AI and low-code have made building a DMS look easy. What mid-market automotive founders and application managers should actually be evaluating before their next DMS decision — and the one question that decides the next five years.

SAURAV SUMAN · 6 SEP 2026 · 7 MIN

AI & TRUST

Your business, inside the assistant you already use

The assistant your people use most is not the one inside the business system — it is the one in the next tab. So we put the business in that tab, without giving up a single permission check.

VINAY JUNGHARE · 6 SEP 2026 · 7 MIN

ENGINEERING

One sign-in for every assistant

Letting an AI assistant act as a user is an identity problem before it is an AI problem. Why we built a standards-compliant authorization server instead of handing out API keys — and what the security review should look for.

NARENDRA SHARMA · 6 SEP 2026 · 8 MIN

AI & TRUST

The chart is the answer

A model that answers "which customers dropped more than twenty percent" with a paragraph has failed, however accurate the paragraph. What it took to make Sense answer with the chart the question deserved — and the trap in the data we had to fix first.

VINAY JUNGHARE · 6 SEP 2026 · 7 MIN

PLATFORM

An agent that can use the screen

Sense could already point at the screen. Now it can open a page, read what is on it, press a control and fill a field — as you, in your browser, with a confirmation on every action. Why we built the weakest write tool on the platform, on purpose.

MANJUSHA SINGH · 6 SEP 2026 · 7 MIN

PLAYBOOK

The agentic use case is a job description

The agentic AI proposals that get approved do not start with a model. They start with a person, the part of their week that is really three systems and a spreadsheet, and a flow that says exactly where the agent stops. A format we use, and why it works.

VIRENDRA TAGRAL · 6 SEP 2026 · 6 MIN

ENGINEERING

Bring your own payment gateway

Which payment gateway a storefront uses should be a row in your configuration, not a line in our deployment. How the checkout drives any provider through one contract — and why the webhook, not the payment sheet, places the order.

ANSHUMAN SHARMA · 25 AUG 2026 · 7 MIN

PLAYBOOK

A storefront for every distributor

A brand storefront that routes each order to the distributor covering that pincode was the theory. Giving every distributor a public storefront of their own — on the brand's catalogue, at their own address — is what makes the channel actually want it.

VIRENDRA TAGRAL · 25 AUG 2026 · 8 MIN

PLAYBOOK

The signup that becomes a customer

Most consumer signups create a login and a lead — and a re-keying job for someone. On a storefront, the person registering is not a prospect; they are a customer who has not ordered yet. Provision them like one.

HETAL SHROFF · 25 AUG 2026 · 6 MIN

FINANCE

Simulate first: how a new claim type goes live

Claims configuration is payout configuration — a wrong filter pays real money. The rollout discipline that makes a new claim type boring: dry-run at save, simulate against live data, parallel-run one cycle, then switch.

VIRENDRA TAGRAL · 25 AUG 2026 · 7 MIN

FINANCE

One engine for every claim your channel is owed

A claim is not a form someone fills — it is a computation over transactions that already happened. How one configurable engine covers trade, scheme, supplier and warranty claims, and why the same machinery settles all of them.

VIRENDRA TAGRAL · 25 AUG 2026 · 8 MIN

ENGINEERING

The checkout that freezes the deal before the money moves

Every commerce system has to answer one question: what happens when the price changes between "pay" and "paid". Freezing the deal before the money moves turns a whole class of failures into one that cannot happen.

ANSHUMAN SHARMA · 20 AUG 2026 · 7 MIN

PLAYBOOK

The distributor is not your competitor

Most brands going direct treat their channel as an obstacle. The ones that last treat the last mile as something the channel is better at — and route the order accordingly.

VIRENDRA TAGRAL · 20 AUG 2026 · 6 MIN

PLAYBOOK

A coupon budget that does not reject the customer

Promotions fail in two directions — the offer that overspends silently, and the one that refuses a shopper for arithmetic they cannot see. You can avoid both, but not by tightening the same knob.

HETAL SHROFF · 20 AUG 2026 · 6 MIN

FIELD OPERATIONS

The service lead that writes itself

The best lead a service business will ever get is one it already owns — the machine it sold, coming due. Here is the machinery that generates that lead automatically, and why most operations still chase it with a photocopied list.

VIRENDRA TAGRAL · 17 AUG 2026 · 6 MIN

FIELD OPERATIONS

Anatomy of a self-settling claim

A warranty claim is a story told to a sceptical audience. The claims that settle are the ones whose evidence was collected while the work happened — not reconstructed at month-end. A walk through the pipeline.

ANSHUMAN SHARMA · 17 AUG 2026 · 7 MIN

AI & TRUST

What we let agents do alone

"Autonomous agents" is a spectrum, not a switch. Here is the line we drew — what runs alone on schedules, what drafts and waits, and why the boundary sits exactly where a human clicks.

VINAY JUNGHARE · 17 AUG 2026 · 6 MIN

FIELD OPERATIONS

Bay planning is capacity planning

A service bay is a machine that converts hours into revenue — and most workshops schedule it with a whiteboard and a shout. What changes when bays become bookable resources with real capacity arithmetic.

NARENDRA SHARMA · 17 AUG 2026 · 5 MIN

FINANCE

The dealership’s month posts itself

A dealership's accounts team spends the month re-typing what the business already did. The alternative is architectural: every operational document carries its own posting, and month-end becomes a review.

VIRENDRA TAGRAL · 17 AUG 2026 · 6 MIN

PLATFORM

CPQ for machines: mandatory, optional, and the configurator

Machines are sold as configurations — base unit plus the components that are forced, chosen or forgotten. Why component structures beat price lists, and what a configurator has to enforce to protect the margin.

ANSHUMAN SHARMA · 16 AUG 2026 · 6 MIN

FIELD OPERATIONS

A VIN is a biography

A vehicle's serial number should accumulate a life story — received, inspected, transferred, allocated, delivered, serviced. What breaks when systems track counts instead of identities, and what identity-first inventory looks like.

VIRENDRA TAGRAL · 16 AUG 2026 · 6 MIN

FINANCE

Incentives that tie to the ledger — and the payroll

An incentive scheme only motivates while it is believed. The design requirements: targets and slabs the earner can inspect, actuals from the same records as the books, and a payout that arrives in payroll without a fight.

HETAL SHROFF · 16 AUG 2026 · 6 MIN

FIELD OPERATIONS

The demo fleet is a bookable resource

The demo fleet is the most expensive marketing asset a dealership owns and the least managed. Treating test drives as capacity — booked, verified, measured — changes what the fleet earns.

HETAL SHROFF · 16 AUG 2026 · 5 MIN

FIELD OPERATIONS

From RTO paperwork to the delivery appointment

The last mile of a vehicle sale is a paperwork gauntlet ending in the only moment the customer will photograph. How the registration stage, the delivery checklist and the appointment engine turn handover week from chaos into choreography.

MANJUSHA SINGH · 16 AUG 2026 · 5 MIN

AI & TRUST

Deterministic signals, AI delivery

Our nudge engine computes with arithmetic and explains with a model. That split is deliberate, and it is the reason the signals can be trusted enough to act on.

VINAY JUNGHARE · 15 AUG 2026 · 7 MIN

FIELD OPERATIONS

Speak the order, don’t tap it

A rep standing in a shop has two hands, one of them holding stock. Voice capture turns the visit into a conversation the app writes down — and the same pattern reshapes checksheets and parts issue in field service.

MANJUSHA SINGH · 14 AUG 2026 · 7 MIN

AI & TRUST

The AI home page is a layout, not a page

Every vendor's AI dashboard decides for you what matters this morning. We built ours as composable widgets on the ordinary page designer instead — so the layout is yours, and the AI is one metered call over facts you were already allowed to see.

VINAY JUNGHARE · 13 AUG 2026 · 8 MIN

FIELD OPERATIONS

Ordering in the chat window

Most distributors serve a long tail of outlets that cannot justify a visit and will not use a portal — but every one of them is already on a messaging app all day. That is a sales channel, and it needs two different modes to work.

HETAL SHROFF · 10 AUG 2026 · 8 MIN

FIELD OPERATIONS

Diagnostics in the technician’s hand

The expert a technician needs is usually on another site. Fault codes, a photograph and a conversation can close that gap — and where phones are banned on the floor, an ordinary telephone line can carry the same guidance.

MANJUSHA SINGH · 11 AUG 2026 · 8 MIN

PLATFORM

Designing for the five-hundredth line

Some users enter five records a week. Others enter five hundred lines before lunch. Designing for the second group is a different discipline — and it is mostly about not making them look for things.

MANJUSHA SINGH · 7 AUG 2026 · 8 MIN

AI & TRUST

The nudge that says don’t buy

Most AI in business software tries to sell you something. The most valuable signal we ship does the opposite — it tells a buyer the line they are about to order is already covered.

VINAY JUNGHARE · 12 AUG 2026 · 7 MIN

FIELD OPERATIONS

Three replenishment engines, one explainable line

Replenishment is not one algorithm. It is three, suited to different items — and the thing that makes any of them usable is writing the arithmetic onto the line it produced.

VIRENDRA TAGRAL · 8 AUG 2026 · 7 MIN

FIELD OPERATIONS

Planned, optimized, actually followed

A beat has three orders: the one someone planned, the one an optimizer computed, and the one the rep actually drove. We store all three — and the third is usually the most interesting.

ANSHUMAN SHARMA · 5 AUG 2026 · 7 MIN

AI & TRUST

Grounding an agent in your own model

An assistant over a business platform has to answer questions about hundreds of entities it was never trained on. The answer is not fine-tuning — it is describing your own model well enough to be read.

ANSHUMAN SHARMA · 1 AUG 2026 · 8 MIN

FIELD OPERATIONS

Splitting a territory with a solver

Dividing outlets between field staff looks like drawing lines on a map. It is a capacitated vehicle-routing problem, and treating it as one changes what you can promise a sales team.

ANSHUMAN SHARMA · 22 JUL 2026 · 8 MIN

AI & TRUST

Reads everything, writes almost nothing

Sense can query nearly anything the user can see, and change almost nothing without approval. The asymmetry is the security model, and it is enforced by the tool surface rather than by instructions.

VINAY JUNGHARE · 15 JUL 2026 · 7 MIN

FIELD OPERATIONS

Filling a dispatcher’s Gantt

A dispatcher's real job is re-planning under time pressure. Three views of the same day, and one action that fills the gaps, beat any amount of automation that removes them from the loop.

NARENDRA SHARMA · 4 JUL 2026 · 7 MIN

FIELD OPERATIONS

The day the plan makes itself

If someone has to assemble tomorrow's visit list, it will drift. Generating it from the route's own schedule is a small piece of engineering with a disproportionate effect on coverage.

VIRENDRA TAGRAL · 20 JUN 2026 · 6 MIN

PLATFORM

Routing work like a switchboard

Cases, calls, chats and field jobs are all the same problem: work that needs the right person, now. Routing them through one engine turns four half-solutions into one.

ANKUSH PATHAK · 13 JUN 2026 · 6 MIN

PLATFORM

What a voice agent needs before it says hello

The interesting part of a voice agent is not the voice. It is the telephony, identity and audit plumbing underneath it — the part that decides whether the thing can be allowed near a customer.

PRATIK JAISINGHANI · 6 JUN 2026 · 8 MIN