# Roadie: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 32 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/roadie

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 8% | 4 | 0% | 32 |

## What the models said for it

- "starting with a SaaS catalog-first portal like Port or Roadie gives the quickest developer experience lift" (Muse Glimmer 30B, Developer portals)
- "Need speed and developer experience? Port or Roadie." (Mistral Small, Developer portals)
- "I'd recommend Roadie for a mid-sized B2B company" (GLM 4.7 FlashX, Developer portals)
- "my default recommendation would be Roadie" (GPT-5.4 mini, Developer portals)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 2 | 2 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 5 | 0 | 0 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 2 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 2 | 0 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Roadie, from 94 of the 103 answers that named it (only the models that return a source list).

### Domains cited

- cycloid.io: 42
- roadie.io: 42 (its own site)
- port.io: 36
- opslevel.com: 34
- dupple.com: 31
- toolradar.com: 29
- cortex.io: 25
- humanitec.com: 24
- backstage.io: 22
- controlplane.com: 19

### Pages cited

- https://dupple.com/learn/best-internal-developer-portals: 31
- https://toolradar.com/guides/best-internal-developer-portals: 29
- https://roadie.io/blog/7-best-developer-portals-for-enterprise-engineering-teams: 27
- https://humanitec.com/internal-developer-portal: 21
- https://controlplane.com/blog/post/best-internal-developer-platforms: 19
- https://opslevel.com/resources/internal-developer-portal-the-buyers-guide: 19
- https://thectoclub.com/tools/best-internal-developer-portals: 17
- https://guideflow.com/blog/internal-developer-platform: 15

## In its own words

What Roadie's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Engineering Context for AI Agents (https://roadie.io/)
- For: engineering teams (https://roadie.io/)
- Price stated: Teams: $24 per dev/month; Growth: Custom; Enterprise Context: Custom (https://roadie.io/pricing)
- Starting price: 24 (https://roadie.io/pricing)
- Free plan or trial: free trial (https://roadie.io/pricing)
- Certifications: SOC 2 Type II
- Hosting: EU
- Customers named: Contentful, Snyk, Relativity, Royal Mail, Baillie Gifford, Celonis, AstraZeneca, Uplight

## What it publishes

Every page roadie.io exposes, read 2026-10-05: 952 addresses. By kind, pages and the last 90 days:

- blog: 112 pages, 0 in the last 90 days, latest 2026-06-30
- case study: 11 pages, 0 in the last 90 days, latest undated
- conference or event: 6 pages, 0 in the last 90 days, latest 2023-06-26
- comparison: 8 pages, 0 in the last 90 days, latest 2026-04-16
- template or tool: 2 pages, 0 in the last 90 days, latest 2026-05-27
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-06-30 blog: Context engineering definition problem https://roadie.io/blog/context-engineering-definition-problem
- Recent: 2026-06-11 blog: Ai augmented squads service duplication https://roadie.io/blog/ai-augmented-squads-service-duplication
- Recent: 2026-06-04 blog: Mcp server context window https://roadie.io/blog/mcp-server-context-window
- Recent: 2026-05-27 template or tool: Context engineering checklist ai developer platform https://roadie.io/blog/context-engineering-checklist-ai-developer-platform
- Recent: 2026-05-27 blog: Engineering organisation opacity ai agents https://roadie.io/blog/engineering-organisation-opacity-ai-agents
- Recent: 2026-05-19 blog: Engineering context ai agents production https://roadie.io/blog/engineering-context-ai-agents-production

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.