Data as of Aug 16, 2026 · Based on 3,131,739 AI responses across 10,525 prompts · See how Parse measures this
Refinerrefiner.ioRefiner offers in-app, mobile, and web surveys for SaaS, fintech, and marketplaces, with native iOS/Android/React Native/Flutter SDKs to reach users inside apps. The platform supports customizable, on-brand survey design, AI auto-tagging, and integrations with your data stack and customer data platform to turn responses into actionable insights via dashboards and segmentation. It targets product teams and user research, enabling use cases such as NPS, CES, CSAT, and PMF, with action workflows via team alerts to Slack or email and shareable survey links.
Tone of voice
70% of how AI describes Refiner reads positive.
Words AI uses
AI reaches for specialized · best · highly targeted when it describes Refiner.
Rivals
Survicate is the brand AI weighs against Refiner most.
Sources
refiner.io shapes more of what AI says about Refiner than any other source, at 54% of its citations.
zonkafeedback.com · customergauge.com · reddit.com · vwo.com
The market map
Voice of Customer Feedback Platform →Where AI ranks Refiner
Excerpts where Refiner appeared in the AI's answer
Refiner : Excellent for product-led growth (PLG) apps. It allows you to fire micro-surveys and NPS prompts based on custom track events sent from your product code
Refiner — Built explicitly for product-led growth companies to trigger in-app surveys (NPS, CSAT, CES) based on custom event streams
Excerpts where Refiner appeared in the AI's answer
Refiner : Purpose-built for SaaS and product teams to trigger targeted surveys based on user segments and live app events, featuring user-based pricing
Refiner — Best for SaaS and web products needing highly customizable, data-driven micro-surveys launched via segment and event triggers.
Excerpts where Refiner appeared in the AI's answer
Refiner: Built for B2B SaaS, Refiner lets you trigger micro-surveys based on precise product user behavior and syncs segment-level satisfaction scores directly into your tech stack.
Refiner: Ideal for in-app surveys, enabling behavioral targeting and direct integration with CS tools to update customer health scores.
Excerpts where Refiner appeared in the AI's answer
Refiner : Built specifically for B2B SaaS product-led growth and CS teams.
Refiner.io (Best for In-App SaaS): Specialized for SaaS companies, allowing highly targeted in-app surveys based on user behavior.
