01 / Practice
AI, made useful
Use cases that survive the floor — not slideware demos.
- Readiness in 2 weeks
- Use-case discovery
- GenAI pilots that ship
- Lightweight governance
BOUTIQUE ADVISORY, EST. 2025 · YOUR FACTORY. OUR INTELLIGENCE.
Shopfloor Intelligence. Built for Indian MSMEs.
Seasoned Circle is a boutique practice built on a simple premise: we don't replace what already works. We seal the gaps, bridging machine signals and human intelligence to ship outcomes on the shopfloor.
Field log — Plant 04, Coimbatore
"OEE +14 points in 9 weeks. Without replacing a single machine."
01
Ground Reality
Walk the floor
02
Right Signals
Find the Bottleneck
03
Measurable Outcomes
Measure the Impact
Data leadership · 20 yrs◆AI strategy · GenAI · Governance◆Industry 4.0 · IoT · OEE◆Product · Platform · Program◆Brownfield-first◆MSME → Enterprise◆Shopfloor to Boardroom◆No template decks◆Data leadership · 20 yrs◆AI strategy · GenAI · Governance◆Industry 4.0 · IoT · OEE◆Product · Platform · Program◆Brownfield-first◆MSME → Enterprise◆Shopfloor to Boardroom◆No template decks◆
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A note from the founder
Consulting often begins with a slide deck. We begin with a walk. Through the plant, through the data, through what the operators actually trust. Software is the easy part — the hard part is the picture before the platform.
Swamyraj Kulkarni
Founder, Seasoned Circle LLP
The mismatch
Real transformation starts on the shopfloor. That's where we begin.
The slide says AI Pilot. The plant says the PLC hasn't been logged in three years. We close that gap because machine signals are only half the story. Frontline workers know what's wrong before any system does. By combining machine intelligence with human intelligence, we create true operational foresight.
A signal without context is just data · A signal with provenance becomes intelligence
Legacy Systems
Brownfield realities that don't fit the brochure
Data silos
MES, ERP, SCADA — all speaking different dialects
Operational pressure
You can't pause production for a workshop
Change fatigue
The floor has seen this movie three times before
We start with what's true, not what's trendy.
// What I do
Four ways in. One philosophy.
Pick the entry point that fits your quarter. We'll talk before anything else — no template proposal, no discovery deck.
02 / Practice
Data you can trust
Foundations the floor and the boardroom both rely on.
- Data strategy
- KPI frameworks
- Platform choices
- Governance, not theatre
03 / Practice
Manufacturing, modernized
Industry 4.0 sequenced for brownfield realities.
- Shopfloor digitization
- I4.0 roadmaps
- IoT & integration
- Operational analytics
04 / Practice
Executive partnership
Sit beside the CEO for the hard quarters.
- Transformation leadership
- Product & program advisory
- Change management
- Coaching
// The method
Reality → Outcomes.
In three honest steps.
We borrow the rhythm from how good factories actually run. Sequence, sequence, sequence.
STEP_01
Walk the floor
Two days on-site. Operators, engineers, leaders. The picture before the platform.
STEP_02
Read the signals
Find the events, sensors and processes that already carry truth — and the gaps worth closing.
STEP_03
Realise the gain
From pilot to plant to enterprise. Measured in OEE, quality, cost, uptime — not dashboards.
// What makes us different
Built for the shopfloor and the boardroom equally.
From the CEO setting the agenda to the shift supervisor living with the problem — we work with everyone in the room. No black-box reports handed upward. Insights that make sense on the shopfloor and in the boardroom.
Brownfield Today. Greenfield Tomorrow.
01 / 03Real plants have a PLC from 2007 and an MES nobody quite trusts. We start by connecting and enhancing what exists, then design intelligence into what's next.
We seal the gaps, not replace what works.
02 / 03We don't sell rip-and-replace platforms. We strengthen the tools and systems that already exist, making ourselves removable from day one.
Small, on purpose.
03 / 03We take a few clients a quarter so we can actually show up. The waitlist is a feature.
Founder
Two decades. Six industries. One stubborn belief.
Available Now
// Who you'll be working with
Built by someone who's been inside the system.
Still is.
I've spent twenty years inside some of the world's most demanding data environments — managing high-stakes data products, cloud transformations, and unglamorous 14TB migrations at Yodlee, Thomson Reuters, and LSEG.
Later, consulting on digital transformation and smart manufacturing for industrial leaders, I bridged enterprise data discipline with shopfloor realities. I started Seasoned Circle because industrial leaders deserve a senior practitioner who'll spend the quarter beside them on the shopfloor.
Two decades inside enterprise data. Now on the shopfloor. Outcome-based engagement.
// Get on the calendar
Let's talk about your next quarter.
Send a few lines about your plant, your stack, and what would have to be true at the end of 90 days for it to feel like progress. I'll reply personally within two business days.
- 30-min working call, no sales theatre
- Confidential by default
- If we're not a fit, I'll tell you who is