What Investors Ask About Your Store Before They Fund You

Most founders going into a funding conversation or a demo day have rehearsed the market size, the growth chart and the vision. Those go fine. What catches people out is the second half of the conversation, where somebody who has looked at forty consumer brands starts asking about the operation. Those questions are unglamorous, they are answerable, and being unable to answer them reads as worse than a bad number would.

The pattern in how it goes wrong

It is rarely that the answer is bad. It is that there is no answer.

A founder who says their contribution margin is thin but they know exactly why and what they are doing about it is in a strong position. A founder who has not separated contribution margin from gross margin is in a weak one, regardless of what the number turns out to be.

Investors and experienced mentors are not really testing the metric. They are testing whether you run the business on evidence or on feel, and every unanswered operational question is a data point on that.

The eight questions

What is your contribution margin per order? Not gross margin. After shipping, payment fees, attributable marketing and expected returns. If you answer with gross margin you have told them you have not done the work.

How does that differ between COD and prepaid? In India this is the follow-up, and it is where a lot of brands discover their COD orders barely break even. Have the split ready.

What is your RTO rate, and what does it cost you? Two numbers, and the second one is the one founders have not calculated. A return to origin costs both freight legs and produces no revenue.

What is your repeat purchase rate? Measured over a window that matches your category's reorder cycle. A flat repeat rate while acquisition costs rise is the thing they are checking for.

What is your acquisition cost, and how do you know? The second half matters more than the first after the tracking changes this year. If your answer comes from platform-reported attribution alone, expect to be pushed on it.

Which channel is most profitable? Not which is largest. Founders reliably answer the wrong one of those two.

What breaks if you triple volume tomorrow? A good answer names something specific: fulfilment capacity, a manual process, one supplier. An answer of "nothing" is not reassuring, it means you have not thought about it.

Who can operate the store if your developer disappears? Key person risk on the technical side is a real diligence item and most early brands fail it quietly.

The three that are genuinely hard to answer

Not because the question is difficult, but because the data does not exist in most brands.

Attribution. Conversion tracking changed in August when script tags were sunset on the Thank you and Order status pages for non-Plus stores. If yours broke and was not rebuilt, your acquisition numbers have a hole in them dating from then. That is an awkward thing to discover during diligence rather than before it. We covered how to check separately.

Inventory accuracy. If you sell on your own store plus a marketplace plus quick commerce, "what is your stock accuracy" is a fair question and many brands cannot answer it because nothing reconciles the systems.

True channel profitability. Requires joining Shopify order data to courier invoices and returns records, which is the analysis most brands have never completed. It is a spreadsheet rather than a project, and it is covered in the contribution margin piece.

What a good answer sounds like

Specific, honest about the weak parts, and attached to an action.

"Contribution margin is 22 percent blended. Prepaid is 31, COD is 9 because our RTO is running at 24 percent in tier three cities. We started requiring partial prepayment above two thousand rupees in those pin codes six weeks ago and RTO on that segment is down to 15."

That answer contains a bad number and it is a strong answer, because it demonstrates you measure, you diagnose and you act. Compare it with "our margins are healthy", which contains no information and invites the follow-up you were hoping to avoid.

Nobody expects an early brand to have clean numbers everywhere. They expect you to know which ones are dirty.

What to prepare, in order

• Contribution margin by channel and payment method. The single highest-value preparation. Do this first.
• RTO rate and its cost, ideally broken down by pin code so you can show you know where it concentrates.
• Repeat purchase rate over a defined window, with the trend rather than a single figure.
• Blended acquisition cost from your own numbers, plus an honest note on what your attribution can and cannot see.
• One page on what breaks at scale, naming the constraint and what it would cost to remove.

That is a week of work for most brands and it is worth doing whether or not you are raising, because it is the same analysis that tells you where to grow.

The version of this that helps you regardless

Worth saying, because preparing for diligence sounds like a fundraising chore.

Every question above is a question you should be able to answer to run the business well. Which orders make money, whether customers come back, what breaks if you grow, who can operate your systems. An investor asking them is not imposing an external standard, they are asking the things a good operator already knows.

Brands that build these answers for a funding round usually find they change what they do next quarter, independently of whether the money arrives.

The questions that are really about you

Two of the eight are not about the business at all, and it is worth knowing which.

"What breaks if you triple volume" is a test of self-awareness. Any brand at this stage has a constraint, and naming it precisely shows you have thought past the growth chart. Saying nothing would break tells an experienced person either that you have not looked or that you are managing the conversation, and neither helps.

"Who can operate the store if your developer disappears" is a test of how you build. It is asked gently and it is a real risk item. The brands that answer it well are not the ones with big teams, they are the ones whose code sits in a repository they own, whose admin access does not depend on one person's accounts, and where somebody wrote down what was customised.

Both are cheap to fix and expensive to be caught out by, which makes them worth handling before anyone asks.

Do not oversell the store

A trap worth naming, because it is the opposite of the usual advice.

Founders sometimes present the website as a competitive advantage. Unless you have built something genuinely unusual, it is not, and an investor who has seen forty consumer brands knows that every one of them runs a Shopify store. Claiming technology as a moat when it is a commodity invites scepticism about everything else you have said.

The stronger position is treating the store as infrastructure that either works or does not, and demonstrating that yours works: it converts, it is accurate, it does not fall over, and you know its numbers. That is credible and it is what they are actually assessing.

What do investors look at in a D2C brand?

Beyond growth, they look at unit economics after all variable costs, repeat purchase behaviour, whether acquisition cost is sustainable, and whether the operation can absorb scale. In India, RTO rate and COD share get specific attention because they change the economics materially.

What is contribution margin and why do they ask for it?

Revenue per order minus every variable cost of fulfilling it: product, packaging, shipping, payment fees, attributable marketing and expected returns. They ask because it is the only number that shows whether selling one more unit helps or hurts, which gross margin does not.

How do I answer a question I do not have data for?

Say so, say why, and say what you are doing about it. "We cannot separate that cleanly yet because our courier billing is not joined to order data. We are fixing it this month." That is a considerably better answer than a confident number you cannot defend, because the follow-up question will expose it.

Does attribution accuracy really come up?

Increasingly, yes, and it became sharper this year. Anyone diligent will ask how you know your acquisition cost. If the honest answer is that you read it off a platform dashboard, be ready to say what that dashboard can and cannot see.

What is key person risk on the technical side?

Whether the business can continue if the person who built and maintains your store stops being available. The practical version is whether your code is in a repository you own, whether your admin access depends on one individual's accounts, and whether anything custom is documented.

Get your operational numbers ready

Free review. Email hello@exactwhy.com with subject "Diligence prep" and tell us your channels, your COD share and roughly where you are on revenue. We respond within 4 hours with which of these questions you would currently struggle to answer and what it takes to fix that. This is a useful exercise whether or not you are raising.

Paid work, Rs 25,000 to Rs 1 lakh. Contribution margin built by channel and payment method, RTO analysed by pin code, attribution rebuilt so your acquisition numbers are defensible, and the reporting set up so these stay current.

Ongoing Shopify development, Rs 20,000 to Rs 50,000 a month. Including the operational reporting that keeps these answers available rather than assembled in a panic.

The founders who come out of these conversations well are rarely the ones with the best numbers. They are the ones who knew their numbers, including the bad ones, and had already started doing something about them.