Data as of Oct 18, 2026Based on 288 AI responses
Reviewed by Dimitry Apollonsky
AI summary
ProsperOps holds a narrow lead over Vantage, primarily recommended for autonomous commitment discount management. When buyers ask for automated waste remediation or storage auditing, AWS is the usual answer.
Rank and Mentioned in · since Jul 6
| # | Brand | Recommended for | Mentioned in |
|---|---|---|---|
| 1 | autonomous commitment management and automated discount optimization | autonomous commitment management and automated discount optimization | 36% |
| 2 | developer-friendly multi-cloud cost allocation and automation | developer-friendly multi-cloud cost allocation and automation | 34% |
| 3 | native waste auditing and automated resource remediation | native waste auditing and automated resource remediation | 29% |
| 4 | autonomous Kubernetes container rightsizing and cost reduction | autonomous Kubernetes container rightsizing and cost reduction | 27% |
| 5 | resource-level cost attribution, anomaly detection, and unit economics | resource-level cost attribution, anomaly detection, and unit economics | 24% |
| 6 | autonomous Reserved Instance purchasing and idle infrastructure cleanup | autonomous Reserved Instance purchasing and idle infrastructure cleanup | 24% |
| 7 | automated commitment optimization and container rightsizing for AWS environments | automated commitment optimization and container rightsizing for AWS environments | 24% |
| 8 | enterprise-grade cloud governance and multi-cloud financial management | enterprise-grade cloud governance and multi-cloud financial management | 20% |
| 9 | native waste auditing and cloud infrastructure cost management | native waste auditing and cloud infrastructure cost management | 18% |
| 10 | 17% | ||
| 11 | 15% | ||
| 12 | autonomous commitment management that automatically buys and sells resources | autonomous commitment management that automatically buys and sells resources | 14% |
| 13 | 14% | ||
| 14 | 14% | ||
| 15 | 13% |
Weeks of Aug 24 – Oct 18, 2026 · Since Jul 5
Widest split: nOps, 13% on ChatGPT Search and 35% on Google AI Mode.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| ProsperOps | 31% | 42% | |
| Vantage | 37% | 31% | |
| AWS | 31% | 27% | |
| Cast AI | 23% | 32% | |
| CloudZero | 32% | 17% | |
| Usage AI | 16% | 32% | |
| nOps | 13% | 35% | |
| Apptio Cloudability | 23% | 16% | |
| Microsoft Azure | 18% | 19% | |
| AWS Cost Explorer | 15% | 18% |
68% of citations point at the ranked brands’ own sites. youtube.com, reddit.com, eon.io are the most-cited sites outside the ranked brands’ own domains.
Market map
Mentioned in · since Jul 6
Leading brands by topic
Our cloud storage bill has doubled in six months without a corresponding increase in users. Who can audit our infrastructure for waste?
How can we automate the purchasing of Reserved Instances and Savings Plans without locking ourselves into too much capacity?