Where Engineering Judgment Becomes Engineered Intelligence
We build systems that capture your organisation's engineering judgment and make it permanent, scalable, and continuously improving.
Domain-First
Built on manufacturing expertise, not generic AI
Rule by Rule
Structured from real engineering judgment
Compounding
Gets sharper with every production cycle
Making Engineering Judgment Permanent
Your most valuable manufacturing knowledge doesn't live in any system. It lives in people.
Trapped in Heads
The judgment that matters most, which tolerances hold, which designs cost more than they should, sits with a handful of experienced engineers and estimators. It's never been written down in a way that's actually usable.
Can't Scale
That knowledge works fine when you've got one shift and one plant. Try running it across locations, new hires, or faster production cycles. It breaks down.
Walks Out the Door
When those experienced people retire or move on, decades of hard-won judgment leave with them. No handover document captures what they actually know.
We started Cognaize because we believed that judgment could be structured. Not replaced by AI, not approximated with generic data, but captured rule by rule from the people who actually know, and made into a system that works consistently whether they're in the room or not.
“Design is where manufacturing decisions have their highest return.”
We begin at design because that's where the leverage is highest. Tolerances, material specifications, feasibility decisions: these get locked in weeks before the shop floor ever sees a part. But upstream intelligence alone isn't enough. Our execution, quality, and line continuity products close that loop, so the system gets sharper through your factory's actual production outcomes.
The Manufacturing Workflow
Design
Drawing review & feasibility
Estimate
Cost & process estimation
Plan
Production planning
Execute
Shop floor operations
Track
Line continuity & downtime
Improve
Quality & feedback loops
Domain Over Data
We start with what experienced engineers actually know, not what a generic model guesses. The knowledge is built rule by rule through real deployments.
Built by Engineers
Our team has spent careers on factory floors, in design offices, and in estimation rooms. The system reflects that firsthand understanding.
Compounding Intelligence
Every production cycle feeds real outcomes back into the system. The longer you run it, the sharper it gets.
Built by People Who Have Done This
Our founders combine manufacturing domain expertise, enterprise software experience, and operational technology capability.
Raghu Venkatnarayan
CEO & Co-Founder
Serial entrepreneur with experience across electric drives, digitisation, costing, and pricing strategies. Built engineering teams across India and Japan.
Suneel Aiyer
COO & Co-Founder
SaaS and manufacturing industry leader. Background in strategy and operations consulting across PwC, KPMG, and EY. Co-founder of Worxogo.
Arvindh Balakrishnan
CRO & Co-Founder
Enterprise software and AI sales leader. Founded MetricStream. Held senior go-to-market roles at Oracle, Infor, o9 Solutions, and Symphony AI.
Srihari Murthy
CPO & Co-Founder
Smart manufacturing and product leader. Serial entrepreneur. Built and deployed manufacturing technology platforms across India and the UAE.
Advisors
C.V. Murali
Management Consultant, Lead Auditor & Author
30+ years in Quality Process Management
A.S. Narayan
Ombudsman & Senior Banking Executive, Major NBFC
35+ years in Banking across Regions and Functions
Britto Edward Victor
CEO, Electronics & Software Company
20+ years in Hardware Design and Manufacturing
Malaiappan Vishwanathan
Founder, Design & Prototyping Services
40+ years in Automotive Design across Asia & NA
The company was built by people who have spent careers in manufacturing, which is the only way to build manufacturing intelligence that actually works.
Ready to Make Your Engineering Judgment Permanent?
Book a conversation with our team. We'll show you how Cognaize Systems can structure and scale the expertise your organisation has built.
Chennai · Bangalore · Dubai