| MCP-native cost tagging from coding agents | ~2M+ Claude Code / Cursor / Codex users with ≥1 paid project | Ramp/Brex/QBO have no agent-callable APIs; Stripe Organizations is enterprise-only | Which project caused that $800 Vercel bill? answered at the deploy | ✅ Shipped |
| No-EIN, no-cash-min charge tracking | ~10M US sole-prop founders earning <$50K/yr per side project | Brex requires $50K cash; Ramp requires $25K; both require LLC + EIN | I got denied by Brex/Ramp for being too small → instant onboarding instead | ✅ Shipped |
| Cross-provider AI-spend attribution | ~500K founders running multi-LLM apps in prod | Provider Usage APIs are org-aggregate; no native cross-provider rollup; LiteLLM/StackSpend are point solutions | $58K Bedrock bill in a week, $1,243 surprise from one connection pool — attributed per project | ✅ Shipped |
| Quote-tweet onboarding → 1 free project | ~1M X-active indie founders | Mercury/Ramp/Brex onboarding takes days, requires legal docs | Founder ships project, quote-tweets, P&L exists 30 seconds later | ✅ Shipped |
| Schedule-C-first quarterly estimated tax mode | ~5M US self-employed who miss Q2 every year | QBO Solopreneur explicitly doesn't do S-corp; FreshBooks/Wave don't model quarterly tax | Forgot Q2, IRS underpayment penalty accruing at 7% | ⚠️ PartialNeeds tax-attorney review per state |
| Per-project cost attribution on shared Stripe account | Indie hackers running 3-10 SaaS through one Stripe account using product IDs | Stripe Sigma is per-account; ChartMogul/Baremetrics are subscription-only and per-account-priced | Which of my 5 SaaS is actually profitable? — currently a manual spreadsheet | ✅ Shipped |
| "Promote project to entity" Atlas/Doola handoff | Founders graduating 1 winning project from a portfolio of 10 | Atlas/Doola own incorporation; nobody owns the books-handoff | Continuous P&L across pre-LLC and post-LLC life of the project | ⚠️ PartialNeeds partnership |
| CPA-friendly export at Pro | ~30K bookkeepers/CPAs serving the indie demographic | QBD export takes "15-20 hours per client to clean up"; QBO export is mainly for QBO-using CPAs | My CPA says my books aren't usable | ✅ Shipped |