Companies129 Funding$50B Rounds107 ▲2 mo Investors112 Eng roles3057 ● updated moments ago
VIX The Intelligent Venture Terminal beta

CVAT.ai Corp

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CVAT.ai Corp

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Turn raw images, videos, audio and 3D data into model-ready datasets with CVAT. Use AI-assisted annotation, quality control, analytics, collaboration tools, APIs, and expert labeling services. observed

fresh · evidence today 15 sources 48% confidence
75.9/100
Venture signal
scored above 92% of unstaged peers stage unparsed
Outlook Stable
Why this score? ↓

What we have established three decisions, kept apart

  1. 1 Identity verified Not recorded

    No person- or entity-level identity check is on record for this company. A name match is not one.

  2. 2 In the ranked index Yes

    The ranked index lists private AI companies with two or more independent sourced evidence families; its Early-stage view also leaves out rounds of $100M or more that no source assigns a stage. This profile is listed in the ranked index. It is a statement about evidence and mandate, and about nothing else.

  3. 3 Fit for a seed/Series-A sourcing buyer Fit not established

    We have not established fit. That is not a soft no and not a soft yes — it is unknown, and it is never counted as a qualified prospect.

    UNKNOWN (not a soft no, never counted as qualified). Blocker: No source states a band-bearing stage for any financing event we hold.

    Venture backing: not found · Stage band: UNKNOWN — No source states a band-bearing stage for any financing event we hold.

    Assessed 2026-11-12 for seed/Series-A sourcing.

Funding
no round
Adoption
no signal
downloads / week
Developer
99.9
momentum / 100
Hiring
no board
eng openings
Commercial
public pricing
homepage

New infrastructure surfaces

Subdomains appearing in public certificate-transparency logs — infrastructure standing up, dated at detection. Intent labels are deterministic (token map), not guessed.

app.cvat.ai 11-13 dev.cvat.ai 11-13

Traction

Latest cited round

No fundraising data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Opportunity & risk

↗ Strongest signal: developer (20% of the score).

↓ Scored on 1 of 4 components — funding_recency, funding_magnitude, adoption had no computable metric; confidence 0.48.

8 independent sources 0 promoted signals inspect the evidence →

The skeptic's read what this company has said, judged against what happened

9 claims on record 0 verified 0 contradicted 9 not evaluated

Not evaluated ≠ false — the deadline or the evidence hasn't arrived. A forecast with no target date cannot be graded and is counted as insufficient temporal evidence. Nothing here is editorial: every count is a ledger row you can open on the Proof page.

Evaluation

How it's evaluated Four independent layers ▾

No single number decides. Layers can disagree — that's the point. New to this? →

Platform score derived
76/100
Founder self-assessment claimed
11/100
Investor ratings opinion
—
Expert ratings opinion
—
Rate this company Investor or expert role required ▾
—/5 · 0 investors

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VIX signals 2 hard signals across 1 source ▾

The platform's own early signals for this company — hard-to-fake, and where one preceded a real raise, the measured lead.

See the full track record →

Technology 3 of 4 signals present ▾
Primary language
Python observed
GitHub stars
17126 observed
Forks
4060 observed
Weekly downloads (npm)
not provided
Team & hiring No signals collected yet ▾
No team & hiring data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
Market & funding stage No signals collected yet ▾
No market & funding stage data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
Timeline 1 events ▾
  1. 2027-02-10 GitHub stars will exceed 50000 within 90 days. · Prediction · pending

Evidence & scoring

Why this score? none_required ▾

VentureSignalScore 75.9/100 for cvat-ai, composed from 1 of 4 components (index v0 cross-signal), discounted ×0.76 for 20% signal coverage

ComponentWeightNormalizedContribution
developer 0.2 0.999 0.1998

Evidence this score rests on

  • score.developer_momentum 2026-11-12 calc
  • github.repository.pushed_at 2026-11-12 artifact ↗
  • github.repository.stars 2026-11-12 artifact ↗
  • github.repository.forks 2026-11-12 artifact ↗
  • github.repository.created_at 2026-11-12 artifact ↗

Capital timeline every dated signal, across tiers

  1. SEC · primary SEC D filed ↗
  2. SEC · primary First sale, issuer-declared — the first dollar of this offering ↗

Narrative vs. reality SEC filings beyond reported funding

Reported narrative · Tier 2
No reported round on record.
Filed reality · Tier 0 · SEC
1 Form D
latest filed 2026-10-28 · none near the reported round

The company has Form D filings on record that our reported-funding data does not cover. That is a gap in OUR funding data and not evidence that the raise went unreported — trade press reads EDGAR too, and two of the three companies in our first Form D batch were published by a funding newsletter on the day they filed, from the same documents. What the filing establishes is listed below; the stage of the round, and whether it is news, are not established by it.

Regulatory filings SEC EDGAR · primary source

Form D filings — the company's own authoritative record of a Reg D private raise, filed with the SEC. Primary-source evidence: not commentary, not inference. 1 filing, latest filed 2026-10-28. A Form D is filed after the sale, so the filing date is when the notice reached the SEC — not when the round closed. Where the issuer stated a first-sale date it is shown beside it, and a D/A amends an earlier offering rather than reporting a new one.

Financing events four different events, four different dates

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.

Latest established financing date
2026-10-20 first dollar of the offering, not the last
Money moved on or after
2026-10-20
Total reported by
2026-10-28
Basis
form d first sale

The issuer's own first-sale date on its D is 2026-10-20: the FIRST dollar of this offering. The filing does not date the last one, so money moved on or after 2026-10-20 and the reported total had been reached by 2026-10-28.

Community chatter Hacker News · Tier 3 · unverified manip. risk low · 0

Gray-market attention, not quality. 1+ HN mentions (peak 1 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. Risk drivers: some SEC filings on record. ▲ 1 Presentations from Computer Vision Meetup – Carnegie Mellon Robotics and Cvat.ai 2022-12-12 ↗

Raw observations 65 records ▾
AttributeValueKindSourceObservedStateConf.
ai.document.claims {"claims": [{"claim": "cvat-ai supports importing data from local files and cloud storage including Amazon S3, Azure Blob Storage, and Google Cloud Storage.", "quote": "Import data from local files an observed artifact ↗ 2026-11-12 promoted 0.50
ai.technical.assessment {"council": {"dissent": false, "members": [{"agent": "technical_specialist", "domain": "technical", "signal": 0.95, "signal_source": "model"}, {"agent": "product_docs_specialist", "domain": "product_d derived council 2026-11-12 promoted 0.91
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 2026-11-12 normalized 0.90
buyer_fit.status unknown observed assessment 2026-11-12 normalized 0.90
common_name CVAT.ai Corp observed review 2026-10-28 normalized 0.70
common_name CVAT.ai observed artifact ↗ 2026-11-12 normalized 0.60
community.hn.max_points 1 observed artifact ↗ 2026-11-12 normalized 0.20
community.hn.mentions 1 observed artifact ↗ 2026-11-12 normalized 0.20
community.hn.rumors [] observed artifact ↗ 2026-11-12 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=33961347", "title": "Presentations from Computer Vision Meetup – Carnegie Mellon Robotics and Cvat.ai", "points": 1, "created_at": "2022-12-12"} observed artifact ↗ 2022-12-12 normalized 0.20
description Turn raw images, videos, audio and 3D data into model-ready datasets with CVAT. Use AI-assisted annotation, quality control, analytics, collaboration tools, APIs, and expert labeling services. observed artifact ↗ 2026-11-12 normalized 0.70
discovery.first_observed_at 2026-10-28T23:37:04.314Z observed review 2026-10-28 normalized 0.70
domain www.cvat.ai observed artifact ↗ 2026-11-12 normalized 0.95
gate.accumulation {"outcome": "document_created", "obs_count": 25, "source_id": "01M78MP13GVGRJFQQTVF10T2KB", "trigger_path": "accumulation_gate", "collector_count": 3, "artifact_collector": "website_collector"} observed artifact ↗ 2026-11-12 normalized 0.60
github.repository.archived false observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.created_at 2018-06-29T14:02:45Z observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.default_branch develop observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.description CVAT is a leading data annotation platform for image, video, audio, and 3D datasets. It offers open-source, cloud, and enterprise products, as well as labeling services, with AI-assisted labeling, qua observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.disabled false observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.forks 4060 observed artifact ↗ 2026-11-12 normalized 0.60
github.repository.full_name cvat-ai/cvat observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.license MIT observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.open_issues 597 observed artifact ↗ 2026-11-12 normalized 0.60
github.repository.primary_language Python observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.pushed_at 2026-11-12T18:33:20Z observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.stars 17126 observed artifact ↗ 2026-11-12 normalized 0.60
github.repository.topics ["annotation", "annotation-tool", "annotations", "audio-annotation", "audio-annotation-tool", "audio-transcription", "boundingbox", "computer-vision", "computer-vision-annotation", "dataset", "image-a observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.updated_at 2026-11-12T18:56:34Z observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.url https://github.com/cvat-ai/cvat observed artifact ↗ 2026-11-12 normalized 0.90
github.repository.visibility public observed artifact ↗ 2026-11-12 normalized 0.90
hypothesis {"criterion": {"attribute": "github.repository.stars", "threshold": 50000, "comparator": "gte"}, "prediction": "GitHub stars will exceed 50000 within 90 days.", "expected_by": "2027-02-10T19:45:35.953 derived calc 2026-11-12 derived 0.30
metric.developer.fork_ratio 0.2371 derived calc 2026-11-12 derived 0.60
metric.developer.push_recency_days 0.0175 derived calc 2026-11-12 superseded 0.90
metric.developer.push_recency_days 0.0501 derived calc 2026-11-12 superseded 0.90
metric.developer.push_recency_days 0.1189 derived calc 2026-11-12 superseded 0.90
metric.developer.push_recency_days 0.1983 derived calc 2026-11-12 superseded 0.90
metric.developer.push_recency_days 0.2056 derived calc 2026-11-12 superseded 0.90
metric.developer.push_recency_days 0.2217 derived calc 2026-11-12 derived 0.90
metric.developer.repo_age_days 3058.2054 derived calc 2026-11-12 superseded 0.90
metric.developer.repo_age_days 3058.238 derived calc 2026-11-12 superseded 0.90
metric.developer.repo_age_days 3058.3068 derived calc 2026-11-12 superseded 0.90
metric.developer.repo_age_days 3058.3862 derived calc 2026-11-12 superseded 0.90
metric.developer.repo_age_days 3058.3935 derived calc 2026-11-12 superseded 0.90
metric.developer.repo_age_days 3058.4096 derived calc 2026-11-12 derived 0.90
metric.venture.funding_recency_days 8.9912 derived calc 2026-10-28 superseded 0.70
metric.venture.funding_recency_days 23.6547 derived calc 2026-11-12 superseded 0.70
metric.venture.funding_recency_days 23.7161 derived calc 2026-11-12 superseded 0.70
metric.venture.funding_recency_days null derived calc 2026-11-12 derived 0.00
platform.visibility draft observed review 2026-10-28 superseded 0.70
platform.visibility published observed inclusion 2026-11-12 normalized 1.00
score.developer_momentum 100 derived calc 2026-11-12 superseded 0.48
score.developer_momentum 99.9 derived calc 2026-11-12 derived 0.48
score.technical_maturity 97.2 derived calc 2026-11-12 derived 0.48
score.venture_signal 74.1 derived calc 2026-10-28 superseded 0.30
score.venture_signal 71.1 derived calc 2026-11-12 superseded 0.30
score.venture_signal 76 derived calc 2026-11-12 superseded 0.20
score.venture_signal 75.9 derived calc 2026-11-12 derived 0.20
sec.form_d.count 1 observed review 2026-10-28 normalized 0.70
sec.form_d.filings [{"form": "D", "filed": "2026-10-28", "amends": null, "location": "Wilmington, DE", "accession": "0002157596-26-000001", "index_url": "review:01M62DZNHVTVMQW8CRG3W3Y9Q8", "first_sale": "2026-10-20", " observed review 2026-10-28 normalized 0.70
sec.form_d.first_sale 2026-10-20 observed review 2026-10-28 normalized 0.70
sec.form_d.latest_filed 2026-10-28 observed review 2026-10-28 normalized 0.70
source.document.reference {"kind": "document", "title": "cvat-ai: Data Annotation Platform for Vision & Audio AI | CVAT", "source_id": "01M78MP13GVGRJFQQTVF10T2KB", "extract_ref": "artifact:sha256:2ae69be589e90e57be7041a047f7e observed artifact ↗ 2026-11-12 normalized 0.95
website_url https://www.cvat.ai observed enrichment 2026-11-12 normalized 0.85
website_url https://www.cvat.ai observed artifact ↗ 2026-11-12 normalized 0.95
website.homepage.has_pricing_link true observed artifact ↗ 2026-11-12 normalized 0.80