Loading startup

DealFlow OS
Market indexPublic companiesMorning briefingTerminal
Request accessSign in

DealFlow

Terminal access

IndexTop moversSignals

Public markets

Public companiesMorning briefing
Browse index
S

Sciloop

Pre-SeedFunding signal
sciloop.devB2BSan Francisco, CA, USA
Market index

Market data is refreshed once per day from public sources. Information may be incomplete or outdated — verify independently before making decisions. This is not investment advice.

Investor read

Evidence-bound summary — expand sections for movement, risks, and signals.

Memo snapshot · May 20, 2026, 5:52 PM

Worth a meetingEvidence-bound analyst verdict
  • •Funding: Raised $500K across 1 funding round. Latest: $500K Seed. Investors: Y Combinator.
  • •Named backers in indexed sources: Y Combinator.
  • •Product/news: 2 product/news‑styled row(s); headline risk without filings

What would change this read

  • →Open roles appearing would signal burn capacity and growth intent.

DealFlow OS uses public web data and automated enrichment. Research may be incomplete, outdated, or incorrect. Verify important information before making investment or outreach decisions.

TL;DR

Seed (YC)

Sciloop — Reasoning Model Data for AI Labs Official site (also sciloop.dev root).

Funding

Raised $500K across 1 funding round. Latest: $500K Seed. Investors: Y Combinator. (High).

Quick read

  • •Sciloop — Reasoning Model Data for AI Labs Official site (also sciloop.dev root).
  • •Reported angle: The Art of Breaking Frontier AI Models

Key signals

Funding

Raised $500K across 1 funding round. Latest: $500K Seed. Investors: Y Combinator. (High).

Product / news

2 product/news‑styled row(s); headline risk without filings (High).

Evidence summary

Verified facts

  • •Sciloop — Reasoning Model Data for AI Labs Official site (also sciloop.dev root).
  • •Reported angle: The Art of Breaking Frontier AI Models

Recent movers

  • •May 20, 2026 · ycombinator.com — Sciloop | Y Combinator
  • •May 20, 2026 · sciloop.dev — The Art of Breaking Frontier AI Models
  • •May 19, 2026 · Blog / news — Sciloop — Reasoning Model Data for AI Labs
  • •May 20, 2026 · ycombinator.com — Sciloop | Y Combinator
  • •May 20, 2026 · sciloop.dev — The Art of Breaking Frontier AI Models
  • •May 19, 2026 · Blog / news — Sciloop — Reasoning Model Data for AI Labs
  • •Y Combinator

Suggested next steps

  • ▸Open a founder conversation this month; validate traction claims against the indexed evidence.
  • ▸Add to the active watchlist so new signals trigger alerts.

Funding & hiring signals

funding_articleConfidence: low

Sciloop | Y Combinator

YC F25; expert STEM reasoning data for frontier AI labs from IPhO/IMO medalists.

Affected score: noObserved: May 20, 2026

Weak funding evidence: mention does not include a parsed raise amount/round and may refer to non-funding context.

Open roles (indexed)

No open roles indexed yet.

Public index
52Activity 92/100Strong public activity signal
7D+12 (+30.0%)
30D+12 (+30.0%)
Needs Review

The index price and activity score are algorithmic estimates based on observed public company-level signals. They may be incomplete, stale, or inaccurate and are not investment, legal, tax, or business advice.

Source health

  • public_page:blogok
    Last checked Thu, Jul 2, 04:24 PM
  • public_page:homeok
    Last checked Thu, Jul 2, 04:24 PM
  • public_market_enrichmentok
    Last checked Tue, May 19, 06:38 PM
  • public_page:_blog_the-art-of-breaking-frontier-ai-modelsok
    Last checked Tue, May 19, 06:38 PM
  • public_page:_blogok
    Last checked Tue, May 19, 06:38 PM
  • public_page:_ok
    Last checked Tue, May 19, 06:38 PM

Signal timeline

8 dated public signals · newest on the right

Funding
Press
Company
Other
Dec 25, 2025Apr 2, 2026Jul 9, 2026
Funding (1)Press (2)Company (3)Other (2)

Signal breakdown

Latest momentum signal per category. Expand a card to inspect raw payloads.

Public source summary

Total evidence rows
8
Latest evidence
Thu, Jul 2, 04:24 PM

Source types found

blogfunding_articleofficial_siteotherpress

Strongest / recent news-style rows

  • Sciloop | Y Combinator

    Wed, May 20, 05:52 PM · confidence 88%high quality

  • The Art of Breaking Frontier AI Models

    Wed, May 20, 05:52 PM · confidence 85%high quality

  • Scilloideae

    wikipedia · Sun, Jun 28, 06:59 PM · confidence 50%low quality

Public signal timeline

Newest first · 8 event(s)

1
Thu, Jul 2, 04:24 PM · blog · 90% · publichigh qualitySciloop — Reasoning Model Data for AI Labs

Source: Blog

Editorial dispatches on AI evaluation, expert data, and frontier benchmarks.

Source ↗
2
Thu, Jul 2, 04:24 PM · official_site · 90% · publichigh qualitySciloop — Reasoning Model Data for AI Labs

Source: Homepage

Expert-crafted evaluation and training data for frontier AI labs. Olympiad medalists and top researchers across math, physics, chemistry, biology, and CS.

Source ↗
3
Sun, Jun 28, 06:58 PM · official_site · 75% · publichigh qualityOfficial site

Source: official_site

Sciloop — The Hardest Problems, Built by the Best Minds scil p For Experts For Enterprises Blog Platform ↗ Menu [DATA] [EVAL] [EXPERT] [TRAIN] Backed by investors in OpenAI Stripe Airbnb Brex Coinbase DoorDash Instacart Dropbox Reddit Cruise The hardest probl…

Source ↗
4
Sun, Jun 28, 06:58 PM · official_site · 75% · publichigh qualityBlog

Source: official_site

Frontier Insights — Sciloop Blog scil p For Experts For Enterprises Blog Platform ↗ Menu THE DIGITAL CURATOR Frontier Insights. Dispatches from the edge of artificial intelligence, data curation, and the human ground truth. VOLUME 04 EVALUATION MARCH 2026 The…

Source ↗
5
Wed, May 20, 05:52 PM · press · 85% · verified_publichigh qualityThe Art of Breaking Frontier AI Models

Technical blog on evaluation data quality.

Source ↗
6
Wed, May 20, 05:52 PM · funding_article · 88% · verified_publichigh qualitySciloop | Y Combinator

YC F25; expert STEM reasoning data for frontier AI labs from IPhO/IMO medalists.

Source ↗
7
Sun, Jun 28, 06:59 PM · other · 50% · publiclow qualityScilloideae

Source: wikipedia

Source ↗
8
Sun, Jun 28, 06:59 PM · other · 50% · publiclow qualityScallop

Source: wikipedia

Source ↗

Official / company site

3 row(s)

The company's own site — the authoritative description of what they sell and to whom. Marketing-controlled, so treat claims as positioning rather than verified traction.

official_site·Thu, Jul 2, 04:24 PM·Confidence 90%high qualitypublic
Sciloop — Reasoning Model Data for AI Labs

Expert-crafted evaluation and training data for frontier AI labs. Olympiad medalists and top researchers across math, physics, chemistry, biology, and CS.

Why it matters: Primary source — the company's own positioning; best read for what they sell and to whom, not for traction claims.

Open source ↗
official_site·Sun, Jun 28, 06:58 PM·Confidence 75%high qualitypublic
Official site

Sciloop — The Hardest Problems, Built by the Best Minds scil p For Experts For Enterprises Blog Platform ↗ Menu [DATA] [EVAL] [EXPERT] [TRAIN] Backed by investors in OpenAI Stripe Airbnb Brex Coinbase DoorDash Instacart Dropbox Reddit Cruise The hardest probl…

Why it matters: Primary source — the company's own positioning; best read for what they sell and to whom, not for traction claims.

Open source ↗
official_site·Sun, Jun 28, 06:58 PM·Confidence 75%high qualitypublic
Blog

Frontier Insights — Sciloop Blog scil p For Experts For Enterprises Blog Platform ↗ Menu THE DIGITAL CURATOR Frontier Insights. Dispatches from the edge of artificial intelligence, data curation, and the human ground truth. VOLUME 04 EVALUATION MARCH 2026 The…

Why it matters: Primary source — the company's own positioning; best read for what they sell and to whom, not for traction claims.

Open source ↗

News

3 row(s)

Third-party press coverage. Independent reporting corroborates company claims; repeated coverage across outlets is a momentum signal.

press·Wed, May 20, 05:52 PM·Confidence 85%high qualityverified_public
The Art of Breaking Frontier AI Models

Technical blog on evaluation data quality.

Why it matters: Independent coverage — third-party corroboration of company claims; recurring coverage indicates rising visibility.

Open source ↗
other·Sun, Jun 28, 06:59 PM·Confidence 50%low qualitypublic
Scilloideae

Why it matters: Independent coverage — third-party corroboration of company claims; recurring coverage indicates rising visibility.

Open source ↗
other·Sun, Jun 28, 06:59 PM·Confidence 50%low qualitypublic
Scallop

Why it matters: Independent coverage — third-party corroboration of company claims; recurring coverage indicates rising visibility.

Open source ↗

Funding / news

1 row(s)

Funding announcements and investor-database records. The strongest public signal of capitalization: round, amount, and syndicate quality when disclosed.

funding_article·Wed, May 20, 05:52 PM·Confidence 88%high qualityverified_public
Sciloop | Y Combinator

YC F25; expert STEM reasoning data for frontier AI labs from IPhO/IMO medalists.

Why it matters: Funding signal — Seed per this source; verify against the linked original before relying on it.

Open source ↗

Blog

1 row(s)

Company blog and newsletters. Shipping cadence and technical depth of posts hint at product velocity and team quality.

blog·Thu, Jul 2, 04:24 PM·Confidence 90%high qualitypublic
Sciloop — Reasoning Model Data for AI Labs

Editorial dispatches on AI evaluation, expert data, and frontier benchmarks.

Why it matters: Company publishing — post cadence and depth hint at product velocity.

Open source ↗

Private workspace

Sign in as an active team member to view private notes, watchlist controls, transcript evidence, and interaction history.

Sign in
DealFlow OS · Public market terminal
Privacy PolicyTerms & Conditions