RevOps Redesign Enables 24% Win-Rate Gain and 90% Faster Quoting for Engineering Firm
Client Context:
A $50M–$200M mid-market B2B manufacturer of engineered-to-order products faced stalled growth due to manual, spreadsheet-driven quoting. Complex multi-parameter costing relied heavily on estimator inputs, resulting in 3 - 7 days turnaround cycles, 15–20% win rates, and margin erosion from pricing inconsistencies. Sales, estimation, and operations operated in silos, limiting scalability and revenue visibility.
The Challenge
The client was managing engineered-to-order quoting through manual, spreadsheet-driven processes that struggled to keep pace with demand. As volume increased, response times slowed, and maintaining pricing consistency became difficult to sustain, exposing the lack of coordinated revenue workflow execution across sales, estimation, and operations.
Solution Delivery
Flatworld.ai executed a structured, phased intervention to redesign the client’s quoting ecosystem. The transformation centered on embedding an AI-powered Rate Calculator within the client’s RevOps framework, ensuring automation, pricing governance, and cross-functional workflow alignment without operational disruption.
Existing quoting workflows, estimator dependencies, pricing frameworks, and SLA gaps were evaluated. Revenue leakage points, margin inconsistencies, and cross-functional bottlenecks were documented to define transformation priorities.
A unified RevOps architecture was designed around an AI-powered Rate Calculator integrated with ERP cost structures, CRM opportunity data, and pricing governance rules. The blueprint defined configuration logic, approval hierarchies, and system-level guardrails to ensure accuracy and consistency.
The AI-powered Rate Calculator automated multi-parameter configuration and costing within an agent-orchestrated quoting workflow. Rules-based logic embedded pricing controls, approval workflows, and exception handling to eliminate manual errors and enforce margin discipline.
ERP, CRM, and pricing frameworks were harmonized into a cohesive quoting engine. Automated workflows streamlined collaboration across sales, estimation, and operations while ensuring real-time visibility into quote performance.
The solution was piloted across quoting teams with structured change management to ensure adoption. Executive dashboards provided visibility into SLA adherence, pricing integrity, and revenue performance metrics while supporting human oversight for governed revenue execution.
Measured Impact
Takeaway
The deployment of the AI-powered Rate Calculator and structured RevOps cadence repositioned quoting from a bottleneck to a strategic growth lever. With sustained visibility into velocity, margin performance, and process discipline, the client established a scalable revenue execution model built for long-term competitiveness.
Explore how a similar RevOps transformation could strengthen your revenue execution. Schedule a strategy discussion with Flatworld.ai.
