# OpsLevel vs Humanitec: which do AI models recommend for developer portals, October 2026

IT AI Recommendation Index, October 2026 Edition, Internal developer portals. Zero of fourteen models named OpsLevel first on the direct prompt; zero named Humanitec. Page: https://it-ai-index.com/developer/internal-developer-portals/opslevel-vs-humanitec/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| OpsLevel | 8% | #4 of 9 | 12% | 41 | 14 of 14 |
| Humanitec | 2% | #5 of 9 | 15% | 20 | 11 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: neither first, one named (first choices: Port) (alternatives: OpsLevel, Palo Alto Networks Cortex Cloud, Roadie)
- Grok 4.1 Fast: neither first, one named (first choices: Port.io) (alternatives: Atlassian Compass, Backstage, OpsLevel, Palo Alto Networks Cortex Cloud)
- DeepSeek V4 Flash: neither first, one named (first choices: Port) (alternatives: OpsLevel, Palo Alto Networks Cortex Cloud)
- Qwen 3.7 Flash: neither first, one named (first choices: Port.io) (alternatives: Configure8, OpsLevel)
- Kimi K2: neither first, one named (first choices: Port) (alternatives: Configure8, OpsLevel, Palo Alto Networks Cortex Cloud, Roadie)
- GLM 4.7 FlashX: neither first, one named (first choices: Port) (alternatives: Backstage, OpsLevel, Palo Alto Networks Cortex Cloud)
- MiniMax M2.5: neither first, one named (first choices: Port) (alternatives: Configure8, OpsLevel, Palo Alto Networks Cortex Cloud)
- GPT-6 Luna: neither first, one named (first choices: Port) (alternatives: OpsLevel, Palo Alto Networks Cortex Cloud, Roadie)
- Muse Glimmer 30B: neither first, one named (first choices: Port) (alternatives: OpsLevel, Palo Alto Networks Cortex Cloud)
- Claude Haiku 4.5: neither named
- GPT-5.4 mini: neither named (first choices: Palo Alto Networks Cortex Cloud) (alternatives: Backstage, Port)
- Perplexity Sonar: neither named (first choices: Port) (alternatives: Backstage, Palo Alto Networks Cortex Cloud)
- Mistral Small: neither named (first choices: Port) (alternatives: Palo Alto Networks Cortex Cloud)
- Llama 4 Maverick: neither named

## What the models said about OpsLevel

- "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)

## What the models said about Humanitec

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.