Adapting pirate metrics for Indian B2B

AARRR came from self-serve consumer products. Three of its five stages do not survive a long-cycle Indian B2B sale.

AARRR splits the funnel into acquisition, activation, retention, referral and revenue. It came out of self-serve consumer products and gets applied unchanged to Indian B2B constantly, where three of the five stages do not fit.

Acquisition needs an account split

In consumer products a user arrives and you count them. In Indian B2B, arrival often means one form fill while the buying decision involves four or five people. Counting arrivals overstates progress badly.

Track accounts rather than contacts. Count an account acquired when two or more people from the same domain have engaged. One person downloading a guide is interest. Three is a buying committee.

Activation is the wrong stage entirely

Consumer activation is a first meaningful action inside the product. Long-cycle B2B has no equivalent, because the gap between first contact and first product use runs months.

Replace it with qualification: a conversation where you have confirmed the problem, the budget and the timeline. Measurable, and it predicts revenue, which activation does not here.

Referral has to move earlier

AARRR places referral after retention. Indian B2B buying runs on referral before purchase. Buyers ask peers in industry WhatsApp groups before they ever visit your site.

So referral is an acquisition input, not a retention output. Measure it as such: ask every closed deal whether a peer recommendation preceded first contact. In most Indian B2B categories the share is high enough to change where you spend.

The version worth using

Acquisition by account, qualification, retention, revenue, with referral measured as an input at the top. Four sequential stages and one cross-cutting signal. Less memorable than the acronym, considerably closer to how these deals work.

General information, not legal advice. Rules current as of July 2026.

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