Plant Diagnostic
Two to three weeks inside your plant: OEE, downtime patterns, maintenance discipline, layout, material flow. You get a costed list of where the money leaks and what each fix returns — before you spend a rupee on equipment.
ST-01Gate · MSME & mid-market pharma manufacturers · Pune
Your plant loses money in ways a walk-through won’t show you. We find them.
Fixed-fee plant diagnostics and automation roadmaps for manufacturers who want Fortune 500 operational discipline — without Fortune 500 overhead. 15+ years inside Amazon and Cummins, now working with factory owners across the Pune corridor.
Fortune 500 methods. MSME budgets.
No retainers. Fixed fee, fixed scope. You know the cost before we start.
- 15+ yrs
- AMAZON · CUMMINS · PHARMA
- 20+ sites
- PROGRAM DELIVERY, N. AMERICA
- PMP · LSS
- CERTIFIED
- $200K/yr
- DOWNTIME ELIMINATED, PHARMA PACKAGING PROGRAM
ST-02Machine shop · What we fix
What we fix
Automation Roadmaps under $150K
Cobots, AMRs, vision systems, IIoT readiness — selected for payback, not for the brochure. Vendor-neutral: we help you buy right; we don't sell hardware.
Supply Chain & S&OP
Planning discipline, supplier consolidation, inventory that stops eating working capital. Built on ERP and S&OP programs delivered at global scale.
Fractional Operations Leadership
A Fortune 500 operations head, a few days a month — for owners who need senior muscle on modernization without a full-time salary.
ST-03Assembly line · How we work
How we work
1
Weeks 1–3 · Fixed fee
Diagnose
Data pull + shop-floor time. OEE baseline, downtime Pareto, maintenance audit, flow mapping. Output: a prioritized leak list with rupee values and payback per fix.
2
Days 1–90 · Fixed scope
Fix
One focused program against the top leaks — stabilize, then harden. Weekly written updates: done, next, blockers, decisions needed. No scope drift.
3
Ongoing · Optional
Sustain
Standardized workflows, trained supervisors, KPI dashboards your team owns. The point is that you stop needing us — and call us back for the next line, not the same one.
Why this order matters: most automation money is wasted buying machines for processes that were never stabilized. Diagnosis first means every rupee of capex lands on a problem worth solving — that's the Fortune 500 discipline, applied at MSME scale.
The six-loss downtime calculator — one line, all six OEE losses, in rupees
The box above prices one number. The full calculator prices all six losses on a line — breakdowns, changeovers, minor stops, reduced speed, defects and start-up — ranks them largest first, estimates OEE, and names the three to attack first with the usual first move for each. The same arithmetic we run in week one of a diagnostic, in a file you keep.
PREVIEW · EXAMPLE LINE
1 · Your line
How much is one line losing every month?
2 shifts × 8 h × 25 daysIdeal 300 units/hContribution ₹18/unitScrap cost ₹35/unitBasis: lost salesOne lost hour = ₹5,400
2 · The six losses
Availability · 1Equipment failure₹2.16 L40 breakdown h / month
Availability · 2Setup and adjustments₹81,00020 changeovers × 45 min
Performance · 3Idling and minor stops₹90,00020 min / shift under 10-min stops
Performance · 4Reduced speed₹2.05 Lrunning at 88% of ideal
Quality · 5Process defects₹42,0001,200 units scrapped
Quality · 6Reduced yield on start-up₹63,00010 min to rated speed per start
3 · Keep score in currency
Total leak per month₹6.97 Lup to ₹8.71 L if logs undercount by 25%
Per year₹83.66 L12 months, as entered
Hours lost, one line121of 400 planned
Approximate OEE69%world class is 85%
| # | Loss | Type | ₹ / month | Share | |
|---|---|---|---|---|---|
| 1 | Equipment failure | Availability | ₹2.16 L | 31% | |
| 2 | Reduced speed | Performance | ₹2.05 L | 29% | |
| 3 | Idling and minor stops | Performance | ₹90,000 | 13% | |
| 4 | Setup and adjustments | Availability | ₹81,000 | 12% | |
| 5 | Reduced yield on start-up | Quality | ₹63,000 | 9% | |
| 6 | Process defects | Quality | ₹42,000 | 6% |
4 · Attack the top three
- Equipment failure · ₹2.16 L / month
Pull the breakdown log, Pareto the top two failure modes, and put a 4-week countermeasure on each. - Reduced speed · ₹2.05 L / month
First move — in the full calculator - Idling and minor stops · ₹90,000 / month
First move — in the full calculator
Example figures from the calculator's own default inputs: a two-shift auto-component line. Illustrative; yours replace them.
- One self-contained file. Opens in any browser, phone included. Works offline. No install, no login, nothing uploaded — the numbers stay on your device.
- All six OEE losses costed per month and per year, on two bases: lost sales when the line is sold out, idle cost when it has spare capacity.
- Ranked loss table, approximate OEE, and the usual first move for each of the top three.
- “Copy summary for your MD” — a plain-text brief ready to paste into WhatsApp or email.
- Any number of lines, unlimited use. One-time price, yours to keep.
Get the calculator
UPI, card or net banking via Razorpay. The download link opens as soon as payment is confirmed. Questions first? WhatsApp +91 87938 53307.
ST-04Loss board · The Five Leaks
The Five Leaks. What your plant loses on the floor — and the 90-day answer.
Field guide · owner-operators and plant heads · ₹5–250 crore units · Chakan · PCMC · Ranjangaon
Most of what a manufacturing MSME loses never appears as a line on the P&L. It is spread across late dispatches, rejected lots, idle bottleneck hours, receivables and people who leave. Nobody adds it up in rupees. This page is how to add it up — and shrink it — in 90 days, without buying a machine.
The argument in one paragraph
Situation
Manufacturing MSMEs in the Chakan–PCMC–Ranjangaon belt make good parts on thin margins. The OEM sets the price, the schedule and, in practice, the payment date.
Complication
Most of what a plant loses never appears as a line on the P&L. It is spread across late dispatches, rejected lots, idle bottleneck hours, receivables and people who leave. Nobody adds it up in rupees.
Resolution
Five leaks account for most of it. Each can be measured in 30 days, attacked in the next 30, and held with a weekly rupee scoreboard in the last 30 — no capex, no software mandatory.
Who this is built for — and what it is not
The unit
Turnover ₹5–250 crore (turnover limits under the revised classification effective 1 April 2025: Micro ≤₹10 Cr · Small ≤₹100 Cr · Medium ≤₹500 Cr). Auto components, engineering, pharma packaging, fabrication. 40–600 people. One or two plants.
The person
The owner or MD who signs the cheque, and the plant head who runs the day. Both must be in the room for the 90 days to work. If only one is, it becomes a report.
What this is not
Not a Tier-1 transformation programme. Not a software pitch. Not a framework tour. Every section ends in a rupee number or a Monday action.
How the five were chosen — the currency test
1 · It shows up as rupees within a quarter
If a problem cannot be converted into money inside 90 days, it is a strategy topic, not a leak. It is not on this list.
2 · Your own team can fix it without capex
Every fix here is a log, a meeting, a standard, or a conversation with a customer. Machines are the last resort, not the first.
3 · Seen it fixed at scale
Each leak is one I have personally worked on inside large plants and supply bases. The methods are borrowed from there and sized down to an MSME budget.
THE LOOPLog every stop · Evaluate the six losses · Attack the top three · Keep score in currency
The five leaks at a glance
| Leak | Where you see it | Unit of loss | First measurement (week 1) |
|---|---|---|---|
| 1 · Delivery | Late dispatches, premium freight, OEM debits, the same parts always late | ₹ per late shipment | OTIF by customer and part, last 90 days, from the dispatch register |
| 2 · Quality | Rejection found at the customer, rework treated as free, inspection added instead of prevention | ₹ per rejected lot | Rejection log by part × defect × shift, converted to ₹/month |
| 3 · Hidden capacity | “We need another machine” while the bottleneck runs under 12 useful hours a day | ₹ per bottleneck hour | Stop log on the bottleneck machine — reason and minutes — for 30 days |
| 4 · Cash | Receivables past 45 days, stock built “to be safe” | ₹ interest per month | DSO by customer; inventory days by category; ₹ tied up |
| 5 · People | A skilled setter leaves for ₹2,000 more; every decision waits for the owner | ₹ per lost operator-month | Skill matrix per line; two-week log of decisions waiting on the owner |
Each leak: what it looks like, what it costs, the 90-day fix
Late dispatches are paid for three times
On the floor it looks like
The OEM schedule changes twice a week and the plant absorbs it.
A tempo leaves at 4 pm with six parts because the truck at 9 am left without them.
The same 20% of part numbers are always the ones that are late.
What it costs
Premium freight + customer debits and line-stoppage charges + overtime to catch up + the order that quietly went to a competitor. Only the first is ever on a report; the other three are the leak.
In August 2026, Chakan MIDC industry representatives told the press that logistics delays were already causing missed OEM delivery windows.
Source: Pune Pulse, 12 Aug 2026, “Chakan MIDC Infrastructure Crisis” — statements by industry representatives at a press briefing.
The 90-day fix
Days 1–30 · Measure
OTIF by customer and by part, weekly, from the dispatch register. No software.
Name the chronic 20% of parts. They are usually the whole problem.
Days 31–60 · Attack
Root-cause only the chronic parts: material, capacity, or planning.
Agree a two-week frozen schedule with the OEM's planner.
Buffer stock on chronic parts only — not across the board.
Days 61–90 · Hold
A 15-minute dispatch meeting every morning, same time, same board.
OTIF on the wall in rupees: debits and freight avoided this month.
Quarterly review with your top two customers, with your data, not theirs.
What usually moves first: premium freight, because it is the only line that was already being measured. The promise is the measurement, not a percentage.
Rework is only free because nobody costs it
On the floor it looks like
Rejection is discovered at the customer's incoming inspection, not at your line.
Rework happens after the shift, off the books.
When rejections rise, a second inspector is added. Prevention is never the answer chosen.
What it costs
Worked arithmetic (illustrative): a ₹60 crore unit with 60% material content and 3% rejection scraps roughly ₹1.08 crore of material a year before a single rework hour is counted.
Add rework labour, sorting at the customer, debits and the lost RFQ. Illustrative figures — in week one they are replaced by yours.
Arithmetic: ₹60 Cr × 60% material × 3% rejection = ₹1.08 Cr. Illustrative, not a survey statistic.
The 90-day fix
Days 1–30 · Measure
Rejection log by part × defect × shift, on paper at the line.
Convert to rupees per month: material + rework hours + debits.
In most plants a few defects carry most of the cost — a hypothesis to test, not a rule.
Days 31–60 · Attack
A one-page problem sheet on each of the top three defects: where seen, root cause, countermeasure, owner, date.
A fixture or poka-yoke where possible; a check only where not.
First-piece approval discipline at every changeover.
Days 61–90 · Hold
PPM by customer on the wall — in rupees underneath.
Supplier PPM for bought-out parts; your suppliers have the same leak.
Monthly quality review with the OEM's supplier-quality engineer, using your log.
The machine you want to buy is already in the plant
On the floor it looks like
“We need another VMC” — while the bottleneck machine produces for fewer than 12 useful hours in a 24-hour day.
Changeovers are never timed. Waiting — for material, operator, inspection — is never logged.
Breakdowns are remembered, never recorded.
What it costs
One lost bottleneck hour = monthly contribution ÷ bottleneck hours available. For a ₹60 crore unit at 25% contribution running one bottleneck 600 hours a month, that is roughly ₹20,000 per hour, before overtime.
Benchmark: world-class OEE is usually put at 85% (Nakajima, 1988). First-time measurements in plants that have never logged stops land far below it — practitioner observation, not a statistic.
Arithmetic: ₹60 Cr × 25% ÷ (600 h × 12) ≈ ₹20,800/h. Illustrative. OEE benchmark: S. Nakajima, Introduction to TPM, 1988.
The 90-day fix
Days 1–30 · Measure
Log every stop on the bottleneck machine only: reason code and minutes. A clipboard is fine.
Time every changeover with a phone stopwatch.
At day 30 you have the six losses in hours — and in rupees.
Days 31–60 · Attack
Attack the top three losses — usually changeover, breakdown, waiting.
SMED on the longest changeover: separate what can be done while the machine runs.
A one-page daily PM checklist on the bottleneck, signed by the operator.
Days 61–90 · Hold
Hourly output board at the bottleneck, target versus actual.
OEE on the bottleneck only — measuring every machine is how these efforts die.
Recovered hours shown in rupees, and as capex you did not spend.
The largest leak sits outside the plant gate
On the floor it looks like
₹7.34 lakh crore was locked in delayed receivables to Indian MSMEs as of March 2024 — down from a ₹10.7 lakh crore peak in 2022, and still over 4.6% of national GVA.
The MSMED Act sets a 45-day limit. A 2019 analysis of Prowess data found micro, small and medium units waiting on average 176, 112 and 81 days for cash.
Applications pending on MSME Samadhaan alone: ₹22,363 crore (July 2025).
What it costs
Worked arithmetic (illustrative): ₹60 crore turnover at 90 days DSO = ₹14.8 crore permanently tied up. At 11% working-capital interest that is ≈ ₹1.6 crore a year paid to the bank for the privilege of financing your customer.
Every rupee of early-payment discount you accept is the same leak with a different name.
Sources: GAME–FISME–C2FO, Delayed Payments Report 3.0, Nov 2025 · Lok Sabha reply, Jul 2025 (MSME Samadhaan) · Hindustan Times, May 2021, on 2019 CMIE Prowess data. Interest arithmetic illustrative.
The 90-day fix
Days 1–30 · Measure
DSO by customer, not one blended number.
Inventory days by category: raw, WIP, finished, and “just in case”.
Rupees tied up, and the interest on it, on one page for the owner.
Days 31–60 · Attack
Invoice hygiene first: most “delays” start as a disputed or incomplete invoice.
Onboard TReDS for eligible OEM receivables — invoice discounting on the platform reached about ₹2.4 lakh crore, per the Chief Economic Advisor in Nov 2025.
Safety stock by ABC class; cut the C-class “just in case” stock.
Days 61–90 · Hold
A weekly 20-minute cash meeting: DSO, overdue list, who calls whom.
Know your leverage: since FY2024-25 a buyer who pays a micro or small enterprise late loses the tax deduction on that expense (s.43B(h)). Use it in conversation, not in litigation — and confirm the current position with your CA.
Inventory targets by category, reviewed monthly.
Every skilled setter who leaves takes a month of output with him
On the floor it looks like
Around a quarter of surveyed MSMEs cite lack of skilled manpower as one of their major challenges (SIDBI, May 2025).
80% of Indian employers report difficulty filling roles, above the global average of 74% (ManpowerGroup Talent Shortage Survey, 2025).
Training in most units is “watch Ramesh for a week”.
What it costs
Per lost operator-month: the new hire's learning weeks + scrap made while learning + overtime paid to others + the owner's hours spent on the gap.
And the quieter leak: every decision that waits for the owner is a decision the plant makes late.
Sources: SIDBI, Understanding Indian MSME Sector: Progress and Challenges, May 2025 · ManpowerGroup Talent Shortage Survey 2025, reported by PTI, Jan 2025.
The 90-day fix
Days 1–30 · Measure
Skill matrix per line: every station, every operator, four levels.
Circle every station with only one person above level two.
A two-week log of decisions that waited for the owner — what, how long, what it cost.
Days 31–60 · Attack
Two-deep on every circled station, by rotation, before any hiring.
One-page standard work with photos at each critical station.
Delegate five decisions with explicit limits: “up to ₹50,000, up to two days, tell me after”.
Days 61–90 · Hold
Monthly skill-matrix review — a circle removed is a leak closed.
A retention conversation with the top ten people, before they resign, not after.
NAPS apprenticeships where the unit qualifies — check current eligibility and stipend-sharing terms.
The sixth leak — the one you cannot fix alone, and must still measure
What Chakan's own representatives said in August 2026
Around 20 small units preparing to shift to Khandala MIDC.
Nearly half of internal and approach roads in extremely poor condition; up to two hours to cover five kilometres.
Production losses and missed OEM delivery windows attributed to road and logistics delays.
What you control
Log the hours lost to infrastructure — power, water, roads — separately from plant losses.
Two reasons: your own leak numbers stay honest, and your association gets what it needs to make the case — data, not anecdotes.
A plant that cannot separate “the road” from “the changeover” fixes neither.
Source: Pune Pulse, 12 Aug 2026 — press briefing by Chakan MIDC industry representatives.
What the five add up to — one illustrative unit
A ₹60 crore auto-component unit, single plant, one bottleneck. Every figure is illustrative and exists only to show the shape; yours replace them in week one.
| Leak | Illustrative assumption | ₹ per year |
|---|---|---|
| 1 · Delivery | Premium freight ₹1.5 lakh/month + customer debits ₹1 lakh/month | ₹30 lakh |
| 2 · Quality | 3% rejection on 60% material content, plus rework ₹25 lakh | ₹1.33 crore |
| 3 · Hidden capacity | 40 lost bottleneck hours a month at ₹20,000 contribution per hour | ₹96 lakh |
| 4 · Cash | 90 days DSO → ₹14.8 crore tied up, at 11% interest | ₹1.63 crore |
| 5 · People | Six skilled leavers a year at ≈₹2 lakh replacement cost each | ₹12 lakh |
| Total | ≈ ₹4.3 crore — about 7% of turnover |
All figures illustrative. Assumptions are shown so they can be challenged and replaced. If your rejection is 0.8%, write it in — the total is still real.
The 90 days, on one page
Days 1–30 · LOG
Five measurements, five notebooks, one bottleneck.
OTIF by part · rejection by defect · stop log · DSO by customer · skill matrix.
Output: one page, five rupee numbers, signed by the owner and the plant head.
Days 31–60 · EVALUATE & ATTACK
Rank all five leaks in rupees. Pick the top three. Ignore the other two — for now.
One-page problem sheet per leak; one owner per sheet; one date.
Two hard conversations: the OEM planner, and the largest late-paying customer.
Days 61–90 · KEEP SCORE
Weekly rupee scoreboard on the wall, five lines, target versus actual.
The morning dispatch meeting and the weekly cash meeting are now habits, not projects.
Day 90: re-rank. The leaks have moved. Start again.
Total new spend in 90 days: notebooks, a whiteboard, a stopwatch, and roughly 40 hours of the plant head's time. No software is required; any software that helps is welcome after day 90, not before.
Pre-mortem: it is day 90 and nothing changed. Why?
| How it dies | The countermeasure, decided on day 1 |
|---|---|
| The owner “delegated it” to nobody in particular | One named owner per leak, on the wall, with a date. The MD owns leak 4 personally. |
| Everything measured in percent, nothing in rupees | Rupees on every board. Percent is for the customer; rupees are for the owner. |
| All five leaks attacked in week five; none held in week twelve | Top three only, chosen by rupee value, written down. |
| Supervisors logged stops for nine days, then stopped | The plant head reads the log aloud at the morning meeting. What is read gets written. |
| A big OEM order arrived and “we'll restart next month” | The morning meeting and the cash meeting are the only two non-negotiables. Everything else can pause. |
| The weekly review became monthly, then quarterly | The scoreboard is on the wall, not in a file. A wall cannot be postponed. |
Keep score in currency — the five-line board
| Leak | Operational measure | Rupee line underneath | Reviewed |
|---|---|---|---|
| 1 · Delivery | OTIF % by customer | Premium freight + debits this month | Daily · dispatch meeting |
| 2 · Quality | PPM by customer; rejection % by part | Material scrapped + rework hours × rate + debits | Weekly |
| 3 · Hidden capacity | Bottleneck OEE; lost hours by top-three cause | Lost hours × contribution per hour | Daily · hourly board |
| 4 · Cash | DSO by customer; inventory days by category | ₹ tied up × interest rate ÷ 12 | Weekly · cash meeting |
| 5 · People | Attrition %; absenteeism %; single-skilled stations | Leavers × replacement cost; owner-hours on the floor | Monthly |
Five operational lines for the plant head. Five rupee lines for the owner. The same board, one metre by one metre, in the place where the most people walk past it.
Your plant, one page — the loss map
Twenty minutes. Fill in what you know; write ? where you do not. The question marks are the first measurement.
| Leak | What it looks like in my plant | My ₹/month estimate | First action, and who |
|---|---|---|---|
| 1 · Delivery | |||
| 2 · Quality | |||
| 3 · Hidden capacity | |||
| 4 · Cash | |||
| 5 · People | |||
| 6 · Infrastructure (log separately) |
— the loss map prints as a worksheet.
The methods here were built in Cummins engine plants and Amazon fulfilment centres. None of them needed a large budget there either — they needed someone to log the stops, do the arithmetic, and put the number on the wall. If you want that done in your plant, the first step is a free 20-minute call; the second is a fixed-fee diagnostic priced before it starts.
Sources
- Ministry of MSME — revised classification thresholds (turnover), effective 1 April 2025.
- Global Alliance for Mass Entrepreneurship (GAME), FISME and C2FO — Delayed Payments Report 3.0: MSMEs' Access to Finance and Timely Payments, launched 26 Nov 2025 (₹7.34 lakh crore, March 2024; ₹10.7 lakh crore peak, 2022; TReDS discounting ≈₹2.4 lakh crore per CEA remarks at launch).
- Lok Sabha reply, July 2025 — MSME Samadhaan portal: ₹22,363.40 crore involved in pending applications as of 17 July 2025.
- Hindustan Times, 6 May 2021 — analysis of 2019 CMIE Prowess data on days to receive cash for micro, small and medium enterprises (176 / 112 / 81 days).
- SIDBI — Understanding Indian MSME Sector: Progress and Challenges, May 2025 (about a fourth of surveyed MSMEs cite lack of skilled manpower).
- ManpowerGroup Talent Shortage Survey 2025, reported by PTI, 23 Jan 2025 (80% of Indian employers struggling to find talent; global average 74%).
- Pune Pulse, 12 Aug 2026 — Chakan MIDC Infrastructure Crisis: press briefing by Chakan MIDC industry representatives.
- S. Nakajima, Introduction to TPM: Total Productive Maintenance, Productivity Press, 1988 (85% world-class OEE benchmark).
- Income-tax Act, s.43B(h), effective FY2024-25 — deduction disallowed for payments to micro and small enterprises made beyond the MSMED Act limit. Confirm the current position with a chartered accountant.
Every rupee figure on this page that is not attributed to a source above is illustrative arithmetic, with its assumptions shown. This page describes no work performed for any named or unnamed company and claims no consulting result.
ST-05Quality lab · Track record
Programme record.
Work delivered inside the organisations named, as an employee or project leader — not as an outside consultant. Figures are from each programme’s own records. I have not yet published a consulting engagement, and I will not describe one until there is a completed engagement with measured results and the client’s written consent.
Pharma packaging automation
- Problem
- An automated packaging operation was constraining the supply chain. Downtime was chronic, there was no predictive maintenance, and reliability decisions were made on instinct rather than data.
- Method
- Downtime Pareto and OEE baseline first, before any spend. IoT sensors and analytics to build predictive maintenance profiles for every equipment class. Maintenance standardised into written SOPs, then the floor trained to run them. Engineering, quality, operations and vendors coordinated through design review, installation and commissioning under FDA/GMP validation. On time and on budget.
- Measured
- The improvement survived handover — the only test that matters — because the standard was written down and the people were trained to own it.
+30% throughput−35% waste−20% downtime ≈ $200K/yr150+ trained
Network reliability programme
- Problem
- Reliability performance varied across a twenty-site network with no common standard to hold sites to, and defects carried real cost.
- Method
- Reliability programmes run across the network rather than site by site, with a team of 20 and a weekly senior-management cadence owning status, funding and corrective decisions. The cadence is the mechanism: a weekly forum where a decision must be made is what turns a reliability metric from a report into a behaviour.
- Measured
- What transfers to an MSME is not the scale — it is the cadence. One weekly meeting with a fixed agenda and a named decision-maker does most of the work a programme office does.
+30% reliability KPIs−15% defects≈ $800K saved
ERP implementation and supplier diversification
- Problem
- Inventory, cost and work-order tracking were not on a common system, and supplier concentration carried operational risk.
- Method
- A new ERP implemented for inventory, cost and work-order tracking. Alongside it, a supplier evaluation and diversification strategy built to reduce operational risk rather than to shave unit price.
- Why it is here
- Most MSME owners meet ERP as a vendor pitch. This is the other side of it — what an implementation actually involves, and why the tracking design has to be settled before the software is chosen.
Production cost reduction
- Problem
- Production cost carried more than the product required, across a long-running engineering programme.
- Method
- Value engineering on the product combined with supplier strategy on the buy — the two levers worked together rather than separately, which is the part usually missed. Annual operating plans and monthly cost forecasts prepared to support funding approvals, so every reduction landed in a number leadership already watched.
≈ $2.4M production cost removed
Warranty cost control and structured problem solving
- Problem
- Field and quality failures were resolved case by case, and warranty cost had no framework controlling it.
- Method
- A KPI framework built specifically to control warranty cost, and field and quality issues resolved through a structured seven-step problem-solving methodology rather than ad hoc. Roughly 25 engineers and specialists managed through it.
- Why it is here
- Warranty is where a manufacturer’s quality system sends its bill. An MSME supplying a Tier-1 meets the same mechanism as a debit note, and the discipline that controls it is identical at both scales.
Oral solid-dose packaging line launch
- Scope
- Launch readiness and operator training for a new dry-product packaging line — the readiness work that determines whether a validated line actually reaches rate after commissioning, rather than the commissioning itself.
No performance figures published for this programme.
ST-06Stores · Diagnostic analysis
Not client work.
Analysis of public information and declared composites. These describe no work performed for any named or unnamed company, and claim no result. Where a figure is constructed, the construction is shown so you can run the same arithmetic on your own numbers.
The exporter who paid the surcharge and could not prove it
A ₹90 crore auto-component manufacturer, about 30 per cent exported, UAE and Saudi Arabia its largest overseas markets — an archetype assembled to test a pattern.
On 3 March 2026 the Joint War Committee of the Lloyd’s Market Association amended its Listed Areas in circular JWLA-033, adding Bahrain, Djibouti, Kuwait, Oman and Qatar. War risk premium began appearing in the cost of moving cargo. UNCTAD recorded Strait of Hormuz transits down 97 per cent from an average of 141 a day. On 19 March the Ministry of Commerce announced RELIEF: Component III offered 50 per cent reimbursement of extraordinary freight and insurance surcharges for MSME exporters without ECGC cover, capped at ₹50 lakh, ₹282 crore allocated, for bills of lading dated 14 February to 15 March.
Every Gulf shipment in that window qualified on the face of it. The teardown is about why qualifying and being able to prove it are different problems — and which one the freight ledger actually solves.
The ₹90 crore fabrication unit that grew 35 per cent and ran dry
Revenue up 35 per cent, operating margin held at 8 per cent, profit after tax up in line — the best year in the unit’s history by every P&L measure. The ₹12 crore cash credit limit was fully drawn from October. By February the promoter had lent the company ₹1.5 crore personally.
Three balance-sheet numbers explain it and none is on the P&L. Receivable days 60 to 68, as two OEMs on written 45-day terms drifted to 65–70. Inventory days 55 to 80. Payable days 45 to 40, because the two largest suppliers are small enterprises and their invoices were kept inside the section 15 limit. Cash conversion cycle: 70 days to 108.
CCC 70 → 108 daysevery figure constructed and shown
What the first ninety minutes on a press shop floor will tell you — and what it will not
The owner wanted two to three per cent on strokes per minute. Four things were visible inside ninety minutes, none of which appear in any register the plant keeps: blanks stacked at floor level beside the larger presses, on a hand-fed line where every stroke then includes a bend to the floor; dies stored stacked rather than racked, which splits changeover into two numbers where most people quote one; a new shearing machine whose daily running hours nobody on the floor could state; and a wide part range against a limited press count.
None of it can be honestly priced from the floor. Every rupee conclusion scales off one number — what an hour of press output is worth — and that number cannot be guessed. Get it wrong by half and every finding is wrong by half. So no figure is attached to any of it here.
Company not identified. No engagement, no measured result.
ST-07Plant office · Writing & media
Writing & media
- Case Study: Robotics Automation in a US Automotive Assembly LineLINKEDIN · 3 MIN
- Leveraging Predictive Analytics for Supply Chain ResilienceLINKEDIN · 2 MIN
- Addressing Supply Chain Challenges in the Tech IndustryLINKEDIN
- Robotic Automation: Transforming Industries and Overcoming BarriersLINKEDIN
- From Burnout to Breakthrough: How Automation Transforms WorkplacesLINKEDIN · 4 MIN
- Unleashing Organizational Velocity: Strategies for Program LeadersLINKEDIN
- The Art of Persuasion: Winning Over Stakeholders in a Data-Driven WorldLINKEDIN
- Redefining Leadership: A Radical Guide to Thriving in the Future of WorkLINKEDIN · 3 MIN
- The Right Questions Lead the PathLINKEDIN
Where Strategy Meets Execution
I co-host this fortnightly conversation on operations and strategy for Indian manufacturers with Shantanu Kelkar. Recent episodes: what to automate first, what never to automate, and why most Industry 4.0 pitches are built for budgets you don’t have.
MSME 360 Growth
Short explainers on schemes, costs and compliance for Indian manufacturers. Latest: RELIEF Scheme 2026 explained — how Indian MSME exporters can tackle rising freight costs.
Where I learned this
PMP® CertifiedLean Six Sigma Black BeltMBA, Kelley School of BusinessM.S. Mechanical Engineering, Michigan Tech
15+ years across Cummins, Amazon, Eli Lilly and BPM Associates — see the track record above for what was delivered and in what capacity.
ST-08Dispatch · How an engagement starts
How an engagement starts
1
Free · 20 minutes
Call
You describe the plant and the pain. We tell you honestly whether we can help — and if we can't, who can.
2
Fixed fee · 2–3 weeks
Plant Diagnostic
Quoted upfront. You get the leak list with rupee values whether or not we ever work together again.
3
Fixed scope · 90 days
Improvement Program
Scoped from the diagnostic, priced before signature. Measured against the baseline we set in week one.
The promise: no open-ended retainers, no theory decks, no scope creep. Every phase has a price, a deliverable, and a number it will be judged against.
OFFICEAbhijit Court, A Wing, 2nd Floor, Bhandarkar Road, Pune, Maharashtra 411004 · Open in Maps ↗