# MirrorFly: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/mirrorfly

## 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% | 63 | 0% | 2 |

## 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 | 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 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

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

### Domains cited

- cometchat.com: 6
- guideflow.com: 5
- github.com: 4
- businessofapps.com: 2
- getstream.io: 2
- techradar.com: 2
- textus.com: 2
- trueconf.com: 2
- ably.com: 1
- agilityportal.io: 1

### Pages cited

- https://cometchat.com/blog/best-enterprise-chat-platforms-for-in-app-messaging-2026: 6
- https://github.com/ishandutta2007/Awesome-In-App-Direct-Messaging: 4
- https://guideflow.com/blog/in-app-messaging-software: 4
- https://businessofapps.com/marketplace/in-app-messaging: 2
- https://techradar.com/pro/best-enterprise-messaging-platform: 2
- https://textus.com/blog/best-enterprise-messaging-platforms: 2
- https://trueconf.com/blog/reviews-comparisons/work-chat-apps: 2
- https://ably.com/blog/chat-and-messaging-application-features: 1

## In its own words

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

- Positioning: MirrorFly is an AI-powered CPaaS platform offering fully customizable chatbot, agent, video, voice, chat, live-streaming, SIP/VoIP, and activity-feed APIs and SDKs for web and mobile apps. (https://mirrorfly.com/)
- For: Enterprises (https://mirrorfly.com/)
- Price stated: MirrorFly’s self-hosted communication solution is available for a custom pricing based on your unique enterprise requirements. (https://www.mirrorfly.com/chat/pricing)
- Free plan or trial: No, MirrorFly does not offer a free trial. Instead you can access their free demo. (https://www.mirrorfly.com/chat/pricing)
- Integrations claimed: 15 (https://mirrorfly.com/); 100 (https://www.mirrorfly.com/case-studies) (pages disagree)
- Certifications: HIPAA, GDPR
- Customers named: Ejada, True Digital Group, MyGate, TrueID, Voice Systems Engineering

## What it publishes

Every page mirrorfly.com exposes, read 2026-09-29: 1109 addresses. By kind, pages and the last 90 days:

- blog: 130 pages, 7 in the last 90 days, latest 2026-08-27
- case study: 9 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 9 pages, 0 in the last 90 days, latest 2024-11-08
- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 34 pages, 6 in the last 90 days, latest 2026-09-25
- glossary or explainer: 13 pages, 0 in the last 90 days, latest 2026-01-09
- podcast or video: 4 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-25 comparison: Livekit alternatives https://www.mirrorfly.com/blog/livekit-alternatives
- Recent: 2026-08-27 blog: Build video kyc platform https://www.mirrorfly.com/blog/build-video-kyc-platform
- Recent: 2026-08-12 blog: Enterprise communication statistics report https://www.mirrorfly.com/blog/enterprise-communication-statistics-report
- Recent: 2026-08-06 blog: Best white label cpaas providers https://www.mirrorfly.com/blog/best-white-label-cpaas-providers
- Recent: 2026-08-05 blog: Slack app development https://www.mirrorfly.com/blog/slack-app-development
- Recent: 2026-07-29 comparison: Cloud vs on premise chat security https://www.mirrorfly.com/blog/cloud-vs-on-premise-chat-security

## 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.