Scale AI
Know which AI tenants make money before costs scale
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Scale AI is a self-hosted control plane for multi-tenant AI SaaS. It meters provider COGS, enforces hard and soft budgets, routes approved models, recovers durable BullMQ jobs, manages versioned pgvector retrieval, and joins usage to revenue. The operator console makes contribution margin, payback, and COGS visible per tenant. The public demo uses synthetic data; the download includes editable source, Docker Compose, OpenAPI, Node and PHP SDKs, and a local mock provider.
PH · launched Sep 15, 2026 · 1 upvote (top 69%) · 0 views
Niche: llm cost monitoring tools · 49 launches, 2 in the last 7 days ▼ -60% · Explore this niche →
Category and tags
- Horizontal
- Analytics & BI
- B2B
- AI feature
- Commercial product
- Analytics
- Developer Tools
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 49 launches in llm cost monitoring tools →
Could you build this?
Yes This is an administrative proxy and control plane for AI SaaS built on standard Node.js/TypeScript stack components (BullMQ, pgvector, Redis, and an operator dashboard UI).
Competitors
Other products that read as similar to this one : 274 launches clear the similarity bar, closest 8 shown.
Attention rank: #219 of 275 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 315 days after the earliest competitor.
- Scalebrowser · ph · 2026-10-16 · 57 upvotes · similarity 0.47
- Digital Marketing |ai-dm · ph · 2026-11-12 · 1 upvotes · similarity 0.47
- Oxlo.ai · ph · 2026-06-25 · 386 upvotes · similarity 0.45
- Tenant AI · ph · 2026-10-07 · 1 upvotes · similarity 0.44
- ScaleWin · ph · 2026-11-03 · 1 upvotes · similarity 0.43
- Leasing AI · ph · 2026-10-06 · 1 upvotes · similarity 0.42
- AI ROI & AI Governance Platform · ph · 2026-09-11 · 1 upvotes · similarity 0.41
- Xaedros AI · ph · 2026-10-06 · 2 upvotes · similarity 0.40
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.