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Refiner: In-app survey software Company Profile

Refiner helps collect invaluable user feedback with in-app surveys, web app surveys, mobile and SDK surveys, and more.

Industry: SaaS

Segment: Product-Led

Funding: Growth

Competitors: Wootric, Survicate

Generated by Kustiq, an AI company intelligence platform for B2B teams. Multi-stage pipeline: AI classification + live web scraping + SMTP-verified contacts + 12-factor rule-based churn engine.

Company profile

Refiner: In-app survey software

Refiner helps collect invaluable user feedback with in-app surveys, web app surveys, mobile and SDK surveys, and more.
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Refiner: In-app survey software logo

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Refiner helps collect invaluable user feedback with in-app surveys, web app surveys, mobile and SDK surveys, and more.

Funding

Growth

Pricing

Public pricing page

AI Classification

SaaSProduct-Led

Refiner is a dedicated in-app survey software enabling SaaS, FinTech, EdTech, and marketplace companies to collect user feedback via targeted microsurveys in web apps, mobile apps, and SDKs. It serves product, marketing, and customer success teams with NPS/CSAT surveys, advanced user segmentation, and deep integrations into growth stacks such as Segment, Zapier, and Customer.io.

Deep Intelligence

Account Scoring

Green Churn Risk

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Competitors

WootricSurvicate

Refiner: In-app survey software is profiled by Kustiq, an AI company intelligence platform for B2B teams. Refiner: In-app survey software is one of 150 product-led companies in our SaaS directory. Similar profiles include Resend · Email for developers, Complianceexperts, Authoritylabs, and Loom.

How Kustiq built this profile

Hybrid pipeline: deterministic verification + Claude reasoning

  • Live web rendering via Browserless headless Chrome, not a stale cached scrape.
  • Search intelligence via Serper API across {company site, LinkedIn, press, GitHub}.
  • Claude Sonnet 4.6 classifies vertical, segment, and growth signals; never used for facts.
  • 12-factor churn engine produces a deterministic risk score with zero LLM calls at scoring time.
  • SMTP RCPT TO handshake verifies every contact at delivery time on full profiles (paid plan).

Read the full methodology in our LLM-readable reference or compare against the deterministic-vs-AI framework.

Part of 3,020 AI-profiled B2B companies. Browse the full directory