Nicheloom visits: 58,069 all-time · 7,637 in the last 7 days

The opportunity tracker for new startups.

Today: 1,953 launches · Niche of the day: specialized calculation tools · See what launched today →

Calcaas

Know what every AI user actually costs you

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

Want to reach these readers? Sponsor an issue.

Most AI products are priced on a guess, until one heavy user quietly wipes out your margin. Calcaas turns token costs into prices you can defend. Pick the models your product calls (4,000+ LLM, image, audio & video models from 80+ providers, synced weekly), set usage per customer, and get pricing tiers with margin, profit, MRR and break-even. Stress-test it, compare scenarios, export a branded PDF. Free to start. Pro is $49 once, no subscription.

PH · launched Oct 31, 2026 · 3 upvotes (top 10%) · 0 views

Niche: ai token and inference cost trackers · 82 launches, 5 in the last 7 days · Explore this niche →

Category and tags

  • Horizontal
  • Observability & eval
  • B2B
  • AI-native
  • Commercial product
  • Fintech
  • SaaS
  • Artificial Intelligence

Visit website ↗ Source listing ↗

Could you build this?

Yes The product mainly ingests a public model-pricing catalog, applies per-customer usage math, and outputs pricing tiers, which is a standard data-and-dashboard app.

Competitors

Other products that read as similar to this one : 533 launches clear the similarity bar, closest 8 shown.

Attention rank: #41 of 534 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 359 days after the earliest competitor.

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.