Port vs Humanitec
Nine of fourteen models named Port first on the direct prompt; zero named Humanitec. Port was named by fourteen of the fourteen models and Humanitec by eleven and Port carries 59 labels and Humanitec 20, 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 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 internal developer portals page.
By framing
PortFirst choices, of fourteen modelsHumanitec
Across every category in the October 2026 Edition, Port and Humanitec were named in the same answer fifty-four times, of the 177 answers naming Port and the 65 naming Humanitec. In those answers Humanitec took the first choice two times and Port twenty-eight.
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 4.1 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 | | | | |
Port Humanitec first choice named as an alternative argued againstblank: not namedEach cell is one answer, Port on the left and Humanitec on the right.The direct prompt
Port first, Humanitec not the choice
9 of 14 modelsHumanitec was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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
What the models said about Port
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Port, if fully self-hosted/on-prem deployment is a hard requirement... confirm that those meet your actual data-residency and isolation requirements before committing.” GPT-6 Luna · negative prompt · soft negative
“Some portals, like Backstage and Port, are essentially user interfaces or catalogs that sit on top of your existing tools. They do not provide an execution layer” Mistral Small · negative prompt · soft negative
“High-Cost Enterprise SaaS Portals (e.g., Port, Cortex) ... Who should be cautious: Startups with tight budgets” Gemini 3.5 Flash · negative prompt · soft negative
“Port is the best starting point for most teams in 2026, because it gives you a production portal in days without a platform team babysitting it.” Muse Glimmer 30B · budget prompt · first choice
“For most mid-sized B2B software companies today, Port gives the best balance of time-to-value, governance and mid-market pricing” Muse Glimmer 30B · paraphrase prompt · first choice
“Port is often the best default for a mid-market B2B company because it offers a commercial, lower-effort path” Perplexity Sonar · direct prompt · first choice
What the models said about Humanitec
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Humanitec - Opaque Pricing & Complexity ... Vendor lock-in concerns” Kimi K2 · negative prompt · soft negative
“if you mainly want a portal UI, it may be more than you need” GPT-5.4 mini · comparative prompt · soft negative
“Overkill or less dev-portal focus” Grok 4.1 Fast · paraphrase prompt · soft negative
“my default recommendation would be Humanitec if you want a true internal developer platform (IDP) foundation” GPT-5.4 mini · paraphrase prompt · first choice
“Choose this if your architecture is complex (multi-cloud) and you don't care much about the visual catalog/UI.” Qwen 3.7 Flash · paraphrase prompt · alternative
“Humanitec is called out for opinionated platform automation, suitable for centralized platform teams” Muse Glimmer 30B · comparative 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.