AI implementation for manufacturing in India
MSME and mid-sized manufacturers running order to dispatch on spreadsheets, WhatsApp and one very experienced person's memory.
What the office actually looks like
The plant is usually well run. The office around it is not. Enquiries arrive on WhatsApp and email, quotations are rebuilt from scratch each time, job cards are written by hand and typed in later, and the person who knows which machine can hold which tolerance has never written it down. When that person takes leave, the quotation cycle stops.
Quotation preparation, order acknowledgement, job card entry, dispatch documentation, and chasing payment.
Four worth building first
Ranked by hours returned against build effort. You pick two.
Pull the enquiry out of WhatsApp or email, match it to past jobs, and draft the quotation with the same costing logic every time. The estimator reviews and sends rather than rebuilding.
Turn the accepted order into a job card automatically, with the routing that similar jobs used, so nothing gets retyped and nothing gets lost between office and shop floor.
Invoice, e-way bill inputs, packing list and test certificate assembled as one pack rather than four people asking each other for files.
Ageing tracked and reminders drafted on schedule, with a human sending them. Most plants lose more to slow follow-up than to bad pricing.
We measure where the week goes before we build anything
Two workflows live in six weeks, handed over with a named owner. Not a strategy deck.
What we will not touch
Nothing here touches the machines. Shop floor control systems, PLCs and safety-critical equipment are out of scope. This is the office work around production, which is where the recoverable hours actually are and where the risk is low.
We measure the week before we build anything
One week of watching the real work tells you where the hours go, which is almost never where people assume. Estimates are wrong in the same direction every time.
Then two workflows, live inside six weeks, handed over with a named owner. Not five, because teams that start five finish none.
The first thing we would automate
Quotation preparation, almost always. It is the highest-volume repeated judgement in the building and the one whose delay costs orders.
Where this work sits in a manufacturing business today
We build inside these rather than replacing them. Nobody on your team is asked to learn a new system, because the fastest way to kill an automation here is to make somebody log in somewhere new.
- Enquiries arriving on WhatsApp and email
- Quotations rebuilt in Excel each time
- Job cards written by hand, typed later
- Tally for invoicing and payment tracking
- E-way bill and GST portals
If a workflow genuinely needs a new tool, we say so, we price it, and you decide. We do not resell software and we take no vendor commission.
Three moments in a manufacturing week, before and after
| Today | After two workflows |
|---|---|
| Estimator rebuilds a quotation for a part quoted twice last year | A draft is waiting, built from those two jobs, with the same costing logic |
| Job card written on paper at the desk, typed into the system that evening | Job card generated from the accepted order with the routing similar jobs used |
| Four people asking each other for the dispatch documents | Invoice, e-way inputs, packing list and test certificate assembled as one pack |
Who stops doing what: The estimator stops rebuilding costings and starts reviewing them. Nobody types a job card twice.
What the arithmetic looks like for a manufacturing business
This is an illustrative model, not a client result. It is built from the audit method on this page so you can replace every input with your own numbers and get your own answer.
The company: A mid-sized engineering component manufacturer, roughly 60 staff, eight of them in the office. Order to dispatch runs on email, WhatsApp and spreadsheets. One estimator prepares almost every quotation.
Assumed loaded rate: ₹500 per hour. Loaded hourly rate means salary plus statutory costs and overhead divided by working hours. It is meaningfully higher than the salary rate most people quote.
| Recurring task | People | Times per week | Minutes each | Hours per week |
|---|---|---|---|---|
| Preparing quotations from enquiries | 2 | 12 | 35 | 14.0 |
| Typing job cards from accepted orders | 1 | 15 | 12 | 3.0 |
| Assembling dispatch document packs | 2 | 10 | 18 | 6.0 |
| Payment follow-up and ageing chase | 1 | 8 | 15 | 2.0 |
The two we would build first
- Preparing quotations from enquiries
- Assembling dispatch document packs
Quotation preparation is the highest-volume repeated judgement in the building and its delay costs orders outright. Dispatch packs are pure assembly with no judgement, which makes them the cheapest thing to build.
Those two account for 20.0 hours a week, or 1040 hours a year, costing ₹5.20 L. At the honest planning range of forty to seventy percent recovery on repetitive administrative work, that is 416 to 728 hours a year returned, worth ₹2.08 L to ₹3.64 L.
What this model does not claim. The estimator's pricing judgement stays with the estimator. The system drafts from past jobs and the same costing logic; a person reviews and sends. If that review is skipped to save time, the saving becomes a pricing error.
The hours returned calculator uses exactly the formula above. Put in your tasks, your people and your rate. If the answer is small, the honest conclusion is that you do not need this yet.
Twenty buying prompts, four engines, you against three named competitors. Report in one working day. No call needed.
AI in manufacturing: common questions
Do we need any technical people to start?
No. You need one person who can approve a process change and one who knows the current process properly. Everything technical is ours.
What gets automated first in manufacturing?
Quotation preparation, almost always. It is the highest-volume repeated judgement in the building and the one whose delay costs orders.
What will not be automated?
Nothing here touches the machines. Shop floor control systems, PLCs and safety-critical equipment are out of scope. This is the office work around production, which is where the recoverable hours actually are and where the risk is low.
What does it cost?
The audit is Rs 25,000 standalone and waived if you engage. Programmes start at Rs 1,50,000 per month, reported on hours returned per week.
How long before something is running?
Two workflows live on real work inside six weeks. The audit output, which is a map of where your week goes, lands in week one.
We have an ERP already. Does this replace it?
No. This sits alongside whatever you run, including Tally and spreadsheets. Replacing core software is a different and much larger project, and it is rarely where the recoverable hours are.
See what the engines say about you
Twenty buying prompts, four engines, your brand against three named competitors. Report in one working day.
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