# Sedai: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/sedai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 0% | 73 | 100% | 1 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 91 | 0% | 1 |

## What the models said for it

- "Sedai/Cycloid for even lower entry pricing" (Muse Glimmer 30B, IT financial mgmt)

## And against it

- "primarily optimization or automation products, not complete cost-visibility systems" (Perplexity Sonar, FinOps)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Sedai, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- amnic.com: 1
- blog.invgate.com: 1
- cloudaware.com: 1
- community.nasscom.in: 1
- costanalyst.ai: 1
- designrush.com: 1
- doit.com: 1
- eon.io: 1
- finout.io: 1
- fuelfinance.me: 1

### Pages cited

- https://amnic.com/blogs/cloud-cost-management-tools: 1
- https://blog.invgate.com/itfm-software: 1
- https://cloudaware.com/blog/cloud-cost-management-tools: 1
- https://community.nasscom.in/communities/cloud-computing/cloud-cost-management-tools-5-options-control-cloud-spending: 1
- https://costanalyst.ai/best/it-financial-management-software: 1
- https://designrush.com/agency/it-services/trends/cloud-cost-management-tools: 1
- https://doit.com/blog/cloud-cost-management-tools-buyers-guide: 1
- https://eon.io/blog/cloud-cost-management: 1

## In its own words

What Sedai's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: The Optimization Platform for Cloud & AI (https://sedai.io/)
- For: Platform Engineer, SRE, FinOps, Cloud Operations, Technology Leadership (https://sedai.io/)
- Price stated: Sedai uses a simple, volume-based pricing model, designed to ensure our customers achieve a positive ROI. (https://sedai.io/)
- Certifications: SOC 2 Type II
- Hosting: AWS, Microsoft Azure, Google Cloud, on-premises Kubernetes
- Customers named: Palo Alto Networks, GSK, HP, KnowBe4, Relay Network, Informed

## What it publishes

Every page sedai.io exposes, read 2026-09-29: 576 addresses. By kind, pages and the last 90 days:

- blog: 406 pages, 28 in the last 90 days, latest 2026-09-25
- case study: 3 pages, 1 in the last 90 days, latest 2026-07-06
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2022-03-14
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- comparison: 23 pages, 1 in the last 90 days, latest 2026-08-10
- template or tool: 2 pages, 0 in the last 90 days, latest 2025-12-30
- glossary or explainer: 8 pages, 3 in the last 90 days, latest 2026-08-05
- podcast or video: 1 pages, 0 in the last 90 days, latest 2024-10-31
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-25 blog: Comparing aws lambda eks ecs ecs factors in system design and cost management https://sedai.io/blog/comparing-aws-lambda-eks-ecs-ecs-factors-in-system-design-and-cost-management
- Recent: 2026-09-25 blog: No bs career advice engineers https://sedai.io/resources/no-bs-career-advice-engineers
- Recent: 2026-09-17 blog: Vp ai get more value from claude https://sedai.io/resources/vp-ai-get-more-value-from-claude
- Recent: 2026-09-15 blog: Terraform onboarding https://sedai.io/blog/terraform-onboarding
- Recent: 2026-09-11 blog: Create ai reports you trust https://sedai.io/resources/create-ai-reports-you-trust
- Recent: 2026-09-10 blog: Pod interceptor https://sedai.io/blog/pod-interceptor

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.