Research Notes

Sources Consulted

Quiz Funnel Benchmarks & Strategy

• https://outgrow.co/blog/quiz-engagement-benchmarks-completion-rates - Quiz funnel benchmarks: 71% view-to-start, 66% start-to-complete, 97% complete-to-lead
• https://www.tryinteract.com/blog/get-leads-from-meta-ads-with-quiz-funnels/ - Meta Ads Quiz Funnel strategy, 35-50% paid completion rates
• https://www.tryinteract.com/blog/quiz-conversion-rate-report/ - Quiz Conversion Rate Report 2026
• https://playerence.com/advanced-quiz-funnel-strategy/ - Advanced quiz funnel tactics for 2025
• https://upfunnel.co/blog/why-you-should-use-quiz-funnels-in-2025/ - Why quiz funnels work in 2025
• https://outgrow.co/blog/interactive-forms-lead-generation-2025/ - Interactive forms: 16.9x higher conversion (47.3% vs 2.8%)
• https://outgrow.co/blog/outgrow-vs-typeform-2025 - Outgrow vs Typeform conversion comparison
• https://heyflow.com/blog/quiz-funnel-examples/ - 16 quiz funnel examples (Hims, BetterHelp, Guardio, etc.)
• https://www.convertflow.com/quizzes/facebook-ad - Facebook Ad Quiz Builder patterns
• https://typebot.io/blog/quiz-funnel-examples - 9 quiz funnel examples with analysis
• https://www.perspective.co/article/quiz-funnel-software - Quiz funnel software comparison 2026
• https://blog.funnelfox.com/quiz-funnel-guide/ - Quiz Funnels 101

Company-Specific Deep Dives

Calm

• https://quiz.calm.com/calm-cbe69 - Calm's general quiz funnel
• https://quiz.calm.com/calm-anger-c9e76 - Calm anger-specific quiz
• Calm election night silence ad (2024): 30-second ads on CNN, ABC, Comedy Central offering silence during high-anxiety coverage. Built brand trust.
• https://bannerboo.com/blog/health-and-wellness-ad-examples/ - Health wellness ad examples including Calm

BetterHelp

• https://www.betterhelp.com/get-started/ - BetterHelp's quiz funnel
• https://typebot.io/blog/quiz-funnel-examples - Detailed BetterHelp quiz analysis: empathy-driven, therapist matching, decision paralysis elimination
• Quiz designed around empathy, trust, therapist matching. 40%+ conversion rate benchmarks.
• https://formidableforms.com/how-to-create-a-quiz-funnel-a-complete-guide/ - Quiz funnel guide referencing BetterHelp

Noom (Deepest Research)

• https://www.retention.blog/p/the-longest-onboarding-ever - "The Longest Onboarding Ever" — detailed breakdown of 96+ screen funnel
• https://www.lazertechnologies.com/insight/14-product-lessons-from-nooms-online-quiz - 14 Product Lessons from Noom's Quiz (all tactics extracted)
• https://zainmanji.medium.com/14-product-lessons-from-nooms-online-quiz-44512d1cae6a - Original Medium article
• https://www.paddle.com/studios/shows/fix-that-funnel/noom - Noom's Lean Web2App Strategy (Paddle Studios)
• https://www.paddle.com/studios/shows/fix-that-funnel/noom-full-interview - Full Noom funnel breakdown interview
• https://growthmodels.co/noom-marketing/ - How Noom grew to ~$500MM going against common marketing advice
• https://www.linkedin.com/posts/yaronbeen_nooms-quiz-funnel-a-marketing-masterpiece-activity-7015667975403782144-ovaM - Noom quiz funnel breakdown (LinkedIn)
• Key data: 96+ screens, $750M+/year revenue, 15-minute countdown paywall, $100/2 months pricing, Aristotle's rhetoric framework (Logos/Ethos/Pathos)
• 14 specific tactics: delay info requests, one option per screen, minimize transitions, large buttons, social proof interstitials, eliminate exit options, perceived effort loading bars (10-20% conversion boost), emotional anchoring (life events), goal reinforcement, strategic pricing questions, risk-free trial framing, expiring offers (15-min timer), email-before-auth on web, platform-aware friction adjustment

Hims & Hers

• https://www.panoramata.co/marketing-strategy-brand/hims - Hims marketing strategy overview
• https://www.convertflow.com/call-to-action/hims-landing-page - Hims landing page analysis
• https://heyflow.com/blog/quiz-funnel-examples/ - Hims quiz funnel detailed breakdown
• https://www.convertflow.com/campaigns/landing-page-funnels - Landing page funnel examples including Hims
• Key findings: concern-segmented entry, progress bar, instant name personalization, qualification framing ("eligible for treatment"), date-of-birth verification, FDA-approved product framing

Talkspace

• https://marketingsherpa.com/article/case-study/time-to-value - Time to value case study including Talkspace
• https://sensortower.com/blog/online-therapy-is-supporting-mental-health-through-digital-ads - Online therapy digital ads (Talkspace, BetterHelp, Cerebral spend data)
• https://mountain.com/case-studies/talkspace-uses-mntn-to-bring-ctv-efforts-in-house-and-grow-usage-for-online-therapy/ - Talkspace CTV advertising strategy
• Key findings: 35% Facebook ad budget, shortened quiz animation for speed, minimized account creation time, continuous A/B testing, CTV-to-Facebook retargeting

Freed AI (Direct Competitor)

• https://www.getfreed.ai/pricing - Freed pricing ($39-$119/month tiers)
• https://help.getfreed.ai/en/articles/9391550-get-started-with-freed - Getting started with Freed (15-min onboarding wizard)
• https://www.deepcura.com/resources/freed-ai-review - Freed AI review 2026
• https://www.trytwofold.com/compare/freed-ai-scribe-review - Twofold's comparison with Freed
• https://www.getfreed.ai/resources/best-ai-scribes - Freed's competitor comparison page
• Key findings: 25K+ clinicians, 1K+ organizations, 7-day free trial, no credit card, 5-minute setup, 15-minute onboarding wizard, SEO comparison page strategy

Lemonade Insurance

• https://medium.com/@musingmurmurs/ux-review-of-lemonade-insurance-c5648593e7f9 - UX review of Lemonade
• https://mixpanel.com/customers/lemonade-drives-growth-mixpanels-user-insights/ - Lemonade 50% conversion increase with Mixpanel
• https://www.convincely.com/listings/lemonade-com/ - Lemonade.com funnel example 2024
• https://goodux.appcues.com/blog/lemonade-user-onboarding - Lemonade user onboarding analysis
• https://financial-marketer.com/lemonade-ultimate-insurance-marketing-case-study/ - Lemonade marketing case study
• https://www.insurancethoughtleadership.com/customer-experience/lemonades-marketing-genius - Lemonade's marketing genius
• Key findings: conversational chatbot "Maya", 90-second quote, flipped funnel (email AFTER quote), progressive data collection, 50% conversion increase on Extra Coverage, microinteractions and playful design

Guardio

• https://guard.io/n/quiz/scam_text_message - Guardio's scam text diagnostic quiz
• Diagnostic quiz provides immediate value (scam check), reveals vulnerability, natural upsell to protection product

Grammarly

• https://breadcrumbs.io/blog/aarrr-framework/ - AARRR Framework case study on Grammarly
• https://www.productgrowth.blog/p/grammarlys-product-led-growth-deconstructing - Grammarly's PLG deconstructed
• https://producthabits.com/how-grammarly-quietly-grew-its-way-to-7-million-daily-users/ - Grammarly growth story
• Key findings: 50% activation rate (highest in software), 30M DAU, 1M+ premium subscribers, freemium model, usage-based upgrade prompts, weekly gamified usage reports

Talkiatry

• https://www.talkiatry.com - Insurance-first approach
• https://sensortower.com/blog/online-therapy-is-supporting-mental-health-through-digital-ads - Online therapy digital ads
• Insurance verification as funnel entry point, removes #1 objection first, qualification creates scarcity

Headspace

• https://www.headspace.com - Single CTA approach
• https://www.convertflow.com/call-to-action/headspace - Headspace landing page analysis
• https://mehdeeka.substack.com/p/headspace - Deep dive on Headspace
• https://emailmastery.org/teardown/the-headspace-email-marketing-teardown/ - Headspace email marketing teardown
• Key findings: radical simplicity, single CTA, post-signup personalized emails, B2B partnerships (employee wellness)

Calendly

• https://www.growthunhinged.com/p/how-calendly-overhauled-their-product - Calendly PLG strategy
• https://www.chargebee.com/blog/self-service-saas-revenue-growth-calendly/ - Calendly self-service revenue
• Key findings: 50% lead increase while decreasing spend, product-led viral loop, "precise next step at the right moment"

Zocdoc

• https://www.zocdoc.com - Patient booking platform
• https://www.zocdoc.com/resources/blog/article/5-measurement-tips-for-patient-acquisition/ - Patient acquisition measurement
• https://www.zocdoc.com/resources/blog/article/4-key-patient-marketing-insights/ - Patient marketing insights
• https://zocdoctech.zocdoc.com/how-zocdoc-uses-data-to-make-better-products-for-patients/ - Zocdoc data-driven product development
• Key findings: intent-capture at search, booking = signup (functional account creation), insurance-first display, top 25% healthcare landing pages average 20.4% conversion

B2B SaaS Benchmarks

• https://serpsculpt.com/reports/b2b-sales-conversion-rate-by-industry/ - B2B Sales Conversion Rate by Industry 2025
• https://www.getpassionfruit.com/blog/best-landing-page-analysis-of-2-000-b2b-saas-companies - Analysis of 2,000 B2B SaaS landing pages
• https://thedigitalbloom.com/learn/pipeline-performance-benchmarks-2025/ - 2025 B2B SaaS Funnel Benchmarks
• https://unbounce.com/conversion-rate-optimization/b2b-conversion-rates/ - B2B CRO benchmarks
• https://genesysgrowth.com/blog/landing-page-conversion-stats-for-marketing-leaders - Landing page conversion stats
• Key: B2B SaaS average 1.1% landing page conversion, 5 or fewer fields → 120% better, 5th-7th grade copy → 2x conversion

Interactive Demo / PLG Ecosystem

• https://www.navattic.com/blog/interactive-demos - 40,000+ demos built on Navattic in 2025 (up 35%), 18% of B2B SaaS sites have interactive demo CTA
• https://www.storylane.io/blog/use-interactive-product-demos-to-convert-users-across-marketing-funnel - How interactive demos convert across funnel stages
• https://www.storylane.io/blog/what-is-product-led-growth-the-ultimate-guide - PLG guide
• https://userpilot.com/blog/product-led-growth-examples/ - 20 PLG examples

AI Medical Scribe Competitive Landscape

• https://www.deepcura.com/resources/compare/best-ai-medical-scribes - Best AI Medical Scribes comparison
• https://steerhealth.io/blog/7-best-ai-medical-scribes-for-a-strong-start-to-2026 - 7 Best AI Medical Scribes 2026
• https://www.soapnoteai.com/soap-note-guides-and-example/best-ai-medical-scribes-2026/ - Best AI Scribes 2026 comparison
• https://orbdoc.com/compare/ai-medical-scribe-comparison-2025 - Price & feature comparison
• Key competitors: Freed ($90-99/mo), DeepScribe (enterprise, 98.8 KLAS), Ambience (enterprise only), Abridge (Epic), Nuance DAX (Microsoft/enterprise), Suki (voice-first)

Healthcare Marketing Benchmarks

• https://www.fetchfunnel.com/conversion-rate-optimization-for-healthcare/ - Healthcare CRO 2025
• https://openloophealth.com/blog/9-must-haves-for-your-d2c-telehealth-landing-page - D2C telehealth landing page essentials
• https://lineardesign.com/blog/healthcare-facebook-ads/ - 18 healthcare Facebook ads strategies
• Key: top 25% healthcare landing pages average 20.4% conversion; quiz funnels reduce CPL by 40-60%

Key Data Points

Quiz Funnel Conversion Data

• Quiz funnels: 30-50% conversion vs traditional landing pages 2-5%
• Interactive forms: 47.3% vs traditional 2.8% (16.9x difference)
• Quiz completion rates: 70-80% (vs 1-5% for standard lead magnets)
• Paid ad traffic completion: 35-50%
• Quiz to opt-in at completion: 92-97%
• CPL reduction with quiz funnels: 40-60%
• Quiz click-through rates: up to 52%
• Personalized experiences: +20% engagement, +10.5% purchase intent

B2B SaaS Conversion Data

• Average B2B SaaS landing page conversion: 1.1%
• MQL→SQL bottleneck: 15-21%
• 5-minute response: 21x more likely to qualify
• ≤5 form fields: 120% better conversion
• Each field beyond 5: 20-30% penalty
• 5th-7th grade copy: 11.1% vs college level 5.3%
• Top 25% healthcare landing pages: 20.4% conversion

Company Revenue/Scale

• Noom: $750M+/year from quiz funnel
• Grammarly: 30M DAU, 1M+ premium subscribers
• Freed: 25K+ clinicians, 1K+ organizations
• Twofold: 20K+ providers (claimed)
• Lemonade: 50% conversion increase after funnel optimization

Psychological Principles Most Cited

1. Commitment & Consistency - Quiz answers as micro-commitments
2. Sunk Cost - Time invested makes users reluctant to abandon
3. Personalization Effect - Personalized results feel more valuable
4. Social Proof - User counts, testimonials between steps
5. Loss Aversion - Showing what users currently lose
6. Authority - Clinical credibility, compliance badges, FDA references
7. Reciprocity - Free value before asking
8. Scarcity/Urgency - Countdown timers, expiring offers
9. Goal Gradient - Progress bars increase completion as users near the end
10. Endowment Effect - Users value what they've already "built" (personalized setup)

Discarded Companies

Cerebral

• Heavy TikTok spend ($5.7M), regulatory controversies, reputational risk
• Pattern not distinctive enough vs BetterHelp/Talkspace

MyFitnessPal

• Consumer fitness, too different from clinical professional audience
• No distinctive funnel pattern beyond Noom

Ro (Roman/Rory)

• Similar to Hims but less publicly documented
• Hims entry covers the medical qualification quiz pattern

Abridge / DeepScribe / Ambience

• Enterprise/sales-led competitors — no self-serve funnel to study
• Freed better represents the product-led AI scribe benchmark

Duolingo

• Exceptional gamification but consumer language learning too distant from clinical SaaS
• Gamification principles captured through Noom and Grammarly

SimplePractice / TherapyNotes

• EHR/practice management tools targeting same audience (therapists)
• But their signup funnels are conventional (free trial, no quiz) — no distinctive tactics to learn
• SimplePractice has good onboarding (15-min setup video series) but nothing novel for funnel design

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Expansion Research Notes

Batch A Sources

Suki AI

• https://www.suki.ai — Company homepage and product pages
• https://www.suki.ai/clinicians/ — Clinician-focused landing page
• https://www.suki.ai/ehr-integrations/ — EHR integration details
• https://www.healos.ai/blog/suki-pricing-features-cost-and-the-best-alternatives-in-2025 — Pricing analysis
• https://sacra.com/c/suki/ — Valuation and business model analysis
• https://www.lemonfox.ai/blog/suki-ai-pricing — Pricing and feature comparison
• https://intuitionlabs.ai/software/emerging-specialized-niche-categories/ambient-computing-and-voice-enabled-systems/suki — Product overview
• https://www.cbinsights.com/company/robin2 — Company profile
• https://aichief.com/ai-healthcare-tools/suki-ai/ — Review and cost analysis
• https://doximity.hospitalsolutions.com/resources/elation-health-case-study — Doximity advertising case study

Nabla

• https://www.nabla.com — Company homepage
• https://www.nabla.com/blog/ai-medical-scribes — AI scribe positioning
• https://www.statnews.com/2025/06/17/nabla-raises-70-million-ambient-market-heats-up/ — Series C funding and growth
• https://www.fiercehealthcare.com/health-tech/medical-scribe-startup-nabla-rollout-tool-kaiser-permanente-docs — Kaiser Permanente deployment
• https://hospitalogy.com/articles/2025-02-12/nabla-restoring-the-joy-of-medicine/ — Business model analysis
• https://www.healthcareittoday.com/2024/11/12/nablas-experience-generating-8-million-ai-clinical-notes-and-where-their-ai-assistant-is-headed-next/ — Usage metrics
• https://www.healos.ai/blog/nabla-pricing-features-cost-and-the-best-alternatives-in-2025 — Pricing comparison
• https://www.prnewswire.com/news-releases/nabla-raises-24m-in-series-b-to-fuel-expansion-of-its-ambient-ai-assistant-to-transform-care-delivery-302027132.html — Series B funding
• https://www.eesel.ai/blog/nabla-ai-pricing — Pricing analysis
• https://elion.health/products/nabla — Product features review

Heidi Health

• https://www.heidihealth.com — Company homepage
• https://www.heidihealth.com/us-landing-page — US market landing page
• https://healthtechofftherecord.substack.com/p/how-to-sell-an-ai-product-to-doctors — Growth strategy deep dive (Jan 2026)
• https://sacra.com/c/heidi-health/ — Valuation and business model analysis
• https://www.blackbird.vc/blog/investment-notes-heidi-health-series-b — Blackbird investment thesis
• https://www.ainvest.com/news/ai-driven-healthcare-innovation-heidi-health-465m-valuation-future-venture-capital-momentum-2510/ — Valuation analysis
• https://www.businesswire.com/news/home/20251005012225/en/Heidi-Secures-65-Million-USD-in-Series-B-Funding — Series B announcement
• https://techcrunch.com/2025/10/05/heidi-health-raises-65m-series-b-led-by-steve-cohens-point72/ — TechCrunch Series B
• https://p72.vc/perspectives/our-investment-in-heidi-health/ — Point72 investment thesis
• https://omni.co/blog/case-study-heidi — Analytics case study
• https://en.wikipedia.org/wiki/Heidi_Health — Company overview
• https://www.trytwofold.com/compare/heidi-health-pricing-2026-guide — Pricing comparison

SimplePractice

• https://www.simplepractice.com — Company homepage
• https://www.simplepractice.com/sign-up/ — Signup page
• https://www.simplepractice.com/pricing/ — Pricing page
• https://www.mediapost.com/publications/article/400496/simplepractice-campaign-targets-therapists-psychi.html — "Help On" campaign analysis (Oct 2024)
• https://www.adsoftheworld.com/campaigns/help-on — Campaign creative
• https://practicecopilot.com/simple-practice/ — Benefits analysis
• https://therapyeverywhere.com/simplepractice/ — Marketing features review
• https://www.choosingtherapy.com/simplepractice-review/ — Independent review 2026
• https://softwarefinder.com/emr-software/simplepractice — Features and pricing overview

Jane App

• https://jane.app — Company homepage
• https://jane.app/pricing — Pricing page
• https://jane.app/features — Features page
• https://jane.app/blog/marketing-for-wellness-4-ways-to-attract-new-clients — Marketing blog
• https://jane.app/story — Company story
• https://portfoliojobs.tcv.com/companies/jane-app-2/jobs/68819540-growth-marketing-manager — Growth Marketing Manager job posting
• https://blog.techto.org/p/from-side-hustle-to-centaur-the-jane-app-playbook-what-s-next-at-techto-42b2 — $100M+ ARR milestone
• https://www.medesk.net/en/blog/jane-app-review/ — Independent review 2025
• https://www.capterra.com/p/178984/Jane-App/ — Capterra profile and reviews

Tebra (Kareo + PatientPop)

• https://www.tebra.com — Company homepage
• https://www.tebra.com/marketing — Marketing tools page
• https://www.tebra.com/why-tebra — Value proposition page
• https://www.tebra.com/theintake/checklists-and-guides/digital-marketing/conversion-marketing-for-healthcare-practices — Conversion marketing guide
• https://www.tebra.com/press-release/private-practice-platform-tebra-secures-250m-to-accelerate-ai-innovation — $250M funding
• https://www.fiercehealthcare.com/digital-health/kareo-and-patientpop-merge-to-create-all-one-provider-platform — Merger announcement
• https://www.findemr.com/tebra — Reviews and pricing
• https://www.trustradius.com/products/tebra-practice-marketing/pricing — Pricing analysis

Doxy.me

• https://doxy.me/en/ — Company homepage
• https://doxy.me/en/pricing/ — Pricing page
• https://en.wikipedia.org/wiki/Doxy.me — Company overview and history
• https://cxl.com/blog/customer-stories-doxy/ — CXL growth case study
• https://www.globenewswire.com/news-release/2020/12/01/2137546/0/en/Doxy-me-Experiences-10X-Growth-in-Provider-Users-and-Reaches-Over-100-Million-Patient-Telehealth-Visits.html — 10X growth
• https://lassonde.utah.edu/u-telehealth-startup-doxy-me-booms-during-pandemic/ — Pandemic growth story
• https://sctelehealth.org/resources/doxyme-free-video-visits — Free tier documentation

Elation Health

• https://www.elationhealth.com — Company homepage
• https://www.elationhealth.com/contact-us/demo/ — Demo request page
• https://www.elationhealth.com/contact-us/product-tour/ — Self-guided product tour
• https://doximity.hospitalsolutions.com/resources/elation-health-case-study — Doximity partnership case study (12% view rate, 44% impression rate, 24 new customers)
• https://www.findemr.com/elation-health-ehr — Reviews and pricing
• https://softwarefinder.com/emr-software/elation — Features overview

General / Cross-Company (Batch A)

• https://www.getfreed.ai/resources/best-ai-scribes — AI scribe comparison
• https://deepcura.zendesk.com/hc/en-us/articles/43254105925140-Top-AI-Medical-Scribes-in-2025-A-Comprehensive-Guide — AI scribe guide 2025
• https://omnimd.com/blog/best-medical-ai-scribes/ — AI scribe comparison 2026
• https://www.trytwofold.com/blog/ai-scribe-most-affordable — Affordability comparison
• https://www.sprypt.com/blog/top-healthcare-saas-solutions — Healthcare SaaS overview
• https://www.kameleoon.com/blog/healthcare-conversions — Healthcare conversion best practices
• https://devsquad.com/blog/vertical-saas — Vertical SaaS market overview

Batch B Sources

Warby Parker

• https://www.warbyparker.com/quiz/frames — Direct quiz page
• https://www.warbyparker.com/home-try-on — Program details
• https://medium.com/@sjtae796/usage-funnels-analytics-with-warby-parker-72593149dc04 — Conversion rate data (75% quiz-to-HTO, 66% HTO-to-purchase)
• https://www.thedigitalchapter.com/p/warby-parker-dtc-growthmarketing-casestudy — Growth marketing analysis
• https://www.latterly.org/warby-parker-marketing-strategy/ — Home Try-On, omnichannel strategy
• https://www.trymaverick.com/blog-posts/warby-parker-marketing-strategy-10-key-elements-that-built-a-7-billion-eyewear-brand — Brand strategy
• https://www.optimonk.com/warby-parker-marketing-breakdown/ — Conversion and marketing breakdown
• https://emailmastery.org/teardown/the-warby-parker-email-marketing-teardown/ — Email funnel analysis
• https://www.ispot.tv/ad/Ox_4/warby-parker-frames-quiz — TV advertising for quiz

Wealthfront

• https://www.wealthfront.com/risk-questionnaire — Direct risk assessment page
• https://goodux.appcues.com/blog/wealthfront-personalized-ux-copy — UX teardown and onboarding analysis
• https://support.wealthfront.com/hc/en-us/articles/209353586 — Academic methodology behind questions
• https://bradsant.com/wealthfront/ — Independent UX review
• https://blog.adbeat.com/robo-advisors/ — Display advertising strategy analysis
• https://lbbonline.com/news/wealthfront-introduces-a-world-where-money-works-better — 2024 brand campaign
• https://www.stinkstudios.com/work/wealthfront-brand — Brand identity design
• https://overthinkgroup.com/wealthfront-content-strategy/ — Content marketing analysis

Function of Beauty

• https://www.visualquizbuilder.com/post/visual-quiz-builder-1r-partner-with-function-of-beauty-to-tackle-hair-care-personalization — Quiz infrastructure (80% revenue, 1M+ engagements/year)
• https://subscribe.2xecommerce.com/p/issue-no-15-how-function-of-beauty-mastered-hyper-personalization-at-scale — Personalization strategy
• https://beautymatter.com/articles/function-of-beauty — Brand strategy and DTC positioning
• https://www.beautyindependent.com/l-catterton-invests-150m-in-product-personalization-leader-function-of-beauty/ — $150M investment
• https://wwd.com/beauty-industry-news/beauty-features/function-of-beauty-personalization-approach-1235503327/ — Quiz design philosophy
• https://www.tiktok.com/business/en/inspiration/function-of-beauty-577 — TikTok advertising case study

Curology

• https://goodux.appcues.com/blog/curologys-customized-skincare-sign-up-flow — UX teardown of signup flow
• https://crometrics.com/case-studies/paid-creative-that-converts-with-curology/ — Paid creative optimization (channel-specific landing pages)
• https://iterable.com/blog/curology-makes-marketing-personalized/ — Post-signup engagement, 26% improvement
• https://goprimer.com/teardown/curology/ — Ad creative teardown
• https://sensortower.com/blog/curology-and-cerave-brands-ramp-up-digital-advertising-spend-in-2022 — Ad spend data
• https://www.glossy.co/beauty/how-curology-used-subliminal-marketing-to-find-new-customers/ — Unsplash photo campaign
• https://curology.com/blog/the-science-behind-our-skincare-quiz-why-it-works/ — Quiz design methodology
• https://prehook.com/skincare-ecommerce-quiz/ — 34% conversion boost data

Care/of

• https://www.dtcpatterns.com/dtc-patterns-articles/this-care-of-quiz-helps-you-skip-the-confusion-in-the-vitamin-aisle — Quiz design and UX teardown
• https://www.dynamicyield.com/lesson/careof/ — Personalization engine and anchoring effect data
• https://www.ctad.io/resources/inside-a-health-wellness-funnel-strategy-how-a-personalized-supplements-brand-optimizes-conversions-from-quiz-to-checkout — Funnel strategy
• https://www.personizely.net/blog/quiz-funnel — Care/of as quiz funnel example
• https://www.drip.com/blog/quiz-funnel-examples — Best-in-class quiz funnel examples
• https://www.graphitedigital.com/insights/vitamin-subscription-ux — UX best practices for supplements

Policygenius

• https://www.convincely.com/listings/policygenius-com/ — Full funnel walkthrough and analysis
• https://corporateinsight.com/policygenius-vs-insurify-two-clashing-startups-hint-at-the-future-of-online-insurance-shopping/ — Competitive comparison
• https://www.adresultsmedia.com/case-studies/policygenius-podcast-advertising/ — Podcast advertising strategy
• https://corporateinsight.com/how-to-create-the-best-life-insurance-ux/ — Insurance UX best practices
• https://www.financialsamurai.com/policygenius-review/ — User experience walkthrough
• https://clark.com/insurance/policygenius-review/ — Application process review

Betterment

• https://www.betterment.com/goals-quiz — Direct quiz page
• https://stevencalhoun.design/Financial-Onboarding-Betterment — Onboarding design teardown
• https://carlidottore.squarespace.com/betterment-prospect-quiz-1 — Quiz implementation analysis
• https://mixpanel.com/customers/betterment-optimizes-customer-experience/ — Funnel analysis and friction points
• https://userpilot.com/blog/saas-user-onboarding-funnel/ — SaaS onboarding best practices
• https://smartasset.com/financial-advisor/betterment-review — Product review with onboarding details

General Quiz Funnel Research (Batch B)

• https://www.itsfundoingmarketing.com/inspiration/dtc-ecommerce-shopify-quiz-examples — 47 DTC quiz examples
• https://heyflow.com/blog/quiz-funnel-examples/ — Quiz funnel patterns
• https://www.digitalmarketer.com/blog/quiz-funnel-examples/ — Quiz funnel best practices
• https://typebot.io/blog/quiz-funnel-examples — Quiz funnel design patterns
• https://outgrow.co/blog/quiz-engagement-benchmarks-completion-rates — Quiz engagement benchmarks (20-40% conversion)

Batch C Sources

Notion

• https://www.mutinyhq.com/playbooks/personalize-paid-landing-pages-to-reduce-cost-per-lead — Mutiny CPL reduction case study
• https://review.firstround.com/how-notion-does-marketing-a-deep-dive-into-its-community-influencers-growth-playbooks/ — First Round Review marketing deep-dive
• https://www.growth-letter.com/p/what-notions-300m-sales-funnel-looks — $300M sales funnel breakdown
• https://www.competitiveintelligencealliance.io/how-notion-grows/ — Growth strategy case study
• https://foundationinc.co/lab/notion-strategy — Community and template strategy
• https://productify.substack.com/p/how-notion-achieves-95-organic-traffic — 95% organic traffic through community
• https://decibel.vc/content/notions-foundations-of-product-led-growth-marketing — PLG foundations
• https://goodux.appcues.com/blog/notions-lightweight-onboarding — Onboarding analysis
• https://www.candu.ai/blog/how-notion-crafts-a-personalized-onboarding-experience-6-lessons — Personalization lessons

Figma

• https://www.eleken.co/blog-posts/product-led-growth-strategies — PLG strategies (Stripe, Zoom, Figma, Loom)
• https://www.ptengine.com/blog/business-strategy/figma-product-led-growth-how-a-design-tool-took-over-the-world/ — PLG case study
• https://medium.com/@rosiehoggmascall/is-figma-pushing-too-hard-to-get-free-users-to-premium-37415393d411 — Freemium-to-premium conversion
• https://sacra.com/c/figma/ — Revenue, valuation, and funding
• https://electroiq.com/stats/figma-statistics/ — Figma statistics 2025
• https://www.toplyne.io/blog/product-led-growth-what-makes-canva-figma-shopify-the-best — PLG comparison
• https://ortto.com/learn/sean-whitney-on-operationalizing-data-to-build-figmas-sales-function/ — Sales function development

Canva

• https://www.appcues.com/blog/canva-growth-process — Growth team activation improvements
• https://www.marketingexamined.com/blog/canvas-funnel — Funnel analysis
• https://www.mindbees.com/blog/canva-seo-strategies/ — SEO strategy (270M visitors)
• https://foundationinc.co/lab/canva-seo — Outreach and content SEO case study
• https://www.viewengine.ai/learn/canva — Programmatic SEO scaling to $40B
• https://torro.io/blog/canvas-100m-seo-strategy — $100M SEO strategy
• https://hvseo.co/blog/how-canva-templated-their-seo-to-success/ — Template-based SEO
• https://www.singlegrain.com/blog/ms/canva-digital-marketing/ — Digital marketing strategy
• https://strategybreakdowns.com/p/how-canva-wins-seo — SEO strategy breakdown

Slack

• https://www.productgrowth.blog/p/slacks-product-led-growth-all-you — PLG comprehensive analysis
• https://www.youngurbanproject.com/slack-case-study/ — Product marketing case study 2026
• https://nextsprints.com/blog/slack-product-led-growth-success-case-study — PLG success case study
• https://www.getmonetizely.com/articles/slacks-freemium-trap-how-do-they-convert-free-users-to-paying-customers — Freemium conversion analysis
• https://medium.com/@cloudapp/how-slack-converts-30-of-their-freemium-users-into-paid-customers-b36081b18734 — 30% conversion rate analysis
• https://dgajsek.com/growth-study-slack/ — Growth study

HubSpot

• https://www.chargebee.com/blog/freemium-growth-hubspot-kieran-flanagan/ — Freemium growth strategy
• https://www.tripledart.com/marketing-analytics/hubspot-marketing-hub-onboarding — Onboarding guide
• https://blog.hubspot.com/marketing/google-ads-cost — Google ad optimization
• https://blog.hubspot.com/marketing/facebook-advertising-cost — Facebook ad optimization
• https://blog.hubspot.com/marketing/fantastic-landing-page-examples — Landing page examples
• https://aptitude8.com/hubspot-for-product-led-growth — HubSpot for PLG

Zapier

• https://blueprint.store/post/zapier-bring-in-5-5-million-unique-website-users-per-month-with-this-insane-seo-strategy — SEO strategy
• https://www.howtheygrow.co/p/how-zapier-grows — Automating growth analysis
• https://www.withdaydream.com/library/zapier — Zero paid advertising growth
• https://startupvoyager.com/zapier-seo-strategy/ — SEO strategy for 9M+ traffic
• https://foundationinc.co/lab/seo-strategy-zapier — Site reviews for growth
• https://www.revenuehero.io/blog/zapier-marketing-strategy — Marketing lessons
• https://ryanberg.co/how-zapier-reached-35m-arr-with-this-saas-seo-strategy/ — Programmatic SEO to $140M ARR
• https://startupgtm.substack.com/p/zapier-growth-story-10mn-users-and — 10M users, $250M revenue
• https://salt.agency/blog/how-zapier-quadrupled-organic-traffic/ — Quadrupling organic traffic
• https://practicalprogrammatic.com/examples/zapier — Programmatic SEO case study
• https://www.singlegrain.com/blog/ms/zapier-seo-strategy/ — SEO strategy analysis

Dropbox

• https://viral-loops.com/blog/dropbox-grew-3900-simple-referral-program/ — 3,900% referral growth
• https://growsurf.com/blog/dropbox-referral-program — Referral program case study
• https://www.theflyy.com/blog/dropbox-referral-program-a-case-study-of-3900-percent-growth-in-15-months — Growth in 15 months
• https://www.growthroadmaps.co/product-growth-case-studies/dropbox-growth-story — Growth story
• https://miracuves.com/blog/business-model-of-dropbox/ — Business model breakdown
• https://www.toption.org/post/dropbox-monetization-strategy — 2.5% free-to-paid conversion
• https://www.getmonetizely.com/articles/freemium-in-action-dropboxs-journey-from-free-users-to-paid-conversions — Freemium journey
• https://instapage.com/blog/dropbox-post-click-experiences/ — Segmented ads and post-click experiences
• https://productonboarding.com/examples/dropbox-new-user-onboarding — Onboarding examples

Booking.com

• https://online-metrics.com/case-study-booking-com/ — 33 persuasion tips
• https://www.convert.com/blog/growth-marketing/effective-persuasion-hacks/ — Cognitive bias hacks
• https://leanconvert.com/insights/how-to-get-as-good-at-experimentation-as-booking-com/ — Experimentation culture
• https://vwo.com/blog/cro-best-practices-booking/ — CRO best practices
• https://www.eyequant.com/resources/what-booking-com-can-teach-us-about-a-b-testing-strategy/ — A/B testing strategy
• https://www.convertize.com/booking-com-conversion-rate/ — Conversion rate analysis
• https://uxdesign.cc/how-booking-com-makes-you-book-a-room-a-ux-analysis-d0b5177b8b25 — UX analysis

General / Cross-Company (Batch C)

• https://firstpagesage.com/seo-blog/saas-freemium-conversion-rates/ — SaaS freemium conversion rates 2026
• https://genesysgrowth.com/blog/landing-page-conversion-stats-for-marketing-leaders — Landing page conversion stats
• https://fibr.ai/landing-page/saas-landing-pages — 20 best SaaS landing pages 2026
• https://unbounce.com/conversion-rate-optimization/the-state-of-saas-landing-pages/ — SaaS landing page trends
• https://www.maxio.com/blog/the-power-of-product-led-growth — PLG in SaaS
• https://www.lennysnewsletter.com/p/what-is-a-good-free-to-paid-conversion — Free-to-paid conversion benchmarks
• https://www.getmonetizely.com/articles/freemium-conversion-rate-the-key-metric-that-drives-saas-growth — Freemium conversion rates