Port vs OpsLevel
Nine of fourteen models named Port first on the direct prompt; zero named OpsLevel. Both were named by all fourteen models and Port carries 59 labels and OpsLevel 41, 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 modelsOpsLevel
Across every category in the October 2026 Edition, Port and OpsLevel were named in the same answer ninety-seven times, of the 177 answers naming Port and the 112 naming OpsLevel. In those answers OpsLevel took the first choice two times and Port forty-six.
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 OpsLevel first choice named as an alternative argued againstblank: not namedEach cell is one answer, Port on the left and OpsLevel on the right.The direct prompt
Port first, OpsLevel an alternative
9 of 14 modelsOpsLevel was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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 OpsLevel
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Most proprietary portals (Port.io, OpsLevel, Atlassian Compass, etc.) carry vendor lock-in risks” DeepSeek V4 Flash · negative prompt · soft negative
“Commercial tools like Cortex and OpsLevel often require 6+ months to implement.” GLM 4.7 FlashX · scale prompt · soft negative
“OpsLevel - Limited Flexibility ... Rigid data model” Kimi K2 · negative prompt · soft negative
“OpsLevel: The best option if you want a quick, service-catalog-first setup with straightforward ownership and maturity tracking.” Gemini 3.5 Flash · scale prompt · first choice
“you likely want a managed SaaS portal (Port, OpsLevel, or Cortex)” DeepSeek V4 Flash · scale prompt · first choice
“Top Recommendation: Port or OpsLevel” Kimi K2 · paraphrase 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.