Portkey vs Helicone
Six of twelve models named Portkey first on the direct prompt; one named Helicone. Both were named by all twelve models and Portkey carries 43 labels and Helicone 30, so the shares are not directly comparable.
Named in two categories 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 twelve 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
PortkeyFirst choices, of twelve modelsHelicone
The direct prompt
Portkey first, Helicone an alternative
6 of 12 modelsHelicone was named in the answer but not as the choice, or not at all.Helicone first, Portkey not the choice
1 of 12 modelsPortkey was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 12 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
What the models said about Portkey
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Strong governance/compliance features, but one comparison says you should expect extra latency overhead” Perplexity Sonar · negative prompt · soft negative
“For most mid-sized B2B companies looking for a balance of velocity and control, starting with a Portkey pilot is highly recommended.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Portkey is widely considered the best all-around solution for mid-market businesses due to its specialized governance features” Qwen 3.7 Flash · direct prompt · first choice
“Portkey (Best Managed / Enterprise Governance): ... a premium, developer-friendly gateway. It offers top-tier reliability features” Gemini 3.5 Flash · scale prompt · first choice
What the models said about Helicone
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid depending on Helicone — it's now in maintenance mode” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid if you need active development.” GLM 4.7 FlashX · negative prompt · hard negative
“Some sources note Helicone's roadmap/maintenance has been evolving; if stability matters, bias toward Portkey or Braintrust.” DeepSeek V4 Flash · paraphrase prompt · soft negative
“LiteLLM (for flexibility and cost control) or Helicone (for observability and ease of use) are the best LLM gateway choices” Mistral Small · direct prompt · first choice
“Portkey and Helicone are the most frequently recommended LLM observability and routing platforms” Mistral Small · paraphrase prompt · first choice
“LiteLLM (self-hosted, free) and Helicone (free tier, low-cost Pro plan) are the top picks” Mistral Small · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.