Nicheloom visits: 45,948 all-time · 10,887 in the last 7 days

The opportunity tracker for new startups.

Today: 2,453 launches · Niche of the day: browser-based utility tools · See what launched today →

SCM

Open models that turn text + a question into probabilities

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.

Read the full description

Open-weight models that turn text + a question into a probability for every answer: choice, yes/no, or score. Self-host them: no API, no bill per call, no data leaving. Weights, sources, licences and a benchmark-overlap audit are published. Github Repo : https://github.com/5ak3t/scm

Visit website ↗ Source listing ↗

PH · launched Oct 17, 2026 · 3 upvotes (top 10%)

Similar launches

See all 100 similar launches →

Could you build this?

No Creating, fine-tuning, evaluating, and auditing open-weight calibrated probability machine learning models requires deep ML research expertise and dedicated GPU clusters.

What it would actually take: Requires deep machine learning engineering: curating clean multi-task calibration datasets, designing model architectures (or fine-tuning base LLMs like Llama/Mistral for calibrated logit extraction), running distributed GPU training clusters (PyTorch, DeepSpeed), and performing benchmark contamination audits.

Competitors

Other products that read as similar to this one : 100 launches clear the similarity bar, closest 8 shown.

Attention rank: #28 of 101 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 228 days after the earliest competitor.

Other launches for this product