🎯 Real teams · real numbers
Who uses aiusage — and what it saves them.
Six profiles. Each pulls a different feature combo out of the box. One runs balance, one dashboard, every model.
👨💻
Solo dev on Claude Code
Full-time indie · shipping daily
Before: Claude Code eats $280/mo. Every refactor + agent loop burns tokens on back-and-forth the user can't see or control.
With aiusage: one-line install → Claude Code routes through us. Flywheel plans on free tiers before Claude writes. Test Links cache repeat prompts.
$280 → $62 / mosave $218 / mo~10 min setup
🚀
Agent startup · 3-person team
Building autonomous SaaS agents
Before: One runaway agent loop = $400 gone. Claude downtime = customer-facing outages with no fallback.
With aiusage: Spin up Agent runs loops on free tiers, hard cap per session. When Claude is down we auto-failover to GPT or Grok. Zero outage minutes this month.
50 runs → 7 runssave ~$150 / week0 outages
🔁
CI/CD pipeline · 10-eng team
PR reviews · auto QA · daily releases
Before: Every PR runs a Claude code review — 80 PRs/week × 2 runs = 160 runs. Same prompt, different diffs. Full-price every time.
With aiusage: Mint one Test Link for the review prompt. CI hits it, team hits it, first call pays, everything else is cached. QA on Server sweeps staging nightly for 2 runs/night.
160 → 20 runs / weeksave ~$280 / mono prompt drift
✍️
Content + marketing team
Blog posts · newsletters · ad copy
Before: Drafts take 5+ prompts each on Claude. Editor wants three variations. Every pass is full-price. GPT is cheaper for some formats but billed separately.
With aiusage: Flywheel drafts in parallel across Claude + GPT + Grok, synthesizer picks the strongest. One call, three model perspectives, one run charged.
5 runs → 1 run / postsave ~$120 / mo3 model voices
🏢
Enterprise · 50+ seats
Finance / healthcare / gov — compliance first
Before: 50 engineers × 3 provider keys each = 150 keys floating around, no audit trail, no way to revoke when someone leaves.
With aiusage: Shared team workspace, per-user key rotation, immutable audit log (AES-256-GCM + KMS envelope encryption), SSO, 2FA, SOC 2 Ready. Finance gets one invoice.
1 invoiceSOC 2 readyFull audit log
🌱
Open-source maintainer
Solo OSS · donations don't cover API bills
Before: Answering issues with Claude help costs more than the project brings in. Rate-limit pain across multiple providers.
With aiusage: $20 free on signup covers ~30 runs. Flywheel + Test Links mean one good cached prompt answers 100 issues for free. Revenue share on referrals (30%) offsets what's left.
$0 out-of-pocket30% referral shareunlimited replays