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Case Study

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.

Platform in Action
Engineering Design Intelligence Platform — design review and compliance validation dashboard
Engineering Design Intelligence Platform — drawing intelligence and annotation analysis view
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

Technology Stack

Tools Used

Cutting-edge technologies powering intelligent automation

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

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