Irregular vs Villan's Hat

Irregular vs Villan's Hat, compared side by side on 11 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Irregular is on 70/100 and Villan's Hat on 12/100.

Irregular logo
IrregularFrontier security lab building defenses to uncover and secure advanced AI before release.
Try Irregular
Villan's Hat logo
Villan's HatA live workshop for founders and product teams building AI products to find misuse vectors.
Try Villan's Hat

Where each one leads

Irregular

  • our overall score: 70/100 against 12/100
  • domain rating: 66/100 against 1/100
  • LinkedIn following: 4,452 against 858

Villan's Hat

  • agent readiness: 56/100 against 48/100

At a glance

MeasureIrregularVillan's Hat
What it isFrontier security lab building defenses to uncover and secure advanced AI before release.A live workshop for founders and product teams building AI products to find misuse vectors.
CategoryAI Safety, AI Alignment, Frontier AI Lab, Foundation ModelAI Safety, AI Alignment, AI Governance, AI Testing
Sells toBusiness modelB2BB2B
OfferingServicesServices
Founded20222026
HeadquartersSan Francisco, United StatesNot published
StatusActiveActive

Size, funding and growth

MeasureIrregularVillan's Hat
Employees46Not published
Total funding$168MNot published
Valuation$450MNot published
LinkedIn followers4,452858

StartupHub scores

Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.

MeasureIrregularVillan's Hat
StartupHub scoreOur 0-100 rating70/10012/100
Traction57/100Not published
Team80/100Not published
Search visibility46/10025/100
Quality78/100Not published
Agent readinessHow well an AI agent can read and act on the siteD (48/100)D (56/100)
Domain ratingLink authority, 0-10066/1001/100

Technology

Detected on each public site, so it reflects the marketing stack as well as the product.

MeasureIrregularVillan's Hat
HostingNot detectedVercel
CDNNot detectedVercel
CMSFramerNot detected
FrameworksNot detectedBootstrap
AnalyticsGoogle Analytics 4Not detected

Product and pricing

MeasureIrregularVillan's Hat
Key featuresFrontier AI Security, Vulnerability Discovery & Mitigation, AI Model Evaluation, Confidential AI Inference SystemsNot published

Irregular vs Villan's Hat: common questions

Which is better, Irregular or Villan's Hat?

On our 0-100 score Irregular rates higher (70/100 against 12/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 11 data points above: read the rows that match what you are buying for.

How do Irregular and Villan's Hat compare on the numbers?

Irregular leads on our overall score (70/100 against 12/100), domain rating (66/100 against 1/100), LinkedIn following (4,452 against 858). Villan's Hat leads on agent readiness (56/100 against 48/100).

Read the full Irregular review and pricing or the Villan's Hat review and pricing. You can also browse other Irregular alternatives we track.