current — rebuilt 1m ago
Snorkel AI builds specialized training data, benchmarks, and evaluation environments that help frontier models and agents perform in high-stakes domains. observed
No person- or entity-level identity check is on record for this company. A name match is not one.
The inclusion bar: two or more independent sourced evidence families. This profile is published and listed. It is a statement about how much evidence we hold, and about nothing else.
Evidence places this company outside this buyer’s market. The profile stays published; this labels it.
POSITIVE MANDATE MISMATCH: the latest covered financing event carries a source-stated stage of series_e, beyond the frozen seed/Series-A mandate. Latest round resolved by the projection is series_e; no unlabelled event (e.g. a later Form D) is held that could supersede it. OVERTURN CONDITION: a source showing the latest financing event is actually seed/Series-A, or that the buyer mandate includes series_e. The verdict rests on the SOURCE-STATED stage "series_e", not on size, age or industry.
What would overturn this:
Assessed 2026-10-24 for seed/Series-A sourcing.
Five evidence lanes (activity, capital, infra, hiring, ecosystem) as within-cohort percentiles, combined with evidence-breadth weights over the 60-company baseline cohort. The ± band widens with missing lanes — it measures what the score stands on. 7 signals in the last 60 days back this number.
↗ Strongest signal: funding_magnitude (25% of the score).
↓ Scored on 2 of 4 components — adoption, developer had no computable metric.
The skeptic's read what this company has said, judged against what happened
Unproven ≠ false — it means the deadline or the evidence hasn't arrived. Nothing here is editorial: every count is a ledger row you can open on the Proof page.
No single number decides. Layers can disagree — that's the point. New to this? →
The platform's own early signals for this company — hard-to-fake, and where one preceded a real raise, the measured lead.
VentureSignalScore 72.4/100 for snorkel-ai, composed from 2 of 4 components (emerging formula), discounted ×0.85 for 50% signal coverage
| Component | Weight | Normalized | Contribution |
|---|---|---|---|
| funding_recency | 0.2 | 0.9043 | |
| funding_magnitude | 0.3 | 0.8176 |
funding.round.announced_on 2026-09-23 artifact ↗ funding.round.amount_usd 2026-09-23 artifact ↗ An evidence gap, not proof of falsity: Form D is not always required (foreign offerings, certain exemptions) or may not be filed yet.
A first sale, a filing, an amendment and a public announcement are not the same event, and one date may not stand in for another. Where the latest financing date cannot be established from what we hold, this says unknown rather than substituting a date we do have.
A reported round dated 2026-09-23 by its own source.
Realized federal award records for this company — a verifiable, dollar-denominated government signal. Recipient name matched with high confidence; figures are per-award totals from USAspending.gov.
Gray-market attention, not quality. 16+ HN mentions (peak 81 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. Risk drivers: no primary-source corroboration. ▲ 81 Snorkel AI: Putting Data First in ML Development 2020-07-15 ↗
| Attribute | Value | Kind | Source | Observed | State | Conf. |
|---|---|---|---|---|---|---|
ai.document.claims | {"claims": [{"claim": "Snorkel helps frontier labs and AI teams develop specialized training data and environments.", "quote": "Snorkel helps frontier labs and AI teams develop specialized training da | observed | artifact ↗ | 2026-10-09 | promoted | 0.50 |
ai.technical.assessment | {"council": {"dissent": true, "members": [{"agent": "technical_specialist", "domain": "technical", "signal": 0.7, "signal_source": "model"}, {"agent": "product_docs_specialist", "domain": "product_doc | derived | council | 2026-09-30 | promoted | 0.33 |
buyer_fit.assessment | {"buyer": "seed/Series-A sourcing", "method": "Backlog pass 2026-10-24: applied the record_buyer_fit.ts fit rule to this company's held primary-source financing evidence (funding.round.* / sec.form_d. | observed | assessment | 2026-10-24 | normalized | 0.90 |
buyer_fit.status | not_a_fit | observed | assessment | 2026-10-24 | normalized | 0.90 |
common_name | Snorkel AI | observed | artifact ↗ | 2026-09-28 | normalized | 0.90 |
common_name | Snorkel AI | observed | artifact ↗ | 2026-10-09 | normalized | 0.60 |
community.hn.max_points | 318 | observed | artifact ↗ | 2026-09-28 | superseded | 0.20 |
community.hn.max_points | 81 | observed | artifact ↗ | 2026-10-08 | normalized | 0.20 |
community.hn.mentions | 27 | observed | artifact ↗ | 2026-09-28 | superseded | 0.20 |
community.hn.mentions | 16 | observed | artifact ↗ | 2026-10-08 | normalized | 0.20 |
community.hn.rumors | [{"url": "https://news.ycombinator.com/item?id=26731908", "title": "Snorkel AI scores $35M Series B to automate data labeling in machine learning", "points": 26, "created_at": "2021-04-07", "evidence_ | observed | artifact ↗ | 2026-09-23 | superseded | 0.20 |
community.hn.rumors | [{"url": "https://news.ycombinator.com/item?id=26731908", "title": "Snorkel AI scores $35M Series B to automate data labeling in machine learning", "points": 26, "created_at": "2021-04-07", "evidence_ | observed | artifact ↗ | 2026-09-23 | superseded | 0.20 |
community.hn.rumors | [{"url": "https://news.ycombinator.com/item?id=26731908", "title": "Snorkel AI scores $35M Series B to automate data labeling in machine learning", "points": 26, "created_at": "2021-04-07", "evidence_ | observed | artifact ↗ | 2026-09-23 | superseded | 0.20 |
community.hn.rumors | [{"url": "https://news.ycombinator.com/item?id=26731908", "title": "Snorkel AI scores $35M Series B to automate data labeling in machine learning", "points": 26, "created_at": "2021-04-07", "evidence_ | observed | artifact ↗ | 2026-09-23 | superseded | 0.20 |
community.hn.rumors | [{"url": "https://news.ycombinator.com/item?id=26731908", "title": "Snorkel AI scores $35M Series B to automate data labeling in machine learning", "points": 26, "created_at": "2021-04-07", "evidence_ | observed | artifact ↗ | 2026-09-23 | normalized | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=35565681", "title": "An open source AI tool to animate children's drawings", "points": 318, "created_at": "2023-04-14"} | observed | artifact ↗ | 2023-04-14 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=23841011", "title": "Snorkel AI: Putting Data First in ML Development", "points": 81, "created_at": "2020-07-15"} | observed | artifact ↗ | 2020-07-15 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=23841011", "title": "Snorkel AI: Putting Data First in ML Development", "points": 81, "created_at": "2020-07-15"} | observed | artifact ↗ | 2020-07-15 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=23841011", "title": "Snorkel AI: Putting Data First in ML Development", "points": 81, "created_at": "2020-07-15"} | observed | artifact ↗ | 2020-07-15 | superseded | 0.20 |
community.hn.top_story | {"url": "https://news.ycombinator.com/item?id=23841011", "title": "Snorkel AI: Putting Data First in ML Development", "points": 81, "created_at": "2020-07-15"} | observed | artifact ↗ | 2020-07-15 | normalized | 0.20 |
description | Snorkel AI builds specialized training data, benchmarks, and evaluation environments that help frontier models and agents perform in high-stakes domains. | observed | artifact ↗ | 2026-10-09 | normalized | 0.70 |
domain | snorkel.ai | observed | artifact ↗ | 2026-10-09 | normalized | 0.95 |
funding.round.amount_usd | 350000000 | observed | artifact ↗ | 2026-09-23 | normalized | 0.90 |
funding.round.announced_on | 2026-09-23 | observed | artifact ↗ | 2026-09-23 | normalized | 0.90 |
funding.round.lead_investors | [] | observed | artifact ↗ | 2026-09-23 | normalized | 0.90 |
funding.round.source_url | https://siliconangle.com/2026/09/22/training-data-provider-snorkel-ai-raises-350m-at-3-5b-valuation/ | observed | artifact ↗ | 2026-09-23 | normalized | 0.90 |
funding.round.stage | series_e | observed | artifact ↗ | 2026-09-23 | normalized | 0.90 |
gate.accumulation | {"outcome": "document_created", "obs_count": 15, "source_id": "01M4GWWNA4YE4F10YMX4A2ARZP", "trigger_path": "accumulation_gate", "collector_count": 3, "artifact_collector": "website_collector"} | observed | artifact ↗ | 2026-10-09 | normalized | 0.60 |
metric.venture.funding_amount_usd | 350000000 | derived | calc | 2026-09-28 | derived | 0.90 |
metric.venture.funding_recency_days | 5.9753 | derived | calc | 2026-09-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 5.9789 | derived | calc | 2026-09-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 7.659 | derived | calc | 2026-09-30 | superseded | 0.90 |
metric.venture.funding_recency_days | 7.9439 | derived | calc | 2026-09-30 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.3117 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.3827 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.4512 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.5999 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.6952 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 8.7625 | derived | calc | 2026-10-01 | superseded | 0.90 |
metric.venture.funding_recency_days | 15.8596 | derived | calc | 2026-10-08 | superseded | 0.90 |
metric.venture.funding_recency_days | 15.8891 | derived | calc | 2026-10-08 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.2809 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.3089 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.4873 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.7466 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.7501 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.7578 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 16.9298 | derived | calc | 2026-10-09 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.0169 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.1049 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.192 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.2857 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.393 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.4844 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.5819 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.6694 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.7581 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.8121 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.9002 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 17.9891 | derived | calc | 2026-10-10 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.0002 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.0882 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.1081 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.1086 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.1184 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.2002 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.2359 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.2539 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.2749 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.301 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.3411 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.3563 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.3966 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.4858 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.5757 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.6651 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.7553 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.847 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 18.9365 | derived | calc | 2026-10-11 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.0262 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.0402 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.0492 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.0707 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.1141 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.1861 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 19.9619 | derived | calc | 2026-10-12 | superseded | 0.90 |
metric.venture.funding_recency_days | 20.0191 | derived | calc | 2026-10-13 | superseded | 0.90 |
metric.venture.funding_recency_days | 20.0724 | derived | calc | 2026-10-13 | superseded | 0.90 |
metric.venture.funding_recency_days | 20.1624 | derived | calc | 2026-10-13 | superseded | 0.90 |
metric.venture.funding_recency_days | 20.2524 | derived | calc | 2026-10-13 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.2655 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.3555 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.446 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.5556 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.6506 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.7457 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.8428 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 21.938 | derived | calc | 2026-10-14 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.0352 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.1306 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.2259 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.286 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.3828 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.4782 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.5909 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.6865 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.7848 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.8809 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 22.9768 | derived | calc | 2026-10-15 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.075 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.1712 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.2678 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.3424 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.3668 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.4636 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 23.5625 | derived | calc | 2026-10-16 | superseded | 0.90 |
metric.venture.funding_recency_days | 25.4857 | derived | calc | 2026-10-18 | superseded | 0.90 |
metric.venture.funding_recency_days | 25.584 | derived | calc | 2026-10-18 | superseded | 0.90 |
metric.venture.funding_recency_days | 25.6814 | derived | calc | 2026-10-18 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.0712 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.168 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.2701 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.3727 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.4696 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.5849 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.6819 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.779 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.8761 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 26.9732 | derived | calc | 2026-10-19 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.0719 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.1038 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.2031 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.303 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.4033 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.514 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.6197 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.9344 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 27.9743 | derived | calc | 2026-10-20 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.0389 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.1366 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.2108 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.2304 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.3004 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.3531 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.4028 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.5038 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.6063 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.7057 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.804 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 28.9029 | derived | calc | 2026-10-21 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.002 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.1091 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.2082 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.3097 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.4091 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.5158 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.6254 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.725 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.8284 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 29.928 | derived | calc | 2026-10-22 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.0279 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.1276 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.2277 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.3281 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.3426 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.3472 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.4475 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.5536 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.654 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.7544 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.788 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.8543 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 30.9547 | derived | calc | 2026-10-23 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.0446 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.1267 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.1454 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.236 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.4237 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.5356 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.6366 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.7377 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.8388 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 31.94 | derived | calc | 2026-10-24 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.0415 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.1427 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.2445 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.3459 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.4478 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.5513 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.6529 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.7546 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.8563 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 32.9582 | derived | calc | 2026-10-25 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.0603 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.1623 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.2646 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.3666 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.4686 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.5811 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.6834 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.7863 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.889 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 33.9915 | derived | calc | 2026-10-26 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.0941 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.1966 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.3012 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.4038 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.5109 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.6171 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.7201 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.8233 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 34.9263 | derived | calc | 2026-10-27 | superseded | 0.90 |
metric.venture.funding_recency_days | 35.0295 | derived | calc | 2026-10-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 35.1326 | derived | calc | 2026-10-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 35.2359 | derived | calc | 2026-10-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 35.3392 | derived | calc | 2026-10-28 | superseded | 0.90 |
metric.venture.funding_recency_days | 35.4425 | derived | calc | 2026-10-28 | derived | 0.90 |
score.venture_signal | 75.1 | derived | calc | 2026-09-28 | superseded | 0.60 |
score.venture_signal | 75 | derived | calc | 2026-09-30 | superseded | 0.60 |
score.venture_signal | 74.9 | derived | calc | 2026-10-01 | superseded | 0.60 |
score.venture_signal | 74.2 | derived | calc | 2026-10-08 | superseded | 0.60 |
score.venture_signal | 74.1 | derived | calc | 2026-10-09 | superseded | 0.60 |
score.venture_signal | 74 | derived | calc | 2026-10-10 | superseded | 0.60 |
score.venture_signal | 73.9 | derived | calc | 2026-10-11 | superseded | 0.60 |
score.venture_signal | 73.8 | derived | calc | 2026-10-12 | superseded | 0.60 |
score.venture_signal | 73.7 | derived | calc | 2026-10-14 | superseded | 0.60 |
score.venture_signal | 73.6 | derived | calc | 2026-10-15 | superseded | 0.60 |
score.venture_signal | 73.5 | derived | calc | 2026-10-16 | superseded | 0.60 |
score.venture_signal | 73.3 | derived | calc | 2026-10-18 | superseded | 0.60 |
score.venture_signal | 73.2 | derived | calc | 2026-10-19 | superseded | 0.60 |
score.venture_signal | 73.1 | derived | calc | 2026-10-20 | superseded | 0.60 |
score.venture_signal | 73 | derived | calc | 2026-10-21 | superseded | 0.60 |
score.venture_signal | 72.9 | derived | calc | 2026-10-22 | superseded | 0.60 |
score.venture_signal | 72.8 | derived | calc | 2026-10-23 | superseded | 0.60 |
score.venture_signal | 72.7 | derived | calc | 2026-10-24 | superseded | 0.60 |
score.venture_signal | 72.6 | derived | calc | 2026-10-25 | superseded | 0.60 |
score.venture_signal | 72.5 | derived | calc | 2026-10-26 | superseded | 0.60 |
score.venture_signal | 72.4 | derived | calc | 2026-10-27 | derived | 0.60 |
sector | emerging | derived | calc | 2026-10-01 | normalized | 0.50 |
source.document.reference | {"kind": "document", "title": "snorkel-ai: Expert data development for frontier AI | Snorkel AI", "source_id": "01M4GWWNA4YE4F10YMX4A2ARZP", "extract_ref": "artifact:sha256:896a9eca256b2c0cd09941e5109 | observed | artifact ↗ | 2026-10-09 | normalized | 0.95 |
website_url | https://snorkel.ai | observed | enrichment | 2026-10-09 | normalized | 0.75 |
website_url | https://snorkel.ai | observed | artifact ↗ | 2026-10-09 | normalized | 0.95 |
website.homepage.has_pricing_link | false | observed | artifact ↗ | 2026-10-09 | normalized | 0.80 |