# Matrix: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/matrix

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [In-app messaging and customer communications](https://www.gane.ai/index/gtm/customer/in-app-messaging-and-customer-communications/index.md) | 0% | 26 | 0% | 4 |

## What the models said for it

- "Safer alternatives: Consider self-hosted/open-source options like Matrix, SimpleX (no user IDs, strong privacy by design)" (Grok 4.20, In-app messaging)
- "Open‑source decentralized communication protocol with self‑hosted servers." (GLM 4.7 FlashX, In-app messaging)
- "Signal (if self-hosted), Matrix/Element" (Kimi K2, In-app messaging)

## 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 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Matrix, from 6 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- sendbird.com: 5
- getstream.io: 4
- github.com: 4
- cometchat.com: 3
- rocket.chat: 3
- trtc.io: 3
- ably.com: 2
- crysp.petsymposium.org: 2
- element.io: 2
- mcafee.com: 2

### Pages cited

- https://github.com/ishandutta2007/Awesome-In-App-Direct-Messaging: 4
- https://crysp.petsymposium.org/popets/2024/popets-2024-0151.pdf: 2
- https://getstream.io/chat/sdk: 2
- https://mcafee.com/learn/how-secure-is-your-messaging-app: 2
- https://oril.co/blog/best-9-in-app-chat-apis-and-messaging-sdks-review-and-comparison: 2
- https://par.nsf.gov/servlets/purl/10431841: 2
- https://talk.tidbits.com/t/safest-messaging-app/29654: 2
- https://zapier.com/blog/best-secure-messaging-app: 2

## In its own words

What Matrix's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: AI knowledge enablement and support (https://matrixflows.com/)
- For: customers, partners, and employees (https://matrixflows.com/)
- Price stated: Unlimited users · No per-seat pricing · No per-resolution fees (https://matrixflows.com/)
- Starting price: 0 (https://matrixflows.com/)
- Free plan or trial: Start Free (https://matrixflows.com/)
- Integrations claimed: 1000 (https://matrixflows.com/)
- Customers named: Salesforce

## What it publishes

Every page matrixflows.com exposes, read 2026-09-29: 236 addresses. By kind, pages and the last 90 days:

- blog: 122 pages, 6 in the last 90 days, latest 2026-08-29
- case study: 15 pages, 0 in the last 90 days, latest undated
- comparison: 41 pages, 3 in the last 90 days, latest 2026-08-25
- template or tool: 2 pages, 0 in the last 90 days, latest 2025-08-18
- glossary or explainer: 1 pages, 1 in the last 90 days, latest 2026-08-06
- Recent: 2026-08-29 blog: Product adoption metrics that predict renewal https://www.matrixflows.com/blog/product-adoption-metrics-that-predict-renewal
- Recent: 2026-08-25 blog: Customer operations team structure https://www.matrixflows.com/blog/customer-operations-team-structure
- Recent: 2026-08-25 blog: Digital customer success automation guide https://www.matrixflows.com/blog/digital-customer-success-automation-guide
- Recent: 2026-08-25 comparison: Gross revenue retention vs net retention https://www.matrixflows.com/blog/gross-revenue-retention-vs-net-retention
- Recent: 2026-08-17 blog: Customer success team structure https://www.matrixflows.com/blog/customer-success-team-structure
- Recent: 2026-08-11 blog: Customer success metrics that matter https://www.matrixflows.com/blog/customer-success-metrics-that-matter

## Record

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