When your product comes back to Gujranwala, the operation you need is a different one

After sales is the workflow most manufacturers never built

AI automation in Gujranwala is most useful after the sale rather than before it. A manufacturer selling through dealers hears about warranty claims as a photograph on WhatsApp, weeks late and out of order. Capturing those claims as records, chasing the dealer network for the missing detail, and quoting against a drawing are the three jobs that repay a build here first.

Making a fan, a geyser, an appliance or a machined assembly is a solved problem in Gujranwala. What is usually unbuilt is everything that happens after the product leaves: the warranty claim, the service visit, the spare part sent to a dealer in another city, and the record of which unit failed and why.

The claim arrives in the least usable form imaginable. A dealer forwards a customer's complaint as a WhatsApp message, sometimes with a photograph of the rating plate, sometimes without. Nobody has the purchase date. Nobody is sure whether the unit is in warranty. The complaint is described in words that mean different things to the dealer, the customer and the service technician.

A workable intake fixes the shape of the problem rather than the volume of it. The photograph of the plate is read for model and serial. The purchase or dispatch record is looked up to establish warranty status before anyone argues about it. The complaint is classified into your own fault categories rather than free text. The job then goes to whoever is nearest with the part, and the dealer is told what is happening without ringing anyone.

The part that repays the effort most is the one nobody asks for at the start: the same intake produces a record of which model fails, at what age, with which fault. That is engineering information, and at the moment it exists only as an impression in a service manager's head.

• Model and serial captured from a photograph rather than typed by an annoyed dealer
• Warranty status established from your own dispatch record before the conversation starts
• Complaints classified into your fault categories, not into whatever the dealer wrote
• Parts requirement identified at intake so the technician arrives with the part
• Failure patterns by model and age, produced as a by product rather than a project

The dealer network you cannot see past

A manufacturer here typically knows what it shipped to distributors and has only an impression of what reached customers. Stock sitting at a dealer is invisible. Scheme and rebate claims arrive at the end of a period as a set of assertions that somebody has to check by hand. Which dealer is genuinely growing and which is holding stock is a matter of opinion.

Fixing this properly requires dealers to send information, which they will only do if it costs them nothing. That rules out a dealer portal with a login, which is the standard proposal and the standard failure. What works is the channel they already use: a message with a photograph of an invoice or a stock sheet, read and structured on arrival, with a confirmation sent back so the dealer knows it was received.

The same channel carries claims. A scheme claim submitted with its evidence attached can be checked against the rules automatically, approved where it plainly qualifies, and sent to a person where it does not. Most disputes in dealer schemes are not about honesty, they are about two parties calculating from different records at different times.

Ordering goes the same way. A dealer order captured as a structured record and confirmed in writing before dispatch removes the argument that follows a verbal order, and lets a credit position be checked before goods move rather than after.

Quoting against a drawing, when the estimator is the bottleneck

The engineering units that supply components rather than finished goods have a different constraint. Enquiries arrive as a drawing and a quantity, sometimes a photograph of a part on a table. Someone senior has to look at it, work out material, process route and time, and produce a price. That person is also running the shop, so quotations go out late, and late quotations lose work to nobody in particular.

Automation does not replace that judgement and should not pretend to. What it can do is get the estimator to the decision faster. The enquiry is registered with its drawing attached instead of sitting in an inbox. Similar parts quoted before are surfaced with what they were priced at and whether the job made money. Material rates come from a maintained record rather than memory. The quotation itself is produced in a consistent format once the numbers are set.

There is a second effect worth planning for. A registered enquiry can be followed up on a schedule, which most job shops never do. A quotation that went out three weeks ago and has heard nothing is either dead or waiting for a nudge, and nobody currently knows which.

What the service data changes once you have it

Six months of structured claims produces answers that were previously arguments. Which model generates the most warranty cost, not the most complaints. Whether a fault clusters around a production period, which points at a batch or a supplier rather than a design. Which dealers report problems that turn out to be installation rather than manufacture, which is a training question and not a quality one.

None of this requires anything clever. It requires that the same fields were captured every time, which is exactly what a manual process on WhatsApp cannot do. The value is in the consistency, not in the analysis.

It also changes what you can say to a distributor. A conversation about performance that references the same record on both sides is a different conversation from one where each party is quoting numbers the other cannot verify.

Working with a supplier who is not in Gujranwala

Wobble is based in Karachi and works with Gujranwala manufacturers remotely. There is no local office and no local team, which is worth saying because many firms in this category imply a presence they do not have.

For this work the distance costs less than it might seem. The build sits in your messaging platform, your dispatch records and your parts data, all of which are reachable from anywhere. What does need care is the first phase, where the fault categories, the warranty rules and the claim evidence requirements have to be agreed with the people who actually handle claims, and that is done in working sessions with the service and dealer teams rather than with the owner alone.

Ownership is settled at the start rather than at the end. Accounts in your company name, administrator access held by you, workflow logic exportable, and documentation written so a person who was not in the room can maintain it.

When a dealer network will not adopt whatever you build

If you do not record what you dispatched and to whom, warranty automation cannot work, because there is nothing to check a claim against. Building that record is the prerequisite project, and it is worth doing whether or not you automate anything afterwards.

If your dealers are few and you speak to all of them weekly, structured dealer reporting is solving a problem you do not have. Spend the money on the service side instead, where the volume is.

If your quality problem is known and specific, meaning everyone in the factory can name the component that fails, do not build a system to discover it. Fix the component. Analysis is worth buying when you genuinely cannot see, and it is a poor substitute for acting on what you already know.

And if claims are currently settled by a manager's discretion in a way that keeps dealers happy, automating the rules will surface every inconsistency at once. That is often healthy and it is never comfortable, so decide deliberately rather than discovering it in month two.

Who builds it, and where the dealer conversation goes back to a person

Record keeping of this shape has been built before and it is published with its figures rather than described. Three purpose built ERP systems for RM Gulistan Engineers in Karachi cover accounts, HR and inventory for an engineering and contracting firm. Quillon's production line was rebuilt as a single audited automation of 34 AI nodes. Moiz Khan owns automation architecture at Wobble and decides what gets built and how it runs. Ibrahim owns build and workflows, and the rule he applies to anything dealer facing is that it must not require a dealer to learn something new.

The claim intake stops where judgement starts. A scheme claim that plainly qualifies under the written rules is approved; anything that does not hands it to a person with the evidence attached rather than being refused, because most disputes in a dealer network are two parties calculating from different records rather than anybody being dishonest. A warranty decision on a unit that is not in the dispatch record waits for human approval. A dealer who is angry reaches a human on the first message, since the relationship is worth more than the claim being argued over.

A manufacturer with a capable service manager can start the fault classification in-house without buying anything, and it is the piece worth doing first. Fix your own fault categories, insist every claim is recorded against one of them, and within a season you have the engineering information this page is actually about. Running that with your own team also tells you whether the dealers will cooperate, which is the assumption everything else here rests on. What is harder to hold internally is reading a rating plate from a photograph reliably and matching it to a dispatch record, which is the point at which the work stops being clerical.

Common questions

How can a manufacturer automate warranty and service claims?

By fixing the shape of the intake. Model and serial are read from a photograph of the rating plate, warranty status is established from your own dispatch record before anyone argues, the complaint is classified into your fault categories rather than free text, and the parts requirement is identified at intake so the technician arrives with the part. The record that results is also your first real quality dataset.

Our dealers will not use a portal. What else works?

Use the channel they already use. A dealer sends a photograph of an invoice, a stock sheet or a claim on WhatsApp, it is read and structured on arrival, and a confirmation goes back so they know it landed. Anything that requires a login and a password will be used for two weeks and then abandoned, which is why dealer portals are the most commonly proposed and most commonly wasted build in this sector.

Can automation quote for machined components from a drawing?

It should not price the job for you, and a supplier promising that is overselling. What it can do is get your estimator to the decision sooner: the enquiry registered with its drawing rather than sitting in an inbox, similar past parts surfaced with what they were priced at and whether they made money, material rates read from a maintained record, and the quotation produced in a consistent format once the numbers are set.

What do we learn from six months of structured service claims?

Which model generates the most warranty cost rather than the most noise, whether a fault clusters around a production period in a way that points at a batch or a supplier, and which dealers report problems that turn out to be installation rather than manufacture. The value comes from the same fields being captured every time, which is precisely what a manual process on WhatsApp cannot deliver.

Do you have an office in Gujranwala?

No. Wobble is based in Karachi and works with Gujranwala manufacturers remotely, with no local team. The part that needs real attention is the first phase, where fault categories, warranty rules and claim evidence requirements are agreed with the people who handle claims daily rather than with the owner alone. That is done in working sessions, on video or in person as needed.

What has to exist before we start?

A dispatch record showing what went where and when, because without it a warranty claim cannot be checked against anything. After that, an agreed list of fault categories and a written rule for what a valid claim requires. Both are useful on their own, and both are cheaper to settle before a system encodes whatever ambiguity is left in them.