DarwinAI vs Gray Swan
DarwinAI vs Gray Swan, compared side by side on 13 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: DarwinAI is on 39/100 and Gray Swan on 63/100.
Where each one leads
DarwinAI
Leads on none of the measures we hold for both companies.
Gray Swan
- our overall score: 63/100 against 39/100
- agent readiness: 39/100 against 22/100
- domain rating: 64/100 against 46/100
- funding raised: $45.7M against $15.0M
At a glance
| Measure | DarwinAI | Gray Swan |
|---|---|---|
| What it is | AI platform for optimizing and verifying AI models for enterprise deployment. | Gray Swan provides enterprise-grade security solutions for LLMs, developed by the pioneers of AI vulnerability research, enabling confident AI deployment. |
| Category | MLOps, AI Governance, AI Safety, AI Testing | Cybersecurity, AI Safety, AI Alignment, Large Language Model |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Software |
| Founded | 2017 | 2023 |
| Headquarters | Waterloo, Canada | Pittsburgh, United States |
| Status | Inactive | Active |
Size, funding and growth
| Measure | DarwinAI | Gray Swan |
|---|---|---|
| Employees | Not published | 81 |
| Total funding | $15.0M | $45.7M |
| Latest round | Series A | Series A |
| Valuation | Not published | $200M |
| LinkedIn followers | Not published | 7,116 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | DarwinAI | Gray Swan |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 39/100 | 63/100 |
| Traction | Not published | 57/100 |
| Team | Not published | 70/100 |
| Search visibility | 6/100 | 23/100 |
| Quality | Not published | 72/100 |
| Agent readinessHow well an AI agent can read and act on the site | F (22/100) | F (39/100) |
| Domain ratingLink authority, 0-100 | 46/100 | 64/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | DarwinAI | Gray Swan |
|---|---|---|
| CDN | Not detected | Cloudflare |
| CMS | Not detected | Webflow |
| Frameworks | Not detected | Tailwind CSS |
| Analytics | Not detected | PostHog |
| Support stack | Not detected | HubSpot |
What users say
| Measure | DarwinAI | Gray Swan |
|---|---|---|
| Reddit sentimentThreads we track | Not published | 5 positive, 0 negative across 5 threads |
“Gray Swan AI—where AI security meets the underground. This is the proving ground for red teamers, hackers, & AI skeptics pushing models to their limits. Jailbreak, exploit, & expose vulnerabilities in cutting-edge AI systems.”r/
DarwinAI vs Gray Swan: common questions
Which is better, DarwinAI or Gray Swan?
On our 0-100 score Gray Swan rates higher (63/100 against 39/100). 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 13 data points above: read the rows that match what you are buying for.
How do DarwinAI and Gray Swan compare on the numbers?
Gray Swan leads on our overall score (63/100 against 39/100), agent readiness (39/100 against 22/100), domain rating (64/100 against 46/100), funding raised ($45.7M against $15.0M).
What do real users say about DarwinAI and Gray Swan?
Gray Swan: 5 positive and 0 negative mentions across 5 Reddit threads we track.
Read the full DarwinAI review and pricing or the Gray Swan review and pricing. You can also browse other DarwinAI alternatives we track.

