RESEARCH PREVIEW
2026 BFCM EDITION
JURNI × META
Jurni × Meta
RESEARCH PREVIEW
2026 BFCM EDITION
JURNI × META
Jurni × Meta
Jurni × Meta
COLLABORATIVE RESEARCH · 2026
FEATURING OPERATOR PERSPECTIVES FROM
AG1 WONDERSKIN gen see ARMRA Dose FIRST AID BEAUTY
DATA-BACKED GUIDE · BFCM 2026
New data from [XX]M ecommerce sessions reveals where performance is won—and lost—between ad and purchase.
THE GAP IN ONE NUMBER
PENDING FINAL JURNI ANALYSIS
Jurni × Meta
COLLABORATIVE RESEARCH · 2026
FEATURING OPERATOR PERSPECTIVES FROM
AG1 WONDERSKIN gen see ARMRA Dose FIRST AID BEAUTY
DATA-BACKED GUIDE · BFCM 2026
New data from [XX]M ecommerce sessions reveals where performance is won—and lost—between ad and purchase.
THE GAP IN ONE NUMBER
PENDING FINAL JURNI ANALYSIS
THE QUESTION BEHIND THE RESEARCH
Meta has made it possible to deliver more relevant creative to more people. But what happens when that personalization stops at the click?
Our hypothesis: the more differentiated the ad, the more expensive it is to send that traffic to a generic experience.
01
A reason to click →
02
A need revealed →
03
A promise continued →
04
A decision made
THE QUESTION BEHIND THE RESEARCH
Meta has made it possible to deliver more relevant creative to more people. But what happens when that personalization stops at the click?
Our hypothesis: the more differentiated the ad, the more expensive it is to send that traffic to a generic experience.
01
A reason to click →
02
A need revealed →
03
A promise continued →
04
A decision made
INSIDE THE REPORT
01 INTENT CONTINUITY The right ad can still lead to the wrong experience. ↘
02 SPECIFICITY Message match matters more as creative gets sharper. ↘
03 DESTINATION Not every click wants a PDP. ↘
04 HIDDEN UPSIDE A winning ad may be hiding a losing funnel. ↘
05 PEAK SEASON BFCM changes what the page needs to do. ↘
06 THE BLUEPRINT Unlock the ideal mobile BFCM landing experience. ↘
INSIDE THE REPORT
01 INTENT CONTINUITY The right ad can still lead to the wrong experience. ↘
02 SPECIFICITY Message match matters more as creative gets sharper. ↘
03 DESTINATION Not every click wants a PDP. ↘
04 HIDDEN UPSIDE A winning ad may be hiding a losing funnel. ↘
05 PEAK SEASON BFCM changes what the page needs to do. ↘
06 THE BLUEPRINT Unlock the ideal mobile BFCM landing experience. ↘
FINDING 01
INTENT CONTINUITY
When the landing experience continues the intent that generated the click, the journey stops leaking relevance.
CVR LIFT
META CREATIVE
“A better way to solve this problem.”
INTENT SIGNAL →
MATCHED EXPERIENCE
META POV · EDITORIAL PLACEHOLDER
Quote to validate with Meta performance / commerce leadership
AG1 · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · AG1
FINDING 01
INTENT CONTINUITY
When the landing experience continues the intent that generated the click, the journey stops leaking relevance.
CVR LIFT
META CREATIVE
“A better way to solve this problem.”
INTENT SIGNAL →
MATCHED EXPERIENCE
META POV · EDITORIAL PLACEHOLDER
Quote to validate with Meta performance / commerce leadership
AG1 · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · AG1
FINDING 02
THE HERO FINDING
Creative specificity creates post-click responsibility. The sharper the reason to click, the more costly it becomes to erase that context on arrival.
CONVERSION RATE BY CREATIVE SPECIFICITY
■ Generic destination ■ Intent-matched
General brand 4.1 → 4.5% +10%
Product-specific 4.3 → 5.4% +26%
Benefit-specific 4.0 → 5.8% +45%
Problem-specific 3.8 → 5.9% +55%
Offer-specific 5.2 → 7.5% +44%
Illustrative data shown to demonstrate the intended analysis. Replace with validated Jurni findings before publication.
THE TAKEAWAY
FINDING 02
THE HERO FINDING
Creative specificity creates post-click responsibility. The sharper the reason to click, the more costly it becomes to erase that context on arrival.
CONVERSION RATE BY CREATIVE SPECIFICITY
■ Generic destination ■ Intent-matched
General brand 4.1 → 4.5% +10%
Product-specific 4.3 → 5.4% +26%
Benefit-specific 4.0 → 5.8% +45%
Problem-specific 3.8 → 5.9% +55%
Offer-specific 5.2 → 7.5% +44%
Illustrative data shown to demonstrate the intended analysis. Replace with validated Jurni findings before publication.
THE TAKEAWAY
FINDING 03
DESTINATION STRATEGY
The best destination depends on what the creative has already taught, promised, or proved. Intent—not convention—should choose the page.
AD INTENT BEST-FIT EXPERIENCE THE PAGE SHOULD LEAD WITH
Specs, variants, add-to-cart
Diagnosis, mechanism, solution
Claims, evidence, alternatives
Creator voice, reviews, use case
Offer, urgency, bundle economics
THE SHIFT
TEST: CVR + RPS BY ROUTE
gen see · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · Gen See
FINDING 03
DESTINATION STRATEGY
The best destination depends on what the creative has already taught, promised, or proved. Intent—not convention—should choose the page.
AD INTENT BEST-FIT EXPERIENCE THE PAGE SHOULD LEAD WITH
Specs, variants, add-to-cart
Diagnosis, mechanism, solution
Claims, evidence, alternatives
Creator voice, reviews, use case
Offer, urgency, bundle economics
THE SHIFT
TEST: CVR + RPS BY ROUTE
gen see · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · Gen See
FINDING 04
HIDDEN CONVERSION UPSIDE
High traffic can make a creative look like a winner while below-median post-click conversion quietly caps its value.
HIGH-VOLUME CREATIVE
sessions TOP-QUARTILE TRAFFIC
GENERIC DESTINATION
CVR BELOW-MEDIAN CONVERSION
MATCHED EXPERIENCE
INCREMENTAL LIFT OPPORTUNITY RECOVERED
IN PLAIN ENGLISH
Prioritize high-volume ads with weak post-click conversion. They may hold more recoverable upside than the average campaign.
BUILT FOR THE GAP
Jurni AI reads the intent behind the creative, generates the experience, and gives your team a live surface to keep improving.
FINDING 04
HIDDEN CONVERSION UPSIDE
High traffic can make a creative look like a winner while below-median post-click conversion quietly caps its value.
HIGH-VOLUME CREATIVE
sessions TOP-QUARTILE TRAFFIC
GENERIC DESTINATION
CVR BELOW-MEDIAN CONVERSION
MATCHED EXPERIENCE
INCREMENTAL LIFT OPPORTUNITY RECOVERED
IN PLAIN ENGLISH
Prioritize high-volume ads with weak post-click conversion. They may hold more recoverable upside than the average campaign.
BUILT FOR THE GAP
Jurni AI reads the intent behind the creative, generates the experience, and gives your team a live surface to keep improving.
FINDING 05
PEAK-SEASON BEHAVIOR
High intent, compressed timelines, and aggressive comparison shift the job of the experience. Clarity has to arrive faster.
↑ MORE IMPORTANT
Make the value unmistakable above the fold.
↑ MORE IMPORTANT
Reduce distance between promise and shoppable choice.
↗ TEST BY INTENT
Show the economics, not just the assortment.
↓ POTENTIALLY LESS
Shorten for high-intent traffic; preserve where context is required.
Research directions—not conclusions. Final cards should reflect observed BFCM session behavior.
DOSE · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · Dose
FINDING 05
PEAK-SEASON BEHAVIOR
High intent, compressed timelines, and aggressive comparison shift the job of the experience. Clarity has to arrive faster.
↑ MORE IMPORTANT
Make the value unmistakable above the fold.
↑ MORE IMPORTANT
Reduce distance between promise and shoppable choice.
↗ TEST BY INTENT
Show the economics, not just the assortment.
↓ POTENTIALLY LESS
Shorten for high-intent traffic; preserve where context is required.
Research directions—not conclusions. Final cards should reflect observed BFCM session behavior.
DOSE · DRAFT · PENDING APPROVAL
[Name placeholder] · [Role / title] · Dose
THE SAVE-AND-SHARE PAGE
01 IF YOUR AD LEADS WITH…
BUILD AN EXPERIENCE THAT LEADS WITH…
Specs, variants, add-to-cart
02 IF YOUR AD LEADS WITH…
Diagnosis, mechanism, solution
03 IF YOUR AD LEADS WITH…
Claims, evidence, alternatives
04 IF YOUR AD LEADS WITH…
Creator voice, reviews, use case
05 IF YOUR AD LEADS WITH…
Offer, urgency, bundle economics
Five intents should not collapse into one generic page. Generate the right experience for each one—then keep iterating without waiting on a rebuild.
THE SAVE-AND-SHARE PAGE
01 IF YOUR AD LEADS WITH…
BUILD AN EXPERIENCE THAT LEADS WITH…
Specs, variants, add-to-cart
02 IF YOUR AD LEADS WITH…
Diagnosis, mechanism, solution
03 IF YOUR AD LEADS WITH…
Claims, evidence, alternatives
04 IF YOUR AD LEADS WITH…
Creator voice, reviews, use case
05 IF YOUR AD LEADS WITH…
Offer, urgency, bundle economics
Five intents should not collapse into one generic page. Generate the right experience for each one—then keep iterating without waiting on a rebuild.
RESEARCH FOUNDATION
The strongest report starts with the fields Jurni can reliably connect—from creative signal through post-click behavior—then lets the observed patterns decide the final story.
RESEARCH FOUNDATION
The strongest report starts with the fields Jurni can reliably connect—from creative signal through post-click behavior—then lets the observed patterns decide the final story.
CHAPTER 06
THE PRACTICAL BLUEPRINT
See the mobile format that preserves ad intent, makes the offer unmistakable, moves shoppers to product fast, and stays editable as performance changes.
Message match Offer clarity Proof at the decision Real-time iteration
EXCLUSIVE CHAPTER · LOCKED
Reveal the full page anatomy, five-point checklist, and Jurni’s launch-and-iterate workflow.
CHAPTER 06
THE PRACTICAL BLUEPRINT
See the mobile format that preserves ad intent, makes the offer unmistakable, moves shoppers to product fast, and stays editable as performance changes.
Message match Offer clarity Proof at the decision Real-time iteration
EXCLUSIVE CHAPTER · LOCKED
Reveal the full page anatomy, five-point checklist, and Jurni’s launch-and-iterate workflow.
THE CONCLUSION WORTH TESTING
Build the whole journey—not just the click. Generate a landing experience for every ad, and improve it at the speed of performance.
THE CONCLUSION WORTH TESTING
Build the whole journey—not just the click. Generate a landing experience for every ad, and improve it at the speed of performance.
Jurni × Meta
THE BFCM PERFORMANCE GAP · 2026 EDITION
RESEARCH PREVIEW · ILLUSTRATIVE METRICS
Jurni × Meta
THE BFCM PERFORMANCE GAP · 2026 EDITION
RESEARCH PREVIEW · ILLUSTRATIVE METRICS