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Cost Optimization

Starsg vs Direct API: Total Cost of Ownership Comparison

Prototype content preview. Figures, author details, product claims and API examples are pending verification; examples are not confirmed integration instructions.

We compare 12-month TCO across 5 usage profiles — from indie developer to enterprise — factoring in engineering time, failover value, and volume discounts.

List price is the easiest number to compare and the least useful. Real twelve-month cost includes the engineering time you spend on integrations, the revenue you lose during a provider outage, and the volume tiers you never reach because your spend is split across four vendors.

Five usage profiles

  • Indie: 300k calls/month, one model. Direct wins on paper by ~$4/month; the gateway wins the first time the provider rate-limits you.
  • Seed startup: 6M calls/month, three models. Gateway is 22% cheaper once volume rebates apply across a single pooled spend.
  • Growth: 40M calls/month, five models plus speech. Gateway is 31% cheaper; caching contributes more than the discounts.
  • Scale-up: 300M calls/month. Gateway is 36% cheaper and removes roughly 1.5 FTE of vendor-integration maintenance.
  • Enterprise: 1B+ calls/month with contractual uptime. Gateway is 29% cheaper on tokens and the failover value dominates everything else.

The costs nobody budgets

Each additional direct vendor integration costs a team roughly three engineer-weeks up front and one engineer-day per month in maintenance: SDK upgrades, deprecated model IDs, changed rate-limit semantics, new regional endpoints. At five vendors that is more than half an engineer, permanently.

Below 1M calls a month, go direct if you only need one model. Above that, or at two or more models, pooled spend plus caching wins in every profile we modeled.

Failover has a price

A single frontier provider gives you roughly three nines in practice. If an hour of downtime costs you more than a few hundred dollars, the expected annual loss from single-vendor exposure already exceeds the gateway's entire margin.

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