Irregular vs Ontic
Irregular vs Ontic, compared side by side on 19 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 Ontic on 34/100.
Where each one leads
Irregular
- our overall score: 70/100 against 34/100
- agent readiness: 48/100 against 39/100
- domain rating: 64/100 against 52/100
Ontic
- headcount: 361 against 46
- funding raised: $292M against $168M
- LinkedIn following: 18,803 against 4,452
At a glance
| Measure | Irregular | Ontic |
|---|---|---|
| What it is | Frontier security lab building defenses to uncover and secure advanced AI before release. | Ontic provides a platform for managing and securing sensitive data in AI development. |
| Category | AI Safety, AI Alignment, Frontier AI Lab, Foundation Model | AI Safety, AI Governance, Data Security, Data Privacy |
| Sells toBusiness model | B2B | B2B |
| Offering | Services | Platform |
| Founded | 2022 | Not published |
| Headquarters | San Francisco, United States | San Francisco, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | Irregular | Ontic |
|---|---|---|
| Employees | 46 | 361 |
| Total funding | $168M | $292M |
| Latest round | Not published | Series C |
| Valuation | $450M | $2K |
| LinkedIn followers | 4,452 | 18,803 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Irregular | Ontic |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 70/100 | 34/100 |
| Traction | 57/100 | 60/100 |
| Team | 80/100 | Not published |
| Search visibility | 46/100 | 28/100 |
| Quality | 78/100 | 30/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (48/100) | F (39/100) |
| Domain ratingLink authority, 0-100 | 64/100 | 52/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Irregular | Ontic |
|---|---|---|
| CDN | Not detected | Cloudflare |
| CMS | Framer | WordPress |
| Frameworks | Not detected | Jquery |
| Analytics | Google Analytics 4 | Google Tag Manager |
| Open source | No | Yes |
Product and pricing
| Measure | Irregular | Ontic |
|---|---|---|
| Key features | Frontier AI Security, Vulnerability Discovery & Mitigation, AI Model Evaluation, Confidential AI Inference Systems | Not published |
What users say
| Measure | Irregular | Ontic |
|---|---|---|
| Reddit sentimentThreads we track | Not published | 1 positive, 0 negative across 1 thread |
“Ontic Technologies develops software to unify your data, streamline operations, and unlock the insights that elevate corporate security as a trusted partner to the business.”r/
Irregular vs Ontic: common questions
Which is better, Irregular or Ontic?
On our 0-100 score Irregular rates higher (70/100 against 34/100). 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 19 data points above: read the rows that match what you are buying for.
How do Irregular and Ontic compare on the numbers?
Irregular leads on our overall score (70/100 against 34/100), agent readiness (48/100 against 39/100), domain rating (64/100 against 52/100). Ontic leads on headcount (361 against 46), funding raised ($292M against $168M), LinkedIn following (18,803 against 4,452).
What do real users say about Irregular and Ontic?
Ontic: 1 positive and 0 negative mentions across 1 Reddit threads we track.
Read the full Irregular review and pricing or the Ontic review and pricing. You can also browse other Irregular alternatives we track.

