Case Study · Manufacturing

From Customer Requirements to Engineering-Ready Designs

Automotive & Industrial Castings Manufacturer

An AI-powered manufacturing intelligence platform converts customer requirements and RFQs into structured, validated, engineering-ready design inputs.

Problem

The client relied on customer calls, emails, RFQs, and CRM notes to capture engineering requirements, making it difficult to consistently translate customer needs into complete design inputs. Engineering teams spent significant time interpreting incomplete or inconsistent specifications, triggering repeated clarification cycles, design rework, and delays in production readiness.

Approach

Intellectyx developed an AI-powered Production Design Intelligence platform that converted customer communications, CRM records, and technical inputs into structured engineering requirements. AI agents extracted key parameters, identified requirement gaps, generated design inputs, and validated them against predefined rules, accelerating engineering handoffs and production readiness.

Our Solution

Agents We Created

Specialized AI agents engineered to automate and optimize business operations.

Conversation Capture Agent
Requirement Structuring Agent
Design Input Generation Agent
Validation & Rule Check Agent
Gap Detection Agent
Engineering Handoff Agent
The Platform

See It In Action

A look inside the Production Design Intelligence platform our AI agents power.

platform.intellectyx.com/requirements
Requirements Console pipeline listing every RFQ with AI completeness and readiness scores RFQ detail view with AI-extracted design parameters, design readiness score, and requirement gaps
Technology Stack

Tools Used

Cutting-edge technologies powering intelligent automation.

LangChain LangChain
LangGraph LangGraph
GPT-4o GPT-4o
Microsoft Azure AI Microsoft Azure AI
Azure Blob Storage
SAP Business One SAP Business One
SOLIDWORKS PDM
PostgreSQL PostgreSQL
pgvector
Python Python
SharePoint SharePoint
Results That Matter

Outcome Metrics

Measurable impact delivered through intelligent automation.

Same Day

Design initiation (4–6 hours)

1–2

Design iterations instead of 3–4

45%

Reduction in requirement gaps

40% Faster

Production readiness

Improved

Sales and engineering collaboration

Structured

Engineering-ready design inputs

One Story Among Many

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