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PromptHarbor: $0 to $95K MRR, Slowly

17 min

Monthly notes from bootstrapping an LLM gateway — pricing meters, evaluation hooks, and the integrations that finally shortened enterprise security reviews.

PromptHarbor started as an internal router so we could swap model vendors without rewriting product code. It became a business when friends asked to rent the same controls.

Months 1–6

Revenue was noise-level. Security questionnaires ate the calendar. The breakthrough was packaging “budgets + kill switches + exportable eval sets” as one story procurement teams could repeat.

What moved revenue

  • Embeddable Terraform modules for VPC peering — shaved weeks off reviews.
  • Weekly office hours explaining tokenizer drift — turned skeptics into references.
  • Pricing tied to successful completions, not raw tokens — aligned us with customer CFOs.

Plateaus

We stalled near $38K MRR until we shipped SOC2-friendly logging defaults. Compliance paperwork is a feature.

What we refuse to do

No growth hacks, no outbound blitz. Slow compounding beats a burn chart we cannot service.


John Doe

John Doe

Bay Area · studio operator

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