Helicone vs Cloudflare AI Gateway
Zero of fourteen models named Helicone first on the direct prompt; zero named Cloudflare AI Gateway. Helicone was named by seven of the fourteen models and Cloudflare AI Gateway by thirteen and Helicone carries 16 labels and Cloudflare AI Gateway 33, so the shares are not directly comparable.
Named in one category 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
HeliconeFirst choices, of fourteen modelsCloudflare AI Gateway
Across every category in the November 2026 Edition, Helicone and Cloudflare AI Gateway were named in the same answer twenty-six times, of the 58 answers naming Helicone and the 102 naming Cloudflare AI Gateway. In those answers Cloudflare AI Gateway took the first choice zero times and Helicone one.
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 | | |
Helicone Cloudflare AI Gateway first choice named as an alternative argued againstblank: not namedEach cell is one answer, Helicone on the left and Cloudflare AI Gateway on the right.The direct prompt
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.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
Helicone10%#3 of 9Cloudflare AI Gateway3%#5 of 9Helicone4%#4 of 9Cloudflare AI Gateway2%#5 of 9Helicone0%#9 of 10Cloudflare AI Gateway0%#8 of 10What the models said about Helicone
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Managed/third-party hosted gateways with weak privacy controls (e.g., some observability-focused ones like early PromptLayer or Helicone variants)” Grok 4.20 · negative prompt · soft negative
“My top pick for a typical mid-sized B2B company: Start with Helicone.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I recommend Helicone as the best all-around choice” Kimi K2 · paraphrase prompt · first choice
“Excellent observability, caching, and cost analytics | Stronger on monitoring than routing; paid plans for advanced usage” Grok 4.20 · budget prompt · alternative
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.