One of fourteen models named OpenRouter first on the direct prompt; one named Helicone. OpenRouter was named by fourteen of the fourteen models and Helicone by twelve and OpenRouter carries 42 labels and Helicone 27, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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.
Across every category in the October 2026 Edition, OpenRouter and Helicone were named in the same answer fifty-one times, of the 125 answers naming OpenRouter and the 80 naming Helicone. In those answers Helicone took the first choice four times and OpenRouter seventeen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“It is considered a high-risk option for data residency as its default catalog includes Chinese-hosted models.” Llama 4 Maverick · negative prompt · hard negative
“avoid OpenRouter for anything with sensitive/PII data” DeepSeek V4 Flash · negative prompt · hard negative
“OpenRouter, for confidential or regulated prompts: Not a blanket "avoid," but check both the gateway settings and the selected model provider.” GPT-6 Luna · negative prompt · soft negative
“For most mid‑market B2B companies, I’d start with OpenRouter or Portkey to get a managed gateway quickly” GLM 4.7 FlashX · direct prompt · first choice
“Start with OpenRouter. It is the easiest way to get access to multiple models with zero setup.” GLM 4.7 FlashX · budget prompt · first choice
“and OpenRouter if you want the lowest-ops path with immediate access to many models” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What I'd Avoid... Helicone | In maintenance mode since Mintlify acquisition” Kimi K2 · paraphrase prompt · hard negative
“now in maintenance mode. Avoid for new builds.” DeepSeek V4 Flash · paraphrase prompt · hard negative
“now maintenance mode post-2026 acquisition—no new signups, but OSS viable ... Hosted future uncertain; basic evals.” Grok 4.1 Fast · paraphrase prompt · soft negative
“Choose Helicone if you need to debug why a specific LLM chain is failing, require the absolute lowest latency” Qwen 3.7 Flash · comparative prompt · first choice
“Start with Helicone. It is the most "agile" tool for a mid-sized B2B company.” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend starting with Portkey.ai or Helicone” MiniMax M2.5 · direct prompt · first choice
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.