Backstage vs Humanitec
Zero of fourteen models named Backstage first on the direct prompt; zero named Humanitec. Backstage was named by fourteen of the fourteen models and Humanitec by eleven and Backstage carries 67 labels and Humanitec 20, 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
BackstageFirst choices, of fourteen modelsHumanitec
Across every category in the October 2026 Edition, Backstage and Humanitec were named in the same answer fifty-seven times, of the 197 answers naming Backstage and the 65 naming Humanitec. In those answers Humanitec took the first choice two times and Backstage sixteen.
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 | | | | |
Backstage Humanitec first choice named as an alternative argued againstblank: not namedEach cell is one answer, Backstage on the left and Humanitec on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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
Backstage23%#2 of 7Humanitec0%#7 of 7Backstage23%#2 of 9Humanitec2%#5 of 9Backstage22%#2 of 9Humanitec5%#6 of 9What the models said about Backstage
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Strongly Avoid ... Backstage is a framework, not a finished product. Many organizations treat it as such and end up disappointed.” GLM 4.7 FlashX · negative prompt · hard negative
“At 500 people, avoid self-hosting raw Backstage unless you have a dedicated, well-funded Developer Experience team.” Gemini 3.5 Flash · scale prompt · hard negative
“Why Not Backstage for Mid-Sized Companies? ... it's generally not ideal for mid-sized B2B companies” Kimi K2 · paraphrase prompt · hard negative
“Backstage - an open-source developer portal framework created by Spotify that acts as a central interface for services, documentation, and engineering workflows.” Llama 4 Maverick · paraphrase prompt · first choice
“Compare a self-managed Backstage option, a managed Backstage option such as Roadie, and configurable commercial portals such as Port and Cortex.” GPT-6 Luna · scale prompt · first choice
“Backstage is often treated as the portal framework standard and a starting point for teams that want full control” Perplexity Sonar · comparative 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.