Roadie vs OpsLevel
One of fourteen models named Roadie first on the direct prompt; one named OpsLevel. Roadie was named by thirteen of the fourteen models and OpsLevel by fourteen and Roadie carries 32 labels and OpsLevel 42, 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 internal developer portals page.
By framing
RoadieFirst choices, of fourteen modelsOpsLevel
Across every category in the November 2026 Edition, Roadie and OpsLevel were named in the same answer seventy-three times, of the 103 answers naming Roadie and the 124 naming OpsLevel. In those answers OpsLevel took the first choice three times and Roadie 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 4.20 | | | | | ||
| 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 | | | | |
Roadie OpsLevel first choice named as an alternative argued againstblank: not namedEach cell is one answer, Roadie on the left and OpsLevel on the right.The direct prompt
Roadie first, OpsLevel not the choice
1 of 14 modelsOpsLevel was named in the answer but not as the choice, or not at all.OpsLevel first, Roadie an alternative
1 of 14 modelsRoadie was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 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 Roadie
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“starting with a SaaS catalog-first portal like Port or Roadie gives the quickest developer experience lift” Muse Glimmer 30B · paraphrase prompt · first choice
“Need speed and developer experience? Port or Roadie.” Mistral Small · comparative prompt · first choice
“I'd recommend Roadie for a mid-sized B2B company” GLM 4.7 FlashX · paraphrase 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 seven in this category shown.
“Proprietary Closed‑Source Portals (e.g., Port.io, OpsLevel, Atlassian Compass) | *Vendor lock‑in.*” GLM 4.7 FlashX · negative prompt · soft negative
“proprietary portals (Port.io, OpsLevel, Atlassian Compass, etc.) carry vendor lock-in risks” Mistral Small · negative prompt · soft negative
“Proprietary SaaS IDPs with Rigid Lock-In (Port, Cortex, OpsLevel)... Data Model Lock-In” Gemini 3.5 Flash · negative prompt · soft negative
“I'd recommend Cortex or OpsLevel” MiniMax M2.5 · direct prompt · first choice
“OpsLevel if automated cataloging, service ownership, and enforcing engineering standards are the main goals.” GPT-6 Luna · direct prompt · alternative
“When to choose OpsLevel: If automated catalog discovery and "maturity" tracking are your biggest pain points” Grok 4.20 · paraphrase 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.