Founder Concierge: why I'm personally curating introductions for the first 100 Members.

I have spent four years thinking about Indian matrimonial product design. I have built two unfinished prototypes in that time, written a small library of internal essays no one asked for, and read more about the actual mechanics of Indian arranged marriage than is healthy for a single person to read.

The conclusion I reached, eventually, is that the first hundred Members of an Indian matrimonial app cannot be served algorithmically. Not yet. Not with integrity.

This essay is about why that is true, and what we're doing about it.

The cold-start problem, but worse

Every matchmaking product faces the cold-start problem: with no early matches and no behavioural data, the matching algorithm has nothing to optimise against. The standard solution is to make the algorithm dumb in early days — show everyone to everyone, let the data accumulate, refine later. Most modern dating apps run this way for their first few months, with mediocre matchmaking accepted as the price of bootstrapping.

For a matrimonial product, this trade-off is wrong.

The expectation a Member brings to Bhava is not "show me some people, I'll figure it out." The expectation is "you take this seriously, so I am trusting you to introduce me to the right person." A swipe-stack of arbitrarily-matched candidates fails that expectation. Even a single early bad match damages the relationship a Member has with the product in a way that takes months to recover.

The honest response is to admit the algorithm is not ready, and to compensate by hand.

What Founder Concierge actually is

For the first 100 Members who sign up to Bhava, I will personally:

1. Read your full matrimonial profile — including bio, partner preferences, family background, kundali — within 48 hours of you signing up
2. Review every active candidate Bhava has at the time, against your profile
3. Send one curated introduction to you every Sunday morning, with a note explaining why this candidate, this week

You will not see a swipe stack. You will not receive ten introductions a day. You will not be optimised against an algorithm that does not yet understand your matrimonial taste. You will receive one curated introduction, on a predictable cadence, with a human attribution and a stated reason.

This will run for as long as the Founder Concierge cohort is the right size for me to manage personally — most likely the first 12 to 16 weeks of each Member's time on Bhava, after which the algorithm will be mature enough to take over.

Why this is the right product shape, not a marketing gimmick

I am stating the obvious deliberately: the Founder Concierge has a quotable founder angle that is good for press. That is a real benefit; I am not pretending otherwise. But the founder-curated tier is not the press angle; it is the product. Three reasons it is the right product shape for the first 100, independent of marketing:

One, the matrimonial intent demands seriousness. A Member who has signed up to a serious matrimonial product, with their parents on the platform, and their family-curator account active, has stated — by the act of being there — that they are taking this seriously. The product must take them seriously in return. A swipe stack does not. A personally-curated weekly introduction does.

Two, the data I collect by hand is more informative than the data the algorithm collects. When I curate an introduction, I am writing down — to myself — the reasoning. Over 100 Members and twelve weeks, that reasoning is the training data the eventual matching algorithm will be built on. The Founder Concierge tier is, in a literal sense, manual training of the matching engine by the founder, before the engine ships.

Three, the human-curated phase compresses the trust-building arc. Indian matrimonial trust is not built by clever onboarding. It is built by an early experience that signals the people behind this product understand what they are doing. A Sunday-morning introduction with an explanation reads, to the Member's family-curator network, as exactly that signal. The downstream effect on word-of-mouth — to the Member's parents, to their siblings, to the family-friend WhatsApp groups that drive most matrimonial discovery — compounds in ways no paid campaign can replicate.

What this commits me to

For the first 100 Members:

• One Sunday morning per week, three to four hours, spent reading profiles and writing introductions
• A response within 48 hours to every signed-up Member, even if it is only a "your first introduction will land this Sunday"
• No algorithmic substitution — if I cannot find a curated introduction this week for a Member, I send a note explaining why, not a placeholder

This will be tiring. It will not scale. That is the point. The Founder Concierge tier is intentionally non-scalable, because the trust signal it produces — the founder of the company is personally matching me — is one that only a non-scalable mechanism can produce.

What happens after the first 100

Once the cohort fills, the Founder Concierge tier closes. New Members joining after that receive the standard algorithmic Bhava experience, which by then will be tuned against the curation data I generated for the first 100. The matching engine will have seen, in essence, a hundred manually-explained matchmaking decisions written by someone who cared.

In a few months, I want a Member's parents — somewhere in Pune, somewhere in London, somewhere in New Jersey — to receive a message from a slightly-disbelieving relative that begins: "You won't believe how my son met his wife on this new app. He says the founder himself introduced them."

That is what Founder Concierge is for.

How to sign up

The first 100 sign-ups to Bhava starting today are automatically enrolled. There is no separate signup, no extra fee, no premium tier. Once the cohort is full, new Members will be informed that the Concierge tier is closed for new enrollments but the regular Bhava experience is available.

You can download Bhava on the App Store. Android is in development.

— Himanshu Batra, founder of Sphnix, Inc.