{"slug":"scale-ai","name":"Scale AI","domain":"scale.com","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Scale AI #5 of 8 for ai data labeling platform. Source: https://modelsagree.com/product/scale-ai (modelsagree.com, CC BY 4.0).","best_rank":5,"categories":1,"brief":{"category":"best-ai-data-labeling-platform","title":"Best AI data labeling platform","rank":5,"of":8,"top":"Labelbox","day":"2026-07-19","why":[{"t":"Unmatched throughput at scale","m":["Grok","Claude"],"q":"Unmatched throughput and expertise for frontier-model data"},{"t":"RLHF and multimodal support","m":["Grok","Claude"],"q":"a full GenAI data engine with RLHF and multimodal support"},{"t":"Layered QA and gold-standard datasets","m":["Grok"],"q":"unmatched layered QA, gold-standard datasets"}],"gap":[{"t":"Strong ontology management","m":["Claude","Grok"],"q":"strong ontology management"},{"t":"Model-assisted labeling","m":["Gemini","Claude","ChatGPT","Grok"],"q":"powerful model-assisted labeling integrations"},{"t":"First-class model evaluation tools","m":["Gemini","Claude","Grok"],"q":"first-class model evaluation tools"}],"fix":[{"t":"Services engagement, not self-serve","m":["Claude","Grok"],"q":"It's a services engagement more than a self-serve platform, with high minimums"},{"t":"Transparent self-serve pricing","m":["Grok"],"q":"Launch transparent self-serve pricing tiers and streamlined onboarding"},{"t":"Neutrality concerns after Meta stake","m":["Claude"],"q":"Meta's 49% stake (2025) created neutrality concerns"}]},"entries":[{"slug":"best-ai-data-labeling-platform","title":"Best AI data labeling platform","rank":5,"of":8,"score":5,"appearances":2,"modelRanks":{"Claude":5,"Grok":2},"reason":"The trusted platform for the largest AI labs and enterprises, delivering unmatched layered QA, gold-standard datasets, and a full GenAI data engine with RLHF and multimodal support at the volumes and security levels mission-critical projects require.","reasons":[{"model":"Grok","reason":"The trusted platform for the largest AI labs and enterprises, delivering unmatched layered QA, gold-standard datasets, and a full GenAI data engine with RLHF and multimodal support at the volumes and security levels mission-critical projects require."},{"model":"Claude","reason":"Unmatched throughput and expertise for frontier-model data — RLHF, expert human feedback, and complex multimodal pipelines at volumes no rival matches; still the default for labs buying data as a managed service"}],"fixes":[{"model":"Claude","fix":"It's a services engagement more than a self-serve platform, with high minimums — and Meta's 49% stake (2025) created neutrality concerns that pushed several major labs to competitors like Surge; wrong fit for teams that want tooling, not outsourcing"},{"model":"Grok","fix":"Launch transparent self-serve pricing tiers and streamlined onboarding to capture growing mid-market and startup AI teams without requiring custom enterprise contracts."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-11","2026-07-12","2026-07-13","2026-07-14","2026-07-15"],"ranks":[3,2,6,7,null]},"reasoning_shift":[{"model":"Claude","from":"2026-07-13","to":"2026-07-14","added":[{"t":"complex multimodal pipelines","q":"complex multimodal pipelines at volumes no rival matches"},{"t":"major labs pushed to competitors","q":"pushed several major labs to competitors like Surge"}],"dropped":[{"t":"datasets in-house tooling can't staff","q":"datasets that in-house tooling can't staff"}]}],"api":"https://modelsagree.com/api/v1/best/best-ai-data-labeling-platform.json"}],"page":"https://modelsagree.com/product/scale-ai","check":"https://modelsagree.com/check?q=Scale%20AI","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}