{"slug":"actuated","name":"Actuated","domain":null,"verdict":"As of 2026-08-10, ChatGPT, Claude, Gemini, Grok collectively rank Actuated #4 of 10 for ci platforms for self-hosted runners at scale. Source: https://modelsagree.com/product/actuated (modelsagree.com, CC BY 4.0).","best_rank":4,"categories":1,"entries":[{"slug":"best-ci-platforms-for-self-hosted-runners-at-scale","title":"Best CI platforms for self-hosted runners at scale","rank":4,"of":10,"score":5,"appearances":1,"modelRanks":{"Claude":1},"reason":"Purpose-built for on-demand, ephemeral microVM runners (Firecracker) that eliminate the biggest self-hosting risk — job-to-job contamination and cache poisoning — while delivering near-bare-metal speed and native arm64; scales cleanly across your own hardware or cloud without the persistent-runner state problems that plague DIY setups; strong for orgs that outgrew GitHub-hosted minutes but want isolation guarantees","reasons":[{"model":"Claude","reason":"Purpose-built for on-demand, ephemeral microVM runners (Firecracker) that eliminate the biggest self-hosting risk — job-to-job contamination and cache poisoning — while delivering near-bare-metal speed and native arm64; scales cleanly across your own hardware or cloud without the persistent-runner state problems that plague DIY setups; strong for orgs that outgrew GitHub-hosted minutes but want isolation guarantees"}],"fixes":[{"model":"Claude","fix":"GitHub Actions-centric and a paid commercial product tied to a small vendor — not a fit if you're on GitLab/Buildkite pipelines or need a large-vendor support/SLA guarantee"}],"updated":"2026-08-10","rank_history":{"days":["2026-08-03","2026-08-10"],"ranks":[4,null]},"api":"https://modelsagree.com/api/v1/best/best-ci-platforms-for-self-hosted-runners-at-scale.json"}],"page":"https://modelsagree.com/product/actuated","check":"https://modelsagree.com/check?q=Actuated","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}