The Social Discovery Optimisation Academy

The new social media discipline for the next generation of social media discovery platforms. The missing discipline behind modern organic growth.

Stop guessing what to post.Stop copying what worked last year. Stop hoping the algorithm “likes you”.

Get ahead of social media algorithm changes

Get ahead of social media algorithm changes

The SDO Academy
£50.00
One time

Become an SDO expert and education/ tackle the next generation of social media growth. Get anytime access to our growing collection of classes, workshops, and exclusive content. New content added regularly.

Videos Include:

  • The Decline Of The Social Graph

    For years, social media worked on a simple assumption: if someone followed you, they would see your content. That model, known as the social graph, shaped how feeds worked and how marketers built reach, authority, and careers.

    The real job now isn’t building an audience, but building highly discoverable content. Relevance, not follower count, is what predicts reach. When you understand how discovery works, growth becomes less about luck and more about patterns, behaviour, and maths.

  • What Happen When You Post On Social Media

    In this video, we break down the seven-system pipeline every post moves through after it’s published.

    From how platforms interpret what your content is about, to how they match it with user behaviour, predict future interests, and score its performance, distribution is decided long before “followers” ever matter.

  • Early Pattern Detection

    After a post is published, platforms don’t guess whether it will perform. They test it.

    This video breaks down the final three systems that decide whether content gets distribution or quietly disappears. First comes the micro test phase, where a post is shown to a small group of people whose behaviour closely matches the content. The platform watches how quickly people swipe away, how long they stay, whether they rewatch, save, share, or signal disinterest. These early patterns tell the system whether the content is worth backing.

  • What the Algorithm Actually Wants From You. The Core Signals.

    Social media algorithms don’t care about what you intend to post. They care about what people actually do.

    In this video, we break down the core signals platforms use to decide whether your content deserves reach, and why vanity metrics like likes, views, and follows rarely move distribution. The system is designed to maximise time spent on the platform, so it watches behaviour, not opinions.

  • Return Interactions

    Some signals tell the algorithm a post is interesting. Others tell it a creator is worth coming back to.

    In this video, we break down the deeper signals platforms use to judge long-term relevance, including return interactions, link clicks, and the 30 to 90 day account pattern. These are the signals that tell the system whether your content is becoming part of someone’s habit, not just a one-off watch.

  • The Four Growth Stages

    In this video, we move from theory into strategy by breaking down the four real stages of social media growth: awareness, interest, consideration, and conversion.

    Each stage is driven by different algorithm signals, different content formats, and different audience behaviours, and trying to grow all of them at once is why most creators and brands stall.

  • The Three Day Prediction Window

    In this video, we break down the three-day prediction window and how platforms estimate your future posting likelihood. The algorithm isn’t rewarding consistency out of kindness. It rewards it because predictable creators are easier to model, easier to place, and safer to distribute.

    You’ll learn why burst posting followed by disappearance quietly damages reach, why one great post can’t fix a cold account, and how predictable cadence keeps your account “warm” in the discovery system. This isn’t about posting daily or burning out. It’s about stable patterns the machine can trust.

  • The Myth Of The Breakout Post

    If you’ve ever had a post blow up and then watched everything after it underperform, this video explains why that’s normal. In this episode, we break down why breakout posts don’t repeat and why that doesn’t mean the algorithm punished you or your audience stopped caring.

    A viral post is usually the end of a distribution cycle, not the beginning. It happens when novelty, timing, audience alignment, and interest all peak at once.

  • Why the Algorithm Misunderstands Your Content (And Kills Your Reach)

    Most creators think the algorithm decides reach after a post is published. In reality, the decision starts the moment the platform tries to understand what your content actually is. In this video, we break down the first and most important discovery engine: content understanding.

    This is the system that reads your visuals, words, tone, structure, and emotional cues to decide what your post means and where it belongs. If the machine misunderstands you, everything downstream breaks, no matter how good the content is.

  • User Embeddings

    Your reach isn’t based on your followers.

    It’s based on behaviour. In this video, we break down user embeddings, the system that determines who your content is actually shown to. Platforms don’t distribute content based on who follows you, they match it to behavioural fingerprints built from what people watch, save, skip, and return to over time .

  • How the Interest Learner Predicts Who Sees You Next.

    Social media doesn’t just show people what they liked before. It predicts what they’ll care about next.

    In this video, we break down the interest learner, the system responsible for predicting future behaviour and deciding who should see your content next. Platforms aren’t optimising for similarity, they’re optimising for progression, using behaviour patterns to map where attention is moving .

  • The Micro Test Phase.

    Most posts don’t fail because they’re bad. They fail because they don’t pass the first test.

    In this video, we break down the micro test phase, the moment immediately after you publish where the platform decides whether your content deserves reach. Within seconds, your post is shown to a small, highly specific group, and their behaviour determines everything that happens next.

  • The 84 Day Window

    If your growth feels delayed, it’s not because the algorithm is ignoring you. It’s because it’s still learning you.

    In this video, we break down the 84 day context window and why social platforms evaluate patterns, not individual posts. The system looks at your behaviour over time, including consistency, topic clarity, audience response, and engagement patterns, to decide how much it can trust and distribute your content.

  • The 72 Hour Window

    What happens after you post doesn’t end in the first 30 minutes. It continues for the next 72 hours, and that window shapes far more than just one post.

    In this video, we break down the 72 hour behavioural window and how platforms continue learning from your content after the initial micro test. While the first minutes decide if your post gets a chance, the following days determine what the system learns about your account, your audience, and your reliability.

FAQs

The Big Promise

You won’t leave SDO Academy with:

  • A content calendar full of guesses

  • A folder of trends that expire next week

You’ll leave with:

  • A clear mental model of how social discovery works

  • A shared language for growth

  • The ability to explain why something should be posted

  • A framework that compounds instead of resets

This is how organic social grows from here on.

  • Social media didn’t stop working.

    The rules just changed.

    Social Discovery Optimisation (SDO) is the practice of aligning your content with how platforms discover, test, and distribute posts today — not how they did in 2019.

    It sits at the intersection of:

    • Algorithmic discovery

    • Audience behaviour

    • Content intent

    • Funnel-based growth

    SDO is to social what SEO became to search.

    Those who learn it early win unfairly.

  • For years, organic social has been run on:

    • Guesswork

    • Trend-chasing

    • Vibes

    • “Post more and hope”

    Meanwhile, platforms quietly evolved into AI-led discovery engines.

    That gap — between how people post and how platforms actually decide what to show — is where growth gets lost.

    SDO Academy exists to close that gap.

  • This isn’t generic social media training.

    It’s a new operating system for organic growth.

    Inside the Academy, you’ll learn how to:

    • Understand how modern discovery algorithms work (without becoming a data analyst)

    • Map content to awareness, interest, engagement, and conversion

    • Stop chasing virality — and start building compounding reach

    • Diagnose why posts underperform (not just that they did)

    • Design content that earns distribution, not just likes

    • Build a repeatable system for “what to post next”

    No hacks. No trends. No noise.

    Just a framework that matches reality.

  • SDO Academy is built for people who:

    • Run a business, brand, or platform and rely on organic social

    • Feel like they’re “doing everything right” but growth is inconsistent

    • Are tired of guessing what the algorithm wants

    • Want clarity, not content prompts

    • Care about ROI, not vanity metrics

    This is especially for:

    • Founders & CEOs

    • Marketing leads

    • Social media managers

    • Creators building long-term brands

    • Agencies who want to stay relevant

    If you want predictability over luck, you’re in the right place.

  • Learn the system → apply it immediately → compound results over time

    • Short, focused modules (no filler)

    • Clear mental models, not theory dumps

    • Real examples pulled from live social data

    • Language you can actually use with clients or teams

    • Built to evolve as platforms evolve

    This isn’t a “watch once” course.

    It’s a reference point for how you think about social going forward.

  • SDO Academy teaches you how the game works.

    Clue Labs applies that thinking automatically.

    Many people start with the Academy to:

    • Build confidence in the framework

    • Understand why recommendations matter

    • Level up how they think about content

    Then use Clue Labs to:

    • Analyse performance daily

    • Track growth by funnel stage

    • Get next-best-idea recommendations powered by data

    Education + execution. Strategy + system.