# Tailscale: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 19 judge labels across 1 categories by 9 of 12 models. Page: https://it-ai-index.com/vendors/tailscale/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Zero trust network access | 0% | 11 | 11% | 19 |

## What the models said for it

- "For startups under 10 users, Tailscale (free for 3) or Twingate (free for 5) layered on identity you already own costs nothing to start." (Claude Haiku 4.5, ZTNA)
- "software-first ZTNA solutions (e.g., Twingate, Tailscale). They are exceptionally fast to deploy and maintain" (Gemini 3.5 Flash, ZTNA)
- "Excellent for dev-heavy B2B or mesh networking... but more network-oriented than app-specific ZTNA" (Grok 4.1 Fast, ZTNA)
- "Provides a free tier for up to 3 users, making it a good choice for very small teams or startups" (Mistral Small, ZTNA)

## And against it

- "Verdict: Avoid Tailscale for critical production infrastructure until their Workload Identity Federation (WIF) rollout is fully matured" (Qwen 3.7 Flash, ZTNA)
- "The hosted coordination server is a single point of trust" (DeepSeek V4 Flash, ZTNA)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.