8knots vs Monte Carlo
8knots vs Monte Carlo, compared side by side on 14 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: 8knots is on 35/100 and Monte Carlo on 70/100.
Where each one leads
8knots
Leads on none of the measures we hold for both companies.
Monte Carlo
- our overall score: 70/100 against 35/100
- agent readiness: 47/100 against 31/100
- headcount: 549 against 2
At a glance
| Measure | 8knots | Monte Carlo |
|---|---|---|
| What it is | Enterprise cloud platform for managing and optimizing cloud infrastructure and applications. | Data observability platform for data reliability and quality. |
| Category | Enterprise, Data, DataOps, Enterprise Software | Enterprise, Data, Development, Artificial Intelligence |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Software |
| Founded | 2022 | 2019 |
| Headquarters | San Francisco, United States | San Francisco, United States |
| Status | Inactive | Active |
Size, funding and growth
| Measure | 8knots | Monte Carlo |
|---|---|---|
| Employees | 2 | 549 |
| Headcount growthLast 12 months | Not published | +31.0% |
| Total funding | Not published | $236M |
| Latest round | Not published | Series D |
| Valuation | Not published | $1.6B |
| LinkedIn followers | Not published | 40,281 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | 8knots | Monte Carlo |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 35/100 | 70/100 |
| Traction | 5/100 | 60/100 |
| Team | 60/100 | 70/100 |
| Search visibility | 11/100 | 55/100 |
| Quality | 45/100 | 78/100 |
| Agent readinessHow well an AI agent can read and act on the site | F (31/100) | D (47/100) |
| Domain ratingLink authority, 0-100 | Not published | 72/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | 8knots | Monte Carlo |
|---|---|---|
| Hosting | AWS | Not detected |
| CDN | Not detected | Cloudflare |
| CMS | Not detected | WordPress |
| Frameworks | Not detected | Jquery, Alpinejs, Tailwind CSS, Bootstrap |
| Analytics | Not detected | Google Tag Manager |
| Support stack | Not detected | HubSpot |
8knots vs Monte Carlo: common questions
Which is better, 8knots or Monte Carlo?
On our 0-100 score Monte Carlo rates higher (70/100 against 35/100). 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 14 data points above: read the rows that match what you are buying for.
How do 8knots and Monte Carlo compare on the numbers?
Monte Carlo leads on our overall score (70/100 against 35/100), agent readiness (47/100 against 31/100), headcount (549 against 2).
Read the full 8knots review and pricing or the Monte Carlo review and pricing. You can also browse other 8knots alternatives we track.

