Blog
Make carousels
people actually swipe.
Posts built on what we see in the library: thousands of Instagram carousels that got more likes and comments than their creator usually gets.
The carousel library: every carousel read by AI
The top Instagram carousel in every niche with every slide open, and how a decision model labeled 10,000+ of them by topic and format.
Open the libraryOutlier of the Week: “I haven’t been to the gym for so long” (38.6×)
A 4-slide opinion carousel by @the_female_lead got 92,828 likes and comments, 38.6× the creator’s usual. The numbers, the quoted-remark hook and how to reuse it.
4 min readHow-To Carousel Examples: What 405 Instagram Outliers Show
Real how-to carousel examples from 405 Instagram outliers, how often the format reached 2× its creator’s usual, and how to write a step-by-step carousel.
6 min readStorytelling Carousel Examples: What 479 Instagram Story Outliers Show
Real storytelling carousels that beat their creator’s usual, from a 201.2× story about lost friendships, grouped into 6 types, plus how to write one.
6 min readBest Time to Post Carousels on Instagram: What 7,976 Posts Show
We compared 7,976 Instagram carousels by weekday. Tuesday led at 26.7% reaching 2×, but slide count and niche varied far more than the day.
5 min readCarousel Ideas for Clients: How Social Media Managers Find Them
A weekly workflow for finding proven carousel ideas in any client’s niche, built on 3,924 outliers scored against each creator’s own usual.
8 min readCarousel Ideas for Coaches: 10 Ideas From Real Instagram Outliers
10 carousel ideas for mindset, fitness and business coaches, each taken from a real Instagram carousel that beat its creator’s usual engagement.
7 min readHow Many Slides Should an Instagram Carousel Have? The Data
We scored 7,916 Instagram carousels. Those with 11–15 slides reached 2× their creator’s usual 28.2% of the time, against 16.5% for 2–3 slides.
6 min readHow to Find Viral Posts on Instagram (Without Sorting by Likes)
Raw likes mostly measure account size. A six-step method for finding posts that beat their account’s usual, with real examples from October 2026.
6 min readHow to Write an Instagram Carousel, Slide by Slide
Write the payoff first and the cover third. A slide-by-slide copywriting method for Instagram carousels, with first slides and captions from real outliers.
7 min readInstagram Carousel Cover Ideas: What Worked in Each Format
Real carousel covers from Instagram outliers, grouped by format, plus what 5,442 first slides show: 6–10 words reached 2× most often.
7 min readInstagram Carousel Ideas 2026: The Strongest Idea in 13 Niches
Thirteen Instagram carousel ideas for 2026, one per niche, each taken from a 2026 carousel that beat its creator’s usual by 17× or more.
7 min readInstagram Carousel Mistakes: 8 Linked to Weaker Results
We compared 9,923 scored Instagram carousels. Eight mistakes that went with weaker results, ranked by size, from 2–3 slide posts to all-caps covers.
7 min readList Carousel Examples: Why Lists Win and How to Write One
Lists are 2,025 of the 3,924 outlier carousels in our library. Real list carousel examples by type, why the format works and how to write one.
6 min readOutlier of the Week: “I don’t think mom is coming back” (16.3×)
A story carousel by @jun_yuh got 102,170 likes and comments, 16.3× the creator’s usual. The numbers, the two-line hook and how to reuse the structure.
4 min readPersonal Brand Carousel Ideas: 6 Formats From 1,388 Outliers
1,388 carousels by content, business and lifestyle creators beat their creator’s usual. The six formats they used, with real first slides and scores.
7 min readViral AI Carousels: Lists, Prompts and 521 Instagram Outliers
AI carousels reached 3× their creator’s usual more often than average (17.3% against 14.9%). What 521 outliers show about lists, covers and slide count.
7 min readViral Business Carousels: What 497 Instagram Outliers Have in Common
Business carousels reach 2× their creator’s usual less often than average. The ones built on proof went furthest: case-study outliers have a median of 3.3×.
7 min readViral Content Creation Carousels: What 584 Outliers Have in Common
The top content creation carousel in our library scored 1,325× its creator’s usual. What 584 outliers show about formats, first slides and length.
7 min readViral Design Carousels: 65% of 368 Instagram Outliers Are Lists
Design carousels reached 2× their creator’s usual 27.6% of the time, second only to food. Most design outliers are lists: fonts, templates, tools and prompts.
7 min readViral Education Carousels: The Niche That Beats Its Usual Most Often
Of 242 education carousels we scored, 54.1% beat their creator’s usual, the highest share of any niche. What the 111 outliers share, plus 5 ideas.
7 min readViral Fashion and Beauty Carousels: The Hardest of Our 13 Niches
Only 17.6% of fashion and beauty carousels we scored reached 2× their creator’s usual, the lowest of 13 niches. What the 148 outliers did instead.
7 min readViral Fitness and Health Carousels: 199 Outliers in a Hard Niche
Only 10.6% of health and fitness carousels reached 3× their creator’s usual, against 14.9% overall. What the 199 that broke out did, with real examples.
7 min readViral Food Carousels: 178 Outliers From Our Top-Scoring Niche
31.1% of food carousels reached 2× their creator’s usual, the highest of our 13 niches. What 178 food and recipe outliers did, with real examples.
7 min readViral History Carousels: The Niche Where 12 Slides Is Normal
History and culture outliers run a median of 12 slides, the longest of our 13 niches, and 42% use 13–20. What 134 outliers show, with 5 ideas to borrow.
7 min readViral Personal Finance Carousels: 5 of 8 Top Hooks Name an Age
We studied 130 personal finance carousels that beat their creator’s usual, led by a 90.1× post. Five of the eight best first slides name an age.
7 min readViral Productivity Carousels: The Biggest Outliers Run 5–7 Slides
The six highest-scoring productivity carousels in our library all ran 5–7 slides, and most pushed back on productivity advice. What 207 outliers show.
7 min readViral Psychology Carousels: The Niche Where Opinion Posts Break Out
Psychology makes up 30% of the opinion carousels in our library that beat their creator’s usual. What 540 outliers show about hooks, formats and length.
7 min readViral Travel Carousels: Lessons From 307 Instagram Outliers
A travel list scored 662.8× its creator’s usual, yet travel and lifestyle carousels beat their usual less often than average. What 307 outliers show.
7 min readHow I Turned Someone Else’s Viral Carousel Into My Own
A real before-and-after. I took a carousel that got 18.3× its creator’s usual engagement, kept the format, changed the subject, and got 3K+ likes in 3 days.
5 min readHow to Make a Viral Instagram Carousel: A 7-Step Process
A practical process for Instagram carousels that beat your usual engagement, based on thousands of real outliers: references, format, hook, slide count and design.
4 min readInstagram Carousel Hooks: 10 Patterns From Posts That Outperformed
Real first slides from Instagram carousels that beat their creator’s usual, grouped into 10 hook patterns, plus what 3,075 first slides say about length and numbers.
6 min readInstagram Carousel Size (2026): Dimensions, Ratios and Slide Count
The right Instagram carousel size in 2026 (1080×1350 or 1080×1440), aspect ratios, the 20-slide limit, seamless panoramas, and how many slides top carousels use.
4 min readInstagram Outliers: How to Find Posts That Beat a Creator’s Usual
What an outlier post is, how to calculate an outlier score by hand, why it beats sorting by likes, and how to find outlier carousels in your niche.
5 min readViral Instagram Carousel Templates: 6 Structures That Outperformed
Six slide-by-slide carousel templates (list, how-to, reference, opinion, story, case study), each backed by real Instagram carousels that beat their creator’s usual.
5 min readWe Scored 7,394 Instagram Carousels. Here’s What the Outliers Did
Slide count, format, niche and first-slide data from 7,394 Instagram carousels, each scored against its own creator’s usual likes and comments.
5 min read