Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Scale AI

Know which AI tenants make money before costs scale

Details

External ID
1250078
Source
PH
Company
—
Product
Scale AI
Website domain
producthunt.com
Launched
Sept. 15, 2026
Cohort
—
Upvotes
1
Upvotes percentile
0.30815693820825313
Tags
Analytics, Developer Tools, Artificial Intelligence
Fetched at
Sept. 16, 2026, 1:16 a.m.
Updated at
Sept. 16, 2026, 1:16 a.m.

Description

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.

Enrichment

Theme
AI agents for business operations
Vertical
Horizontal
Function
Analytics & BI
Audience
B2B
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
multi-tenant margin and cost tracking for ai applications
Manually corrected
False

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 — 82 launches clear the similarity bar, closest 8 shown.

Attention rank: #50 of 83 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 313 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.