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

Univest – Variant 3: Trusted Advisory compact + ‘Unlock FREE trade’

The Verdict

Compact format reduces cognitive load and converts curious pragmatists. 'Unlock FREE trade' framing is less aggressive than 'FREE tips'. Best for mobile-first impulsive segment.

Univest – Variant 3: Trusted Advisory compact + ‘Unlock FREE trade’ achieved a 54.0% completion rate across all 50 personas (mid-tier of the six variants tested). The single-screen format reduced decision friction significantly. Core non-converters are Skeptics (9.1% completion), Privacy Guardians (0.0%), and the Junk cohort (0%). Enthusiasts convert at 93.3% across all variants.

54%

Completion Rate

Personas Tested

Dropped Off

worst: 3

Avg. Time

23s

Who Converts, Who Doesn't

Per-segment completion rates, sorted by biggest opportunity first

The Confused Novice

2/10

3: Trust/friction barrier at 3

20%

The Enthusiast

14/15

3: Trust/friction barrier at 3

93.3%

The Pragmatist

10/13

3: Trust/friction barrier at 3

76.9%

The Privacy Guardian

0/1

3: Trust/friction barrier at 3

BLOCKED

The Skeptic

1/11

3: Trust/friction barrier at 3

9.1%

Flow Funnel

Screen-by-screen conversion rates, 50 personas entered

54%−23

Completed

54%

Segment Divergence

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

Critical Divergence

At 3, The Privacy Guardian users drop off at 100% while The Enthusiast users drop off at just 6.7%. That's a 93pp gap on the same screen.

The Confused Novice

The Enthusiast

The Pragmatist

The Privacy Guardian

The Skeptic

93pp spread

The Confused Novice

80%

The Enthusiast

6.7%

The Pragmatist

23.1%

The Privacy Guardian

100%

The Skeptic

90.9%

The Why, Persona Monologues

What users were thinking at the moment they decided to leave

, 23 voices

“

“The moment I see 'FREE tips' on the compact layout asking me to 'Unlock FREE trade' 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

4/10

Clarity

5.8/10

Value

4/10

“

“The moment I see 'FREE tips' on the compact layout asking me to 'Unlock FREE trade' I know this is a lead-gen funnel. My professional judgment says no.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“The compact layout asking me to 'unlock free trade' 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

4/10

Clarity

5.8/10

Value

4/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and recognize the pattern: free tip → subscription trap. No time for this; my money is already allocated.”

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

The PragmatistCalculated exit

Trust

6.3/10

Clarity

7.1/10

Value

6.8/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and the alarm bells are already going off. '84.7% accuracy' — that's a fin-influencer number. I do real research. Closing.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“Stock advisory on the compact layout asking me to 'Unlock FREE trade' — 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

4.3/10

Clarity

5.5/10

Value

3.8/10

“

“I see the compact layout asking me to 'Unlock FREE trade' 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

6.3/10

Clarity

7.1/10

Value

6.8/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and the alarm bells are already going off. '84.7% accuracy' — that's a fin-influencer number. I do real research. Closing.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“The moment I see 'FREE tips' on the compact layout asking me to 'Unlock FREE trade' I know this is a lead-gen funnel. My professional judgment says no.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“At the compact layout asking me to 'Unlock FREE trade' 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

8/10

Clarity

8.1/10

Value

8.4/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and the alarm bells are already going off. '84.7% accuracy' — that's a fin-influencer number. I do real research. Closing.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“I can't read English very well and the compact layout asking me to 'Unlock FREE trade' has too much text. Not sure what I'm being asked to do.”

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

The Confused NoviceConfused and cautious

Trust

6/10

Clarity

5.1/10

Value

5.8/10

“

“The compact layout asking me to 'unlock free trade' is marketing noise. I don't need tips; I build my own models. Not engaging.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“Too many things on the compact layout asking me to 'Unlock FREE trade' 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

6/10

Clarity

5.1/10

Value

5.8/10

“

“Too many things on the compact layout asking me to 'Unlock FREE trade' 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

6/10

Clarity

5.1/10

Value

5.8/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and recognize the pattern: free tip → subscription trap. No time for this; my money is already allocated.”

29yo Freelancer, Surat, ₹25,000/mo

The PragmatistCalculated exit

Trust

6.3/10

Clarity

7.1/10

Value

6.8/10

“

“Too many things on the compact layout asking me to 'Unlock FREE trade' and I don't know where to start. My wife said don't put money in anything without asking her. Closing.”

65yo Retired, Bhopal, ₹18,000/mo

The Confused NoviceConfused and cautious

Trust

6/10

Clarity

5.1/10

Value

5.8/10

“

“I see the compact layout asking me to 'Unlock FREE trade' and the alarm bells are already going off. '84.7% accuracy' — that's a fin-influencer number. I do real research. Closing.”

19yo B.Tech Student, Patna, ₹0/mo

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“I can't read English very well and the compact layout asking me to 'Unlock FREE trade' 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

6/10

Clarity

5.1/10

Value

5.8/10

“

“Too many things on the compact layout asking me to 'Unlock FREE trade' 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

6/10

Clarity

5.1/10

Value

5.8/10

“

“Too many things on the compact layout asking me to 'Unlock FREE trade' 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

6/10

Clarity

5.1/10

Value

5.8/10

“

“The compact layout asking me to 'unlock free trade' is marketing noise. I don't need tips; I build my own models. Not engaging.”

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

The SkepticValidated skepticism

Trust

4/10

Clarity

5.8/10

Value

4/10

“

“I can't read English very well and the compact layout asking me to 'Unlock FREE trade' has too much text. Not sure what I'm being asked to do.”

22yo Unknown, Patna, ₹0/mo

The Confused NoviceConfused and cautious

Trust

6/10

Clarity

5.1/10

Value

5.8/10

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 impactmedium feasibility3

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 feasibility3

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