVP Digital Solutions, Vestas Wind Systems A/S

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See our solutions in action

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*SAP Global Value Advisory, 2026.

Disclaimer: Value estimates are projections based on industry benchmarks and are not guaranteed outcomes.

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