LiteLLM vs Cloudflare AI Gateway
Six of fourteen models named LiteLLM first on the direct prompt; zero named Cloudflare AI Gateway. LiteLLM was named by fourteen of the fourteen models and Cloudflare AI Gateway by thirteen and LiteLLM carries 66 labels and Cloudflare AI Gateway 33, so the shares are not directly comparable.
Named in three categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the LLM gateways and observability page.
By framing
LiteLLMFirst choices, of fourteen modelsCloudflare AI Gateway
Across every category in the November 2026 Edition, LiteLLM and Cloudflare AI Gateway were named in the same answer ninety-eight times, of the 207 answers naming LiteLLM and the 102 naming Cloudflare AI Gateway. In those answers Cloudflare AI Gateway took the first choice three times and LiteLLM forty-two.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | |
LiteLLM Cloudflare AI Gateway first choice named as an alternative argued againstblank: not namedEach cell is one answer, LiteLLM on the left and Cloudflare AI Gateway on the right.The direct prompt
LiteLLM first, Cloudflare AI Gateway an alternative
6 of 14 modelsCloudflare AI Gateway was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
LiteLLM33%#2 of 9Cloudflare AI Gateway3%#5 of 9LiteLLM36%#1 of 9Cloudflare AI Gateway2%#5 of 9LiteLLM18%#2 of 10Cloudflare AI Gateway0%#8 of 10What the models said about LiteLLM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“"LiteLLM put a credential stealer on PyPI and Docker on the day of my test, its second compromised release this year." [6]” Muse Glimmer 30B · negative prompt · hard negative
“you should be especially cautious about—or avoid—self-hosted or open-source LLM gateways like LiteLLM and Ollama” Mistral Small · negative prompt · hard negative
“The clearest current red flag is LiteLLM’s 2026 package/container compromises; avoid unverified versions” Perplexity Sonar · negative prompt · hard negative
“The de facto open-source standard for multi-provider integration... Choose LiteLLM if you want a flexible, open-source proxy to eliminate vendor lock-in” Gemini 3.5 Flash · comparative prompt · first choice
“Best overall for a limited budget: Self‑host LiteLLM (or Bifrost) → pay only provider rates, full control, and strong cost governance.” GLM 4.7 FlashX · budget prompt · first choice
“Choose LiteLLM if you are a Python shop, need to self-host for data compliance, or want granular control over complex routing rules.” Qwen 3.7 Flash · comparative prompt · first choice
What the models said about Cloudflare AI Gateway
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For most budget-conscious companies, I'd start with Cloudflare AI Gateway using your own provider API keys (BYOK).” GPT-6 Luna · budget prompt · first choice
“if you already use Cloudflare and want a low-friction managed option; it can be cost-effective, but it's less of a full multi-provider control plane” GPT-5.4 mini · budget prompt · alternative
“Ideal if you already use Cloudflare. It offers powerful DDoS protection, rate limiting, and caching at the network edge.” Qwen 3.7 Flash · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.