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Research

Research

Research and perspectives on creative, media and measurement, drawn from the accounts we run.

Research and perspectives on creative, media and measurement, drawn from the accounts we run.

Creative

Meta Scores Creative Diversity. Your 40 Ads May Count as One

Meta now scores creative diversity per ad set and treats look-alike ads as one creative. Why 40 variants fill one cell, and how to plan a 576-cell grid.

Measurement

Net New Reach Is the Metric Missing From Meta Ads Manager

Meta Ads Manager hides net new reach. We show how to calculate it and why to pair it with click quality. Landing page views fell from 89% to 81%.

Meta Algorithm

Meta Rewards Customer Journeys, So Almost Never Turn Off an Ad

Meta picks each ad from a buyer's history. Ads that start the journey show 1.62 ROAS vs 3.07 on past buyers, so almost never turn off a Meta ad.

Meta Algorithm

Higher AOV Gets You to 8 Figures, Cheaper SKUs Get You Past It

A premium brand raised AOV 138% and its conversion rate fell 54%, yet revenue per session rose 10%. Higher AOV scales a premium brand to 8 figures on Meta.

Meta Algorithm

How Meta Ranks Ads With GEM and Andromeda, and What You Control

How Meta ranks ads in three stages. Andromeda cuts tens of millions to a few thousand, GEM-taught models score them, and an auction picks one winner.

Creative

Premium Fashion Brands Scale on Meta by Testing SKUs First

Premium fashion brands scale on Meta by testing SKUs before angles. SKU testing is about 80% of the work of scaling in the fashion accounts we manage.

Account Structure

Jewelry Brands Scale on Meta When Drops Feed the Evergreen Line

How jewelry brands scale on Meta ads: limited drops feed an evergreen line, about 1 in 3 drops earns a permanent spot, and gifts beat discounts.

Account Structure

The Best Q4 Meta Account Structure Is Built in October

The best Q4 Meta account structure is the year-round build plus three holiday campaigns. CPMs ran 51% above October at Black Friday, so build it now.

Measurement

How to Reduce High CPMs on Meta, and When to Leave Them Alone

To fix high CPMs on Meta, split CPM into reach cost and frequency first. Inside one ad, warm reach cost 1.81x new reach.

Account Structure

New Meta Ad Accounts Need Less Setup and More Patience

Our 2026 new Meta ad account setup: a verified Pixel and Conversions API, one sales campaign on highest volume, and a daily budget of about 7x target CPA.

Measurement

To Scale a Premium Brand From 7 to 8 Figures, Fix Meta's Inputs

Scaling a premium brand from 7 to 8 figures on Meta starts with its data: one attribution standard, purchase match quality of 9+ and 3x to 5x the angles.

Creative

Meta Starves Most Ads, So Judge Creative by Variable

55% of active Meta ads get zero purchases in a month. How to tag every ad, put the tags in the ad name and read Meta creative tests by variable.

Meta Algorithm

Meta Runs Natural Selection on Your Ads. Growth Needs New Niches

Meta runs natural selection on your ad account. Its pick is the volume leader 75% of the time and the best-ROAS ad 34%. How to grow into new niches.

Measurement

No Meta Metric Means Anything Alone, So Read Them in Pairs

No Meta metric means anything alone. People 55 and over clicked 59% more often but bought 24% less per visit. How to read Meta ads metrics in pairs.

Creative

Why 1-Star Reviews Make Some of Your Best Meta Ads

Shoppers buy most at 4.0 to 4.7 stars, and less often as ratings near 5.0. How to mine your own and competitors' 1-star reviews for Meta ads that answer objections, within the rules.

Meta Algorithm

Meta Picks Your Winner in 72 Hours, on One Purchase

At 72 hours, the ad Meta goes on to fund has a median of one purchase, and 37% have zero. More data does not make Meta's pick more profitable.

Meta Algorithm

Meta Does Not Push More Spend to Your Higher-Engagement Ads

Across the brands we manage, engagement explains 0.07% of where Meta puts spend, and a jump in likes buys no extra budget the next day. Meta funds sales.

Creative

A Few Ads Carry Every Meta Account. Your Best Ad Fades in 90 Days

The top 10% of Meta ads take 64% of a typical month's spend, and that is normal. The risk is turnover, because your #1 ad fades within three months.

Measurement

New Meta Accounts Should Run the Least Accurate Attribution

New Meta accounts should start on the loosest attribution setting, even though Meta's own incremental model backs only about 68% of the revenue it reports.

Account Structure

Meta Overfits Your Account to One Buyer, So Your Ads Stop Scaling

Meta overfits your ad account to one buyer. One brand we audited reached 16.7M people at frequency 20. This paper explains why Meta ads stop scaling and how to fix it.

Creative

Meta's Ad Supply Grew Nearly 3x Faster Than Its User Base

Meta's ad impressions grew 107% from 2020 to 2025 while daily active people grew 38%. Each person now sees about 50% more ads. Brands need more creative to keep pace.

Account Structure

How to Set Up Partnership Ads on Meta: Our Campaign Structure

Partnership ads on Meta stayed live 1.89x as long as other ads, at about the same cost per sale. This paper lays out the campaign structure we use, setting by setting.

Creative

Meta Scores Creative Diversity. Your 40 Ads May Count as One

Meta now scores creative diversity per ad set and treats look-alike ads as one creative. Why 40 variants fill one cell, and how to plan a 576-cell grid.

Measurement

Net New Reach Is the Metric Missing From Meta Ads Manager

Meta Ads Manager hides net new reach. We show how to calculate it and why to pair it with click quality. Landing page views fell from 89% to 81%.

Meta Algorithm

Meta Rewards Customer Journeys, So Almost Never Turn Off an Ad

Meta picks each ad from a buyer's history. Ads that start the journey show 1.62 ROAS vs 3.07 on past buyers, so almost never turn off a Meta ad.

Meta Algorithm

Higher AOV Gets You to 8 Figures, Cheaper SKUs Get You Past It

A premium brand raised AOV 138% and its conversion rate fell 54%, yet revenue per session rose 10%. Higher AOV scales a premium brand to 8 figures on Meta.

Meta Algorithm

How Meta Ranks Ads With GEM and Andromeda, and What You Control

How Meta ranks ads in three stages. Andromeda cuts tens of millions to a few thousand, GEM-taught models score them, and an auction picks one winner.

Creative

Premium Fashion Brands Scale on Meta by Testing SKUs First

Premium fashion brands scale on Meta by testing SKUs before angles. SKU testing is about 80% of the work of scaling in the fashion accounts we manage.

Account Structure

Jewelry Brands Scale on Meta When Drops Feed the Evergreen Line

How jewelry brands scale on Meta ads: limited drops feed an evergreen line, about 1 in 3 drops earns a permanent spot, and gifts beat discounts.

Account Structure

The Best Q4 Meta Account Structure Is Built in October

The best Q4 Meta account structure is the year-round build plus three holiday campaigns. CPMs ran 51% above October at Black Friday, so build it now.

Measurement

How to Reduce High CPMs on Meta, and When to Leave Them Alone

To fix high CPMs on Meta, split CPM into reach cost and frequency first. Inside one ad, warm reach cost 1.81x new reach.

Account Structure

New Meta Ad Accounts Need Less Setup and More Patience

Our 2026 new Meta ad account setup: a verified Pixel and Conversions API, one sales campaign on highest volume, and a daily budget of about 7x target CPA.

Measurement

To Scale a Premium Brand From 7 to 8 Figures, Fix Meta's Inputs

Scaling a premium brand from 7 to 8 figures on Meta starts with its data: one attribution standard, purchase match quality of 9+ and 3x to 5x the angles.

Creative

Meta Starves Most Ads, So Judge Creative by Variable

55% of active Meta ads get zero purchases in a month. How to tag every ad, put the tags in the ad name and read Meta creative tests by variable.

Meta Algorithm

Meta Runs Natural Selection on Your Ads. Growth Needs New Niches

Meta runs natural selection on your ad account. Its pick is the volume leader 75% of the time and the best-ROAS ad 34%. How to grow into new niches.

Measurement

No Meta Metric Means Anything Alone, So Read Them in Pairs

No Meta metric means anything alone. People 55 and over clicked 59% more often but bought 24% less per visit. How to read Meta ads metrics in pairs.

Creative

Why 1-Star Reviews Make Some of Your Best Meta Ads

Shoppers buy most at 4.0 to 4.7 stars, and less often as ratings near 5.0. How to mine your own and competitors' 1-star reviews for Meta ads that answer objections, within the rules.

Meta Algorithm

Meta Picks Your Winner in 72 Hours, on One Purchase

At 72 hours, the ad Meta goes on to fund has a median of one purchase, and 37% have zero. More data does not make Meta's pick more profitable.

Meta Algorithm

Meta Does Not Push More Spend to Your Higher-Engagement Ads

Across the brands we manage, engagement explains 0.07% of where Meta puts spend, and a jump in likes buys no extra budget the next day. Meta funds sales.

Creative

A Few Ads Carry Every Meta Account. Your Best Ad Fades in 90 Days

The top 10% of Meta ads take 64% of a typical month's spend, and that is normal. The risk is turnover, because your #1 ad fades within three months.

Measurement

New Meta Accounts Should Run the Least Accurate Attribution

New Meta accounts should start on the loosest attribution setting, even though Meta's own incremental model backs only about 68% of the revenue it reports.

Account Structure

Meta Overfits Your Account to One Buyer, So Your Ads Stop Scaling

Meta overfits your ad account to one buyer. One brand we audited reached 16.7M people at frequency 20. This paper explains why Meta ads stop scaling and how to fix it.

Creative

Meta's Ad Supply Grew Nearly 3x Faster Than Its User Base

Meta's ad impressions grew 107% from 2020 to 2025 while daily active people grew 38%. Each person now sees about 50% more ads. Brands need more creative to keep pace.

Account Structure

How to Set Up Partnership Ads on Meta: Our Campaign Structure

Partnership ads on Meta stayed live 1.89x as long as other ads, at about the same cost per sale. This paper lays out the campaign structure we use, setting by setting.

Insights, posted daily

Short reads on what we're seeing across the accounts we run, posted to LinkedIn and X.

The Premium Growth Toolkit

Our forecasting, cost and creative planning tools, free.

© 2026 Odylic Media. Profitable new customer acquisition for premium brands.

The Premium Growth Toolkit

Our forecasting, cost and creative planning tools, free.

© 2026 Odylic Media. Profitable new customer acquisition for premium brands.

The Premium Growth Toolkit

Our forecasting, cost and creative planning tools, free.

© 2026 Odylic Media. Profitable new customer acquisition for premium brands.