Lakshya

Product & Delivery · Chapter 7 of 8

Pricing and unit economics

Named in 39% of product postings. The half of product management that engineers-turned-PMs most often skip.

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Cost and budget language appears in 39% of product postings and 42% of delivery ones. For anything with variable cost per use — which now includes most AI features — this is not a finance concern you can delegate.

The three numbers

  • Cost to serve one unit of value. Not cost per API call — cost per resolved task, including retries, failures and human escalation. The denominator is the whole question.
  • The distribution, not the mean. A small tail of expensive users can invert the margin while the average looks healthy. Price against the 95th percentile, not the median.
  • Willingness to pay, which is anchored on what they do today. A customer paying three people to do something manually has told you the ceiling.

Structures, and what each protects against

StructureProtects you fromCosts you
Per seatUsage spikesRevenue when usage grows and headcount does not
Usage tiers with overageUnbounded costBudget predictability for the customer — a real enterprise objection
Seat plus fair-use capBoth, mostlyComplexity in the sales conversation
Pure pass-throughMargin risk entirelyEnterprise deals — nobody can budget for it
Outcome-basedNothing, until you can measure the outcome reliablyA measurement dispute with every customer

Two things to insist on from day one

Instrument cost per customer immediately. You cannot retrofit it, and without it you will not discover the loss-making segment until it is large.

Build a circuit breaker — a per-account spend cap that degrades rather than bills without limit. The first real incident in any usage-priced product is a runaway loop on one account, and it is much better to have decided in advance what happens.

← Stakeholders, and saying no wellScoping a feature whose core is non-deterministic →