# Tailscale: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 28 judge labels across 3 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/tailscale

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Zero trust network access](https://www.gane.ai/index/it/network/zero-trust-network-access/index.md) | 0% | 9 | 4% | 25 |
| [Network access control](https://www.gane.ai/index/it/network/network-access-control/index.md) | 0% | 32 | 0% | 2 |
| [Microsegmentation](https://www.gane.ai/index/it/network/microsegmentation/index.md) | 0% | 52 | 0% | 1 |

## What the models said for it

- "excellent for smaller environments and very easy to manage, though it's more of a zero-trust network access approach than a full enterprise ZTNA suite" (GPT-5.4 mini, ZTNA)
- "primarily needs fast, developer-friendly connectivity rather than a general business ZTNA program" (Perplexity Sonar, ZTNA)
- "Excellent for tech-forward or dev-heavy environments; extremely fast deployment, low overhead" (Gemini 3.5 Flash, ZTNA)
- "Best for: Technical teams and developers. Uses WireGuard for peer-to-peer mesh networking." (DeepSeek V4 Flash, ZTNA)

## And against it

- "Pure mesh VPNs like Tailscale — Good for engineering teams but less suited for general B2B workforce zero trust" (Kimi K2, ZTNA)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 5 | 1 | 0 | 6 |
| Perplexity Sonar | 0 | 1 | 2 | 0 | 3 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 3 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Tailscale, from 73 of the 92 answers that named it (only the models that return a source list).

### Domains cited

- cloudflare.com: 33
- cyberpress.org: 28
- twingate.com: 24
- cybersecuritynews.com: 21
- tailscale.com: 19 (its own site)
- aimultiple.com: 18
- expertinsights.com: 18
- costbench.com: 17
- slashdot.org: 16
- petronellatech.com: 15

### Pages cited

- https://cyberpress.org/ztna-solutions-by-business-size: 24
- https://cybersecuritynews.com/best-ztna-solutions: 17
- https://expertinsights.com/network-security/the-top-zero-trust-network-access-solutions: 17
- https://aimultiple.com/ztna-solutions: 16
- https://cloudflare.com/sase/products/access: 15
- https://petronellatech.com/blog/zero-trust-vendors-compared-top-10-smbs-2026: 15
- https://twingate.com/pricing: 15
- https://slashdot.org/software/zero-trust-network-access-ztna/f-small-business: 14

## In its own words

What Tailscale's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The connectivity platform for devs, IT, and security teams. Zero Trust identity-based access that deploys in minutes and scales to every resource. (https://tailscale.com/)
- For: devs, IT, and security teams (https://tailscale.com/)
- Price stated: Pricing (https://tailscale.com/)
- Starting price: $0 (https://tailscale.com/pricing)
- Free plan or trial: Start free (https://tailscale.com/)
- Integrations claimed: 100 (https://tailscale.com/)
- Certifications: SOC 2 Type II
- Hosting: multiple regions
- Customers named: Instacart, Cribl, Mercury, Corelight, Notorious Studios, Yugabyte, Cobalt Speech, Bolt

## What it publishes

Every page tailscale.com exposes, read 2026-09-29: 1279 addresses. By kind, pages and the last 90 days:

- blog: 408 pages, 6 in the last 90 days, latest 2026-09-22
- case study: 39 pages, 0 in the last 90 days, latest 2022-07-01
- webinar or virtual event: 4 pages, 0 in the last 90 days, latest 2026-01-05
- conference or event: 3 pages, 0 in the last 90 days, latest 2025-12-08
- report or ebook: 3 pages, 0 in the last 90 days, latest 2026-01-05
- comparison: 27 pages, 0 in the last 90 days, latest 2026-06-24
- template or tool: 1 pages, 0 in the last 90 days, latest 2026-01-05
- glossary or explainer: 8 pages, 2 in the last 90 days, latest 2026-09-18
- news or press: 2 pages, 0 in the last 90 days, latest 2024-04-19
- Recent: 2026-09-22 blog: We're making Tailscale faster https://tailscale.com/blog/making-tailscale-faster
- Recent: 2026-09-18 glossary or explainer: What is Aperture? · Tailscale Docs https://tailscale.com/docs/aperture/what-is-aperture
- Recent: 2026-09-11 blog: Built in router nas vpns https://tailscale.com/blog/built-in-router-nas-vpns
- Recent: 2026-09-09 blog: Kubernetes operator 1102 https://tailscale.com/blog/kubernetes-operator-1102
- Recent: 2026-08-31 blog: Tailcat: An open-source CLI for Tailscale’s WireGuard®, NAT traversal, and DERP https://tailscale.com/blog/tailcat
- Recent: 2026-08-31 blog: Easier building with tailscale https://tailscale.com/blog/easier-building-with-tailscale

## 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.