Companies330 Funding$40.1B Rounds110 ▲5 mo Investors77 Eng roles3943 ● 4 events pending
VIX The Intelligent Venture Terminal beta

Prevalent AI

stale — 4 unprocessed events

Prevalent AI

☆ Watch
stale · evidence today 5 sources no confidence data
48.8/100
Venture signal
scored above 30% of unstaged peers stage unparsed
Outlook Stable
Why this score? ↓
Funding
$22M
2026-08-19
Adoption
no signal
downloads / week
Developer
not scored
momentum / 100
Hiring
no board
eng openings

Traction

Current round

Opportunity & risk

↗ Strongest signal: funding_recency (19% of the score).

3 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
49/100
Founder self-assessment claimed
4/100
Investor ratings opinion
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Expert ratings opinion
—
Rate this company Investor or expert role required ▾
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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
Timeline 1 events ▾
  1. 2026-08-19 unknown · $22M

Evidence & scoring

Why this score? none_required ▾

VentureSignalScore 48.8/100 for prevalent-ai, composed from 2 of 4 components (index v0 cross-signal), discounted ×0.85 for 50% signal coverage

ComponentWeightNormalizedContribution
funding_recency 0.2 0.9312 0.1862
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.

Community chatter Hacker News · Tier 3 · unverified manip. risk low · 0.13

Gray-market attention, not quality. 32+ HN mentions (peak 360 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. Risk drivers: heavy gray-market attention. ▲ 360 Show HN: Generative Fill with AI and 3D 2023-09-28 ↗

Raw observations 189 records ▾
AttributeValueKindSourceObservedStateConf.
common_name Prevalent AI observed artifact ↗ 2026-08-28 normalized 0.90
community.hn.max_points 360 observed artifact ↗ 2026-08-28 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-08-28 superseded 0.20
community.hn.mentions 32 observed artifact ↗ 2026-09-11 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 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
metric.venture.funding_recency_days 12.4878 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.561 derived calc 2026-08-31 superseded 0.90
metric.venture.funding_recency_days 12.6342 derived calc 2026-08-31 superseded 0.90
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
metric.venture.funding_recency_days 14.4755 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.5549 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.6286 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.7025 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.7764 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.8505 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 14.9986 derived calc 2026-09-02 superseded 0.90
metric.venture.funding_recency_days 15.1467 derived calc 2026-09-03 superseded 0.90
metric.venture.funding_recency_days 15.2208 derived calc 2026-09-03 superseded 0.90
metric.venture.funding_recency_days 15.2951 derived calc 2026-09-03 superseded 0.90
metric.venture.funding_recency_days 15.3723 derived calc 2026-09-03 superseded 0.90
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metric.venture.funding_recency_days 15.9058 derived calc 2026-09-03 superseded 0.90
metric.venture.funding_recency_days 16.0546 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.1292 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.2038 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.2786 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.3532 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.4377 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.5152 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.5907 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.5909 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.6665 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.7421 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.8176 derived calc 2026-09-04 superseded 0.90
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metric.venture.funding_recency_days 16.9181 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 16.9703 derived calc 2026-09-04 superseded 0.90
metric.venture.funding_recency_days 17.0165 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.1637 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.2374 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.3112 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.393 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.4666 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.5517 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.6254 derived calc 2026-09-05 superseded 0.90
metric.venture.funding_recency_days 17.6995 derived calc 2026-09-05 superseded 0.90
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metric.venture.funding_recency_days 17.8471 derived calc 2026-09-05 superseded 0.90
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metric.venture.funding_recency_days 19.191 derived calc 2026-09-07 superseded 0.90
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metric.venture.funding_recency_days 19.6426 derived calc 2026-09-07 superseded 0.90
metric.venture.funding_recency_days 19.7176 derived calc 2026-09-07 superseded 0.90
metric.venture.funding_recency_days 19.7926 derived calc 2026-09-07 superseded 0.90
metric.venture.funding_recency_days 19.8679 derived calc 2026-09-07 superseded 0.90
metric.venture.funding_recency_days 19.943 derived calc 2026-09-07 superseded 0.90
metric.venture.funding_recency_days 20.1341 derived calc 2026-09-08 superseded 0.90
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metric.venture.funding_recency_days 20.3046 derived calc 2026-09-08 superseded 0.90
metric.venture.funding_recency_days 20.3844 derived calc 2026-09-08 superseded 0.90
metric.venture.funding_recency_days 20.4597 derived calc 2026-09-08 superseded 0.90
metric.venture.funding_recency_days 20.5349 derived calc 2026-09-08 superseded 0.90
metric.venture.funding_recency_days 20.6143 derived calc 2026-09-08 superseded 0.90
metric.venture.funding_recency_days 22.3006 derived calc 2026-09-10 superseded 0.90
metric.venture.funding_recency_days 22.6406 derived calc 2026-09-10 superseded 0.90
metric.venture.funding_recency_days 22.7162 derived calc 2026-09-10 superseded 0.90
metric.venture.funding_recency_days 22.7919 derived calc 2026-09-10 superseded 0.90
metric.venture.funding_recency_days 22.8676 derived calc 2026-09-10 superseded 0.90
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metric.venture.funding_recency_days 23.637 derived calc 2026-09-11 superseded 0.90
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metric.venture.funding_recency_days 24.4855 derived calc 2026-09-12 superseded 0.90
metric.venture.funding_recency_days 24.5737 derived calc 2026-09-12 superseded 0.90
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metric.venture.funding_recency_days 24.7347 derived calc 2026-09-12 superseded 0.90
metric.venture.funding_recency_days 24.8118 derived calc 2026-09-12 superseded 0.90
metric.venture.funding_recency_days 24.889 derived calc 2026-09-12 superseded 0.90
metric.venture.funding_recency_days 24.9662 derived calc 2026-09-12 superseded 0.90
metric.venture.funding_recency_days 25.0435 derived calc 2026-09-13 superseded 0.90
metric.venture.funding_recency_days 25.1208 derived calc 2026-09-13 superseded 0.90
metric.venture.funding_recency_days 25.1213 derived calc 2026-09-13 superseded 0.90
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metric.venture.funding_recency_days 25.2783 derived calc 2026-09-13 derived 0.90
score.venture_signal 50.3 derived calc 2026-08-28 superseded 0.60
score.venture_signal 50.2 derived calc 2026-08-29 superseded 0.60
score.venture_signal 50.1 derived calc 2026-08-30 superseded 0.60
score.venture_signal 50 derived calc 2026-08-31 superseded 0.60
score.venture_signal 49.8 derived calc 2026-09-02 superseded 0.60
score.venture_signal 49.7 derived calc 2026-09-03 superseded 0.60
score.venture_signal 49.6 derived calc 2026-09-04 superseded 0.60
score.venture_signal 49.5 derived calc 2026-09-05 superseded 0.60
score.venture_signal 49.4 derived calc 2026-09-06 superseded 0.60
score.venture_signal 49.3 derived calc 2026-09-07 superseded 0.60
score.venture_signal 49.1 derived calc 2026-09-10 superseded 0.60
score.venture_signal 49 derived calc 2026-09-10 superseded 0.60
score.venture_signal 48.9 derived calc 2026-09-12 superseded 0.60
score.venture_signal 48.8 derived calc 2026-09-13 derived 0.60