AWS vs Prometheus Group
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
AWS is the stronger AI pick in MLOps Platforms: it has a visibility score of 35.7 versus 3.7 for Prometheus Group, and ranks ahead in 100% of the answers that name both.
Choose AWS if…
- You want the brand AI engines rank higher (35.7 vs 3.7)
- You need SOC 1 or SOC 2 or SOC 3 or ISO 27017 or ISO 27018 or ISO 27701 or PCI DSS Level 1 or FedRAMP or DoD SRG or ISO 9001 or ISO 27001 coverage
- You prefer a larger, established vendor (5,000+ employees)
- Core federation and multi-account management included at no extra charge
Choose Prometheus Group if…
- You need SOC 2 Type 2 coverage
- Collects metrics and works with Grafana for dashboards and alerts
- Common, widely used option for monitoring
AI visibility side by side
Latest weekly run · Nov 2
| Metric | AWS | Prometheus Group |
|---|---|---|
| Visibility score | 35.7% | 3.7% |
| Change vs last week | New | New |
| Rank in MLOps Platforms | #4 | #22 |
| Share of voice | 7.5% | 1.1% |
| Mentions this run | 51 | 8 |
| Positive in AI answers | 16% | — |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
AWS 0pp · Prometheus Group 0pp over 0 weekly runs.
Engine by engine
AWS leads on 3 of 3 engines
Head to head in AI answers
7 engine answers name both brands
| Prompt | Engine | AWS | Prometheus Group |
|---|---|---|---|
| How do companies deploy and monitor machine learning models without a dedicated tool? | ChatGPT | #1 | #4 |
| How do companies deploy and monitor machine learning models without a dedicated tool? | AI Mode | #4 | #6 |
| How long does it take to roll out an MLOps platform? | ChatGPT | #1 | #9 |
| What should an MLOps platform integrate with? | ChatGPT | #11 | #17 |
| What should an MLOps platform integrate with? | AI Mode | #10 | #12 |
| What should an MLOps platform integrate with? | Perplexity | #7 | #9 |
| Best MLOps platform for startups | ChatGPT | #5 | #11 |
Features, pricing & fit
| Dimension | AWS | Prometheus Group |
|---|---|---|
| Pricing model | — | Per seat |
| Entry price | — | Contact sales |
| Free plan | — | No |
| Compliance | SOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001 | SOC 2 Type 2 |
| Support | — | Dedicated project manager and experienced services team through implementation, Consulting services and bundled training and support |
| Founded | 2021 | 1998 |
| Headquarters | Seattle, Washington | Raleigh, NC, United States |
| Employees | 5,000+ | 1,001–5,000 |
| Funding | — | Private equity round · $10M raised |
| Best for | — | 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
AWS
Pricing not available.
Prometheus Group
Pros and cons
Themes from the AI answers that mention each brand
AWS
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
- Pay-as-you-go, usage-based pricing
- Deep integration with the AWS ecosystem and AI tools
- Recognised by analysts such as Gartner and ISG
- Requires strong AWS engineering or technical expertise
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, “AWS vs Prometheus Group”, https://slateindex.ai/compare/aws-vs-prometheus, data of Nov 2, 2026. Licence: CC BY 4.0.