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Market/Categories/Developer & AI Platform/Snorkel AI

Independent product intelligence · Worldwide · 2026-05-01 → 2026-07-31

Snorkel AIsnorkel.ai

No product description has been published for this domain yet. Everything below is measured directly.

Developer & AI Platformsnorkel.aiTracked since 2026-08-192 discovery sources
9.4KBacklinks
2.5KReferring domains
30Domain authority
+10.5%Referring domains · 90 days

Authority & distribution

How strong is Snorkel AI’s web footprint?

Backlinks measure accumulated distribution; referring domains show how broadly that authority is spread. Both are observable on the open web, so both are published for every product here.

Backlinks

9.4KCurrent snapshot

Referring domains

2.5KCurrent snapshot

Authority

30Domain authority · category median 22

90-day move

+10.5%Referring domains, last 90 days
At 30, Snorkel AI sits above the 22 median for its category.

Trajectory · Pro

The counts above are the latest of 370 daily observations. The curve through them is on the full profile.

See the trajectoryOpen the full profile

Traffic & engagement

Where Snorkel AI ranks

Measured · Pro

Measured for this product: global rank, country rank and category rank.

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AI referral visibility

Which AI assistants are already sending Snorkel AI traffic?

Measured · Pro

Measured for this product: AI referral traffic, which assistants refer it and which pages those referrals land on.

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Product profile

What Snorkel AI is selling.

Traffic makes more sense when you can connect it to the actual product promise.

“Snorkel AI”

No usable description reached this profile from any discovery source, so none is shown. The measured signals below are unaffected.

Developer & AI PlatformSeen 2026-08-19 → 2026-08-21Coverage tier C

What we have measured

4 of 8 signal groups are available for this product: identity, authority and backlinks, AI referrals, search demand.

Not measured for this domain: traffic and engagement, audience demographics, country distribution, acquisition mix. Those sections are left out of the page rather than filled with estimates.

Canonical website: https://snorkel.ai/

Observed across 2 discovery sources.

Research questions

What the evidence answers about Snorkel AI.

Every answer is tied to a source we collected, and the questions with no evidence behind them are left unanswered rather than guessed.

What does Snorkel AI do?

Snorkel AI builds specialized training data, benchmarks, and evaluation environments for frontier AI models and agents. It helps labs and AI teams overcome distributional gaps, benchmark blind spots, and tasks where correctness is hard to define. The platform was founded out of Stanford AI Lab.

What specific problems does Snorkel AI solve for AI teams?

It solves the problem that most data pipelines are built for volume, not difficulty, causing frontier models to fail on distributional gaps in specialized domains and benchmark blind spots. Snorkel builds the data that pushes the frontier for these high-stakes, difficult tasks.

Who is the primary audience for Snorkel AI's products?

The product is designed for frontier AI labs and AI teams that need specialized training data, evaluation systems, and runnable environments for high-stakes domains where generic coverage is insufficient.

What products, features, or services does Snorkel AI offer?

Snorkel offers the Frontier AI Data Lab, which includes curriculum-structured datasets (Snorkel Data Series), custom data development, and specialized agent building. It also publishes benchmarks like Senior SWE-bench for coding agents, Agents' Last Exam, OSWorld 2.0, and Terminal-Bench 3.0.

4 of 6 research questions are answered for this product. The rest need source evidence we have not collected yet, so they are left unanswered rather than guessed.

Behind the lock

Unlock full Snorkel AI intelligence.

  • Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
  • AI referral detailHow much traffic assistants send, which 4 of them do it, and the 11 pages they land on.
  • Search structure and ranking depthOrganic against paid, brand against non-brand, and how many keywords rank in the top three against the long tail — which is what decides whether the demand is portable or tied to the name.
  • The rest of the marketPage through every leaderboard 100 rows at a time, put any five products side by side, and query the whole dataset over API / MCP.

Worldwide estimates · Data period 2026-05-01 → 2026-07-31. Figures are measured estimates intended for market research. Signals we have not measured for this domain are omitted, never estimated; a measured zero is still reported as zero. How this was measured