ModalCloud infrastructure for teams that develop, train, and serve AI applications at scale.
vs
Prometheus GroupSoftware built for asset-intensive industries and trusted for 25+ years.
Comparison · MLOps Platforms · weekly run Nov 2
Modal vs Prometheus Group
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
Prometheus Group is the stronger AI pick in MLOps Platforms: it has a visibility score of 3.7 versus 1.3 for Modal.
Choose Modal if…
- You want a free plan to start
- You need SOC 2 Type II or HIPAA coverage
- Usage-based pricing suits your budget better than per seat
- Strong for scaling cutting-edge generative AI and multi-modal models
Choose Prometheus Group if…
- You want the brand AI engines rank higher (3.7 vs 1.3)
- You need SOC 2 Type 2 coverage
- You prefer a larger, established vendor (1,001–5,000 employees)
- Per seat pricing suits your budget better than usage-based
AI visibility side by side
Latest weekly run · Nov 2
| Metric | Modal | Prometheus Group |
|---|---|---|
| Visibility score | 1.3% | 3.7% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #36 | #22 |
| Share of voice | 0.5% | 1.1% |
| Mentions this run | 3 | 8 |
| Positive in AI answers | — | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
Modal 0pp · Prometheus Group 0pp over 0 weekly runs.
Engine by engine
Prometheus Group leads on 2 of 3 engines
ChatGPT
AI Mode
Perplexity
ModalPrometheus Group
Head to head in AI answers
0 engine answers name both brands
0Modal ranked higher
0Prometheus Group ranked higher
Features, pricing & fit
| Dimension | Modal | Prometheus Group |
|---|---|---|
| Pricing model | Usage-based | Per seat |
| Entry price | Free; paid from $250 / mo | Contact sales |
| Free plan | Yes | No |
| Deployment | Serverless cloud capacity pooled from more than 20 cloud providers, with regions across the US, Europe, Asia Pacific and other areas. | — |
| Compliance | SOC 2 Type II, HIPAA | SOC 2 Type 2 |
| Support | Modal Community Slack on Starter and Team plans, Private Slack support and embedded ML engineering services on Enterprise | Dedicated project manager and experienced services team through implementation, Consulting services and bundled training and support |
| Founded | 2021 | 1998 |
| Headquarters | New York City, NY, United States | Raleigh, NC, United States |
| Employees | 201–500 | 1,001–5,000 |
| Funding | Series D · $1200M raised | Private equity round · $10M raised |
| Best for | Startups, independent developers and larger teams that run GPU inference, fine-tuning or agent sandboxes and want to pay only for compute used. | Plant and facility operators in asset-intensive industries that run SAP, Oracle or IBM Maximo and need maintenance, operations and reliability teams working together. |
Plans side by side
Prometheus Group
Full PlatformCustomannual subscription (contact sales)
Tailored SolutionsCustomannual subscription (contact sales)
Pros and cons
Themes from the AI answers that mention each brand
Modal
- Strong for scaling cutting-edge generative AI and multi-modal models
Prometheus Group
- Collects metrics and works with Grafana for dashboards and alerts
- Common, widely used option for monitoring
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “Modal vs Prometheus Group”, https://slateindex.ai/compare/modal-vs-prometheus, data of Nov 2, 2026. Licence: CC BY 4.0.