Apriori - Know Why Users Drop Off. Before They Do.

Univest – Variant 6: Dual CTA → Loss-Aversion Recover (6.1 → 6.2)

The Verdict

Two-step with recovery mechanism. Screen 6.2 re-engages hesitant users through loss-aversion framing. Effective on pragmatists who paused; backfires on high-scepticism users who see it as manipulation.

Univest – Variant 6: Dual CTA → Loss-Aversion Recover (6.1 → 6.2) achieved a 44.0% completion rate across all 50 personas (mid-tier of the six variants tested). The two-step structure adds friction but enables targeted messaging at each step. Core non-converters are Skeptics (0.0% completion), Privacy Guardians (0.0%), and the Junk cohort (0%). Enthusiasts convert at 93.3% across all variants.

44%

Completion Rate

Personas Tested

Dropped Off

worst: 6 1

Avg. Time

47s

Who Converts, Who Doesn't

Per-segment completion rates, sorted by biggest opportunity first

The Confused Novice

0/10

6 1: Trust/friction barrier at 6_1

BLOCKED

The Enthusiast

14/15

6 1: Trust/friction barrier at 6_1

93.3%

The Pragmatist

8/13

6 2: Trust/friction barrier at 6_2

61.5%

The Privacy Guardian

0/1

6 1: Trust/friction barrier at 6_1

BLOCKED

The Skeptic

0/11

6 1: Trust/friction barrier at 6_1

BLOCKED

Flow Funnel

Screen-by-screen conversion rates, 50 personas entered

6 1

64%−18

6 2

68.8%−10

Completed

44%

Segment Divergence

The same screen, dramatically different outcomes, this is what aggregate metrics hide

Critical Divergence

At 6 2, The Confused Novice users drop off at 100% while The Enthusiast users drop off at just 0%. That's a 100pp gap on the same screen.

The Confused Novice

The Enthusiast

The Pragmatist

The Privacy Guardian

The Skeptic

6 2

100pp spread

The Confused Novice

100%

The Enthusiast

The Pragmatist

33.3%

The Skeptic

100%

6 1

93pp spread

The Confused Novice

60%

The Enthusiast

6.7%

The Pragmatist

7.7%

The Privacy Guardian

100%

The Skeptic

81.8%

The Why, Persona Monologues

What users were thinking at the moment they decided to leave

6 1

, 18 voices

“

“The moment I see 'FREE tips' on the value proposition screen showing what I'd get, with two CTA buttons I know this is a lead-gen funnel. My professional judgment says no.”

28yo Senior Product Manager, Bengaluru, ₹220,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“I see the value proposition screen showing what I'd get, with two CTA buttons and the alarm bells are already going off. '84.7% accuracy' — that's a fin-influencer number. I do real research. Closing.”

34yo Quantitative Researcher, Pune, ₹380,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“The value proposition screen showing what i'd get, with two cta buttons is marketing noise. I don't need tips; I build my own models. Not engaging.”

36yo Equity Research Analyst, Chennai, ₹240,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

29yo Chartered Accountant, Ahmedabad, ₹145,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“Stock advisory on the value proposition screen showing what I'd get, with two CTA buttons — my husband would ask why I'm gambling. I'll close before I get further. This is not for me.”

34yo Senior Secondary Teacher, Lucknow, ₹38,000/mo

The Privacy GuardianAnxious and withdrawn

Trust

4/10

Clarity

5.2/10

Value

3.6/10

“

“I see the value proposition screen showing what I'd get, with two CTA buttons and recognize the pattern: free tip → subscription trap. No time for this; my money is already allocated.”

39yo Civil Engineer, Nagpur, ₹78,000/mo

The PragmatistCalculated exit

Trust

6/10

Clarity

6.8/10

Value

6.6/10

“

“The moment I see 'FREE tips' on the value proposition screen showing what I'd get, with two CTA buttons I know this is a lead-gen funnel. My professional judgment says no.”

37yo Section Officer, Kolkata, ₹92,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“At the value proposition screen showing what I'd get, with two CTA buttons I realized this would show up as a subscription on our joint account. Not worth the conversation. Closing.”

29yo HR Executive, Ranchi, ₹42,000/mo

The EnthusiastDisappointed but okay

Trust

7.7/10

Clarity

7.8/10

Value

8.3/10

“

“The value proposition screen showing what i'd get, with two cta buttons is marketing noise. I don't need tips; I build my own models. Not engaging.”

31yo Branch Manager, Belgaum, ₹55,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

31yo Assistant Manager, Warangal, ₹44,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“Too many things on the value proposition screen showing what I'd get, with two CTA buttons and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

21yo BCom Student, Mumbai, ₹5,000/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

“

“Too many things on the value proposition screen showing what I'd get, with two CTA buttons and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

26yo Unknown, Bengaluru, ₹0/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

“

“The value proposition screen showing what i'd get, with two cta buttons is marketing noise. I don't need tips; I build my own models. Not engaging.”

19yo B.Tech Student, Patna, ₹0/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“I can't read English very well and the value proposition screen showing what I'd get, with two CTA buttons has too much text. Not sure what I'm being asked to do.”

33yo Cab Driver, Delhi, ₹22,000/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

“

“Too many things on the value proposition screen showing what I'd get, with two CTA buttons and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

30yo Teacher, Lucknow, ₹40,000/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

“

“Too many things on the value proposition screen showing what I'd get, with two CTA buttons and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

55yo Farmer, Begusarai, ₹12,000/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

“

44yo Small Shop Owner, Varanasi, ₹35,000/mo

The SkepticValidated skepticism

Trust

3.7/10

Clarity

5.5/10

Value

3.9/10

“

“Too many things on the value proposition screen showing what I'd get, with two CTA buttons and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

22yo Unknown, Patna, ₹0/mo

The Confused NoviceConfused and cautious

Trust

5.7/10

Clarity

4.8/10

Value

5.6/10

6 2

, 10 voices

“

“The ₹1 looked fine but the recovery screen reminding me that today's trade signal is waiting and ₹1 is all it takes shows auto-renewal at ₹2,799 in tiny text. I've seen this dark pattern before. Not going through with it.”

38yo Marketing Manager, Gurugram, ₹250,000/mo

The PragmatistCalculated exit

Trust

5.2/10

Clarity

6.8/10

Value

6.6/10

“

“Got to the recovery screen reminding me that today's trade signal is waiting and ₹1 is all it takes — the ₹1 looked fine but 'Billed quarterly, renews at ₹2,799' in 9px font? That's a subscription trap. Closing.”

41yo Electronics Shop Owner, Indore, ₹95,000/mo

The SkepticValidated skepticism

Trust

2.9/10

Clarity

5.5/10

Value

3.9/10

“

“Got to the recovery screen reminding me that today's trade signal is waiting and ₹1 is all it takes and there are three different price options. I got confused about which one to pick and if I choose wrong, will I lose money? Better not.”

30yo Process Engineer, Coimbatore, ₹52,000/mo

The Confused NoviceConfused and cautious

Trust

4.9/10

Clarity

4.8/10

Value

5.6/10

“

“Reached the recovery screen reminding me that today's trade signal is waiting and ₹1 is all it takes — the plan picker is unnecessarily complex. Three plan options with strikethrough prices? I've read enough UX dark-pattern literature to know what this is.”

33yo Hospital Pharmacist, Kochi, ₹58,000/mo

The PragmatistCalculated exit

Trust

5.2/10

Clarity

6.8/10

Value

6.6/10

“

34yo Boutique Owner, Vadodara, ₹70,000/mo

The PragmatistCalculated exit

Trust

5.2/10

Clarity

6.8/10

Value

6.6/10

“

“Even as competitor research, the recovery screen reminding me that today's trade signal is waiting and ₹1 is all it takes crossed a line with the hidden auto-renewal. I can't in good conscience engage with this pricing structure.”

36yo PSU Engineer, Bhubaneswar, ₹96,000/mo

The SkepticValidated skepticism

Trust

2.9/10

Clarity

5.5/10

Value

3.9/10

“

26yo State Govt Clerk, Raipur, ₹36,000/mo

The Confused NoviceConfused and cautious

Trust

4.9/10

Clarity

4.8/10

Value

5.6/10

“

38yo Auto Mechanic, Aurangabad, ₹65,000/mo

The Confused NoviceConfused and cautious

Trust

4.9/10

Clarity

4.8/10

Value

5.6/10

“

29yo Freelancer, Surat, ₹25,000/mo

The PragmatistCalculated exit

Trust

5.2/10

Clarity

6.8/10

Value

6.6/10

“

65yo Retired, Bhopal, ₹18,000/mo

The Confused NoviceConfused and cautious

Trust

4.9/10

Clarity

4.8/10

Value

5.6/10

Clustered Drop-Off Reasons

Root causes at each drop-off point, clustered from persona reasonings

Fix Recommendations

Ranked by impact and feasibility, build these first

high impacthigh feasibility6 2

Root cause: Auto-renewal at ₹2,799 buried in fine print triggers subscription-trap anxiety

Increase auto-renewal disclosure to 14px bold; add 'no auto-renew for ₹9' opt-out toggle

Affects: Skeptics and Privacy Guardians+10-15% completion

high impactmedium feasibility6 1

Root cause: 84.7% accuracy claim perceived as fin-influencer bait with no methodology

Replace with a verified 3-year win-rate range and link to methodology

Affects: High-literacy Skeptics and Pragmatists+8-12% trust on first screen

medium impacthigh feasibility6 2

Root cause: Cognitive overload from multi-plan pricing display

Default to a single plan; hide other durations in collapsed 'See more options' section

Affects: Confused Novices and Tier-2/3 users+5-8% completion

medium impacthigh feasibility6 1

Root cause: SEBI registration and trust signals below the fold on smaller screens

Pin SEBI reg number and user count in the top 200px viewport across all device sizes

Affects: Pragmatists and cautious Moderates+5-7% completion