Research

Comparison Matrix

outputs/agent-5-funnel-specs/comparison-matrix.md

TLDR

  • Side-by-side comparison of 5 approaches: funnel type, steps, CC timing, phone collection, expected metrics
  • Approach 5 (Hybrid) has highest revenue per click ($4.07-$8.58) despite moderate signup; Approach 1 has most signups but lowest revenue
  • Internal ideas integration: phone optional (1,3) vs required (2,4,5); payment-first in 2, 4 (Growth), 5
  • Testing priority: 1→3→5→2→4; Approach 4 deferred until data reveals winning pain segments
  • Decision framework: choose by traffic intent, build effort tolerance, and revenue vs volume trade-off

Funnel Variation Comparison Matrix

DimensionV1: Speed StartV2: Deep CommitmentV3: Pain PathV4: ROI RevealV5: Peer Proof
Funnel typeUltra-short personalization quizExtended investment quiz with interstitialsSegmented multi-path quizQuantified outcome calculatorPeer-led social validation quiz
Key strategic betSpeed and low friction win mobile cold trafficDeep investment = deep commitment = high activationTargeted messaging per pain point converts better than genericConcrete numbers persuade rational professionalsClinicians adopt what peers adopt
Steps to signup8 (5Q + results/signup + ejection + /new)20 (13Q + 3 interstitials + loading + results/signup + ejection + /new)11 per path (7Q + interstitial + results/signup + ejection + /new)13 (9Q + loading + results/signup + ejection + /new)11 (7Q with peer data + loading + results/signup + ejection + /new)
Est. completion time90 sec to signup4-5 min to signup2-3 min to signup3 min to signup2-3 min to signup
Credit card timingNot required — free trialNot required — free trialNot required — free trialNot required — free trialNot required — free trial
Phone number collectionOptional ("Add for setup reminder")Optional ("Add for session reminder")Optional (segment-appropriate framing)Optional ("Add for session reminder")Optional ("Peer tip reminder")
FB browser ejection strategyBoth A (session-based) and B (magic link) specced. Rec: Option ABoth A and B specced. Rec: Option ABoth A and B specced. Rec: Option A. Session carries segment ID.Both A and B specced. Rec: Option ABoth A and B specced. Rec: Option A
Onboarding steps keptNone — quiz replaces allNone — quiz replaces allNone — quiz replaces allNone — quiz replaces allNone — quiz replaces all
Onboarding steps removedWelcome, Name (→signup), Specialty (→Q1), Practice Size (→deferred), Note Prefs (→smart defaults)Welcome, Name (→signup), Specialty (→Q1), Practice Size (→Q2), Note Prefs (→Q8-Q9 smart defaults)Welcome, Name (→signup), Specialty (→Q2), Practice Size (→deferred), Note Prefs (→Q6 smart defaults)Welcome, Name (→signup), Specialty (→Q1), Practice Size (→inferred), Note Prefs (→Q6 smart defaults)Welcome, Name (→signup), Specialty (→Q1), Practice Size (→Q2), Note Prefs (→Q5 smart defaults)
NUX dialog handlingReplaced: 3-option guided first action (record/dictate/sample)Replaced: preference-based CTA from Q10 answerReplaced: segment-specific guided first actionReplaced: ROI-anchored savings tracker CTAReplaced: peer-guided first action with usage percentages
Post-onboarding /new page treatmentPersonalized welcome + 3 options + template pre-selectedDeeply personalized with full setup summary + preferred method highlightedSegment-specific emotional arc continues on /newSavings tracker with progress bar + time-per-note goalPeer community guided: "How [specialty] providers start"
/new page personalization depthMedium — 5 quiz data points customize template, modality, messagingDeep — 13 data points customize everything including CTA type and aspirational messagingMedium-Deep — segment drives emotional arc; role/format customize setupDeep (quantitative) — savings target, per-note time estimate, ROI-anchored messagingMedium-Deep — specialty-specific peer stats, usage percentages, peer quotes
First-action guidance approach3 equal options (record/dictate/sample) — no skipSingle preferred method highlighted (from Q10) + 2 alternativesSegment-specific single CTA with emotional framing + 2 alternativesSavings tracker gamification: "Save Your First [X] Minutes"Peer-percentage guided: "72% start this way" + alternatives with usage %
Expected /new → first recording rate55-65%65-75%60-70%60-70%60-70%
Quiz questions513 (+ 3 interstitials)7 per path (4 branching paths)97 (each with peer data reveal)
Personalization depthMediumDeepMedium-Deep (segment-driven)Deep (quantitative)Medium-Deep (peer/community-driven)
Content variations provided3 headline, 2 subheadline, 3 CTA, 2 /new page3 headline, 3 CTA, 2 /new page per method (×4 methods)2 headline × 4 segments, 2 CTA × 4, /new page × 43 headline, 3 CTA, 2 /new page3 headline, 3 CTA, 2 /new page
Primary psych principleSimplicity/Fluency + Personalization EffectSunk Cost + Commitment EscalationMessage Match + Empathy MirroringQuantification Bias + Loss Aversion (Financial)Social Proof (Bandwagon) + In-Group Identity
Design directionClean centered cards, auto-advance, minimalPhased quiz with interstitial breaks, richer results4 segment-specific paths with tailored emotional arcsData-dashboard results page, savings tracker on /newTwo-phase screens (question → peer reveal), community aesthetic
Technical complexityLow-MediumMediumMedium-High (4× content paths)Medium (ROI calc + savings tracker)Medium-High (specialty-specific data pipeline)
Content requirementsLow (5 questions, 1 testimonial)Medium (13 questions, interstitial content, per-method /new variants)High (28 questions across 4 paths, 4× results/testimonials)Medium (9 questions, ROI methodology, savings tracker)High (7 questions × specialty peer data, per-specialty testimonials)
Expected signup rate35-45%25-35%30-40%30-40%35-45%
Expected activation rate55-65%65-75%60-70%60-70%60-70%
Best for audienceImpatient mobile users, high-intent from strong ad, busy clinicians who value speedHesitant or skeptical clinicians, practice owners evaluating carefully, low-intent cold traffic that needs warmingClinicians with a clear primary pain point, well-segmented FB ad audiencesAnalytically-minded clinicians, practice owners making ROI decisions, switchers comparing toolsPeer-influenced clinicians, those who adopt based on colleague recommendations, community-oriented providers
Key riskQuiz too short for sunk cost; shallow personalization may not differentiate from genericHigh drop-off from quiz length; higher CAC4× content/creative effort; wrong segment landing; forced single-pain-point choiceHourly rate question may feel intrusive; calculation skepticism; cold for emotional buyersSpecialty-specific data accuracy; thin data for niche specialties; peer stat repetition fatigue