Companies104 Funding$41.8B Rounds76 ▼1 mo Investors69 Eng roles4177 ● data fresh
VIX The Intelligent Venture Terminal beta

Prevalent AI

fresh

Prevalent AI

☆ Watch
fresh · evidence 9d ago 7 sources no confidence data
45.9/100
Venture signal
scored above 26% 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 Evidence sufficient to publish Yes

    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.

  3. 3 Fit for a seed/Series-A sourcing buyer 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.

Funding
$22M
2026-08-19
Adoption
no signal
downloads / week
Developer
not scored
momentum / 100
Hiring
no board
eng openings
Commercial
not checked
homepage

Traction

Current round

Opportunity & risk

↗ Strongest signal: funding_recency (17% of the score).

↓ Scored on 2 of 4 components — adoption, developer had no computable metric.

4 independent sources 0 promoted signals inspect the evidence →

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
46/100
Founder self-assessment claimed
4/100
Investor ratings opinion
—
Expert ratings opinion
—
Rate this company Investor or expert role required ▾
—/5 · 0 investors

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Technology No signals collected yet ▾
No technology data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
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 1 of 3 signals present ▾
Funding stage
not provided
Lifecycle stage
not provided
Latest round stage
unknown observed stale
Timeline 1 events ▾
  1. 2026-08-19 unknown · $22M

Evidence & scoring

Why this score? none_required ▾

VentureSignalScore 45.9/100 for prevalent-ai, composed from 2 of 4 components (emerging formula), discounted ×0.85 for 50% signal coverage

ComponentWeightNormalizedContribution
funding_recency 0.2 0.8458 0.1692
funding_magnitude 0.3 0.337 0.1011

Evidence this score rests on

Narrative vs. reality No SEC filing found for this round

Reported narrative · Tier 2
$22M unknown
announced 2026-08-19 · source ↗
Filed reality · Tier 0 · SEC
No SEC Form D on record.

An evidence gap, not proof of falsity: Form D is not always required (foreign offerings, certain exemptions) or may not be filed yet.

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
2026-08-19
Money moved on or after
2026-08-19
Total reported by
not established
Basis
reported round

A reported round dated 2026-08-19 by its own source.

Community chatter Hacker News · Tier 3 · unverified manip. risk low · 0.01

Gray-market attention, not quality. 3+ HN mentions (peak 9 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. ▲ 9 Why adversarial examples are more prevalent in higher dimensional data 2018-05-23 ↗

Raw observations 407 records ▾
AttributeValueKindSourceObservedStateConf.
common_name Prevalent AI observed artifact ↗ 2026-08-28 normalized 0.90
community.hn.max_points 360 observed artifact ↗ 2026-08-28 superseded 0.20
community.hn.max_points 9 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-08-28 superseded 0.20
community.hn.mentions 32 observed artifact ↗ 2026-09-11 superseded 0.20
community.hn.mentions 33 observed artifact ↗ 2026-09-18 superseded 0.20
community.hn.mentions 50 observed artifact ↗ 2026-09-25 superseded 0.20
community.hn.mentions 3 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.rumors [] observed artifact ↗ 2026-08-28 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37695530", "title": "Show HN: Generative Fill with AI and 3D", "points": 360, "created_at": "2023-09-28"} observed artifact ↗ 2023-09-28 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37695530", "title": "Show HN: Generative Fill with AI and 3D", "points": 360, "created_at": "2023-09-28"} observed artifact ↗ 2023-09-28 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37695530", "title": "Show HN: Generative Fill with AI and 3D", "points": 360, "created_at": "2023-09-28"} observed artifact ↗ 2023-09-28 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37695530", "title": "Show HN: Generative Fill with AI and 3D", "points": 360, "created_at": "2023-09-28"} observed artifact ↗ 2023-09-28 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37695530", "title": "Show HN: Generative Fill with AI and 3D", "points": 360, "created_at": "2023-09-28"} observed artifact ↗ 2023-09-28 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=17130523", "title": "Why adversarial examples are more prevalent in higher dimensional data", "points": 9, "created_at": "2018-05-23"} observed artifact ↗ 2018-05-23 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=17130523", "title": "Why adversarial examples are more prevalent in higher dimensional data", "points": 9, "created_at": "2018-05-23"} observed artifact ↗ 2018-05-23 normalized 0.20
funding.round.amount_usd 22000000 observed artifact ↗ 2026-08-19 normalized 0.90
funding.round.announced_on 2026-08-19 observed artifact ↗ 2026-08-19 normalized 0.90
funding.round.lead_investors [] observed artifact ↗ 2026-08-19 normalized 0.90
funding.round.source_url https://siliconangle.com/2026/08/19/prevalent-ai-raises-first-outside-capital-in-nine-years-with-22m-round/ observed artifact ↗ 2026-08-19 normalized 0.90
funding.round.stage unknown observed artifact ↗ 2026-08-19 normalized 0.90
metric.venture.funding_amount_usd 22000000 derived calc 2026-08-28 derived 0.90
metric.venture.funding_recency_days 9.9148 derived calc 2026-08-28 superseded 0.90
metric.venture.funding_recency_days 9.9181 derived calc 2026-08-28 superseded 0.90
metric.venture.funding_recency_days 9.9505 derived calc 2026-08-28 superseded 0.90
metric.venture.funding_recency_days 10.0215 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.0925 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.0927 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.1497 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.221 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.2925 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.3815 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.4533 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.5402 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.6829 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.7545 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.826 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.8976 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 10.9695 derived calc 2026-08-29 superseded 0.90
metric.venture.funding_recency_days 11.0431 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.1155 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.1873 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.1875 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.2593 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.3385 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.4106 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.4831 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.5554 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.6276 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.772 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.8444 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.9169 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 11.9897 derived calc 2026-08-30 superseded 0.90
metric.venture.funding_recency_days 12.0254 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.098 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.1706 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.2433 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.2435 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.3337 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.4143 derived calc 2026-08-31 superseded 0.90
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metric.venture.funding_recency_days 12.561 derived calc 2026-08-31 superseded 0.90
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metric.venture.funding_recency_days 12.7075 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.8539 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.9277 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 13.0012 derived calc 2026-09-01 superseded 0.90
metric.venture.funding_recency_days 14.475 derived calc 2026-09-02 superseded 0.90
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