{"slug":"refiner","name":"Refiner","domain":"refiner.io","verdict":"As of 2026-08-23, ChatGPT, Claude, Gemini, Grok collectively rank Refiner #3 of 7 for survey and nps tool. Source: https://modelsagree.com/product/refiner (modelsagree.com, CC BY 4.0).","best_rank":3,"categories":1,"entries":[{"slug":"best-survey-and-nps-tool","title":"Best survey and NPS tool","rank":3,"of":7,"score":10,"appearances":4,"modelRanks":{"ChatGPT":3,"Claude":5,"Gemini":5,"Grok":1},"reason":"Purpose-built for SaaS in-product NPS and microsurveys with precise event/attribute/role/account-level targeting that fires at the exact moment of use, delivering higher-quality contextual responses than email or generic tools; clean embeddable widgets, analytics integrations (Amplitude/Mixpanel/Segment), and solid closed-loop options at accessible MAU-based pricing make it the highest-value choice for the typical product practitioner.","reasons":[{"model":"Grok","reason":"Purpose-built for SaaS in-product NPS and microsurveys with precise event/attribute/role/account-level targeting that fires at the exact moment of use, delivering higher-quality contextual responses than email or generic tools; clean embeddable widgets, analytics integrations (Amplitude/Mixpanel/Segment), and solid closed-loop options at accessible MAU-based pricing make it the highest-value choice for the typical product practitioner."},{"model":"ChatGPT","reason":"Exceptionally focused fit for B2B SaaS: purpose-built microsurveys and NPS inside logged-in products, strong user/account segmentation, identified responses, and less suite baggage than broad product-adoption platforms; particularly compelling when surveys rather than analytics or onboarding are the primary job. ([UserOrbit][3])"},{"model":"Claude","reason":"Focused on B2B SaaS in-product surveys with precise trait/event targeting, clean NPS/CSAT/CES templates, and tight sync to CRM/warehouse data for account-level insight at a fair price."},{"model":"Gemini","reason":"Laser-focused on SaaS and product-led growth workflows, providing lightweight in-app widgets, precise user attribute segmentation, and immediate data syncing to CDPs and data warehouses."}],"fixes":[{"model":"ChatGPT","fix":"Smaller ecosystem and less research/analysis depth than Sprig or Survicate."},{"model":"Claude","fix":"Narrow scope — SaaS product surveys only; no offline, contact-center, or broad omnichannel CX coverage, and a smaller ecosystem than the leaders."},{"model":"Gemini","fix":"Strictly optimized for web/SaaS in-app surveys, offering limited utility for multi-channel CX, mobile-first apps, or complex multi-step questionnaires."},{"model":"Grok","fix":"Narrower multi-channel reach and smaller integration ecosystem than broader suites, so not ideal if you need heavy email/SMS/offline programs or complex enterprise research workflows."}],"updated":"2026-08-23","api":"https://modelsagree.com/api/v1/best/best-survey-and-nps-tool.json"}],"page":"https://modelsagree.com/product/refiner","check":"https://modelsagree.com/check?q=Refiner","updated":"2026-09-09T13:07:58.066Z","attribution":"modelsagree.com, CC BY 4.0"}