The SDO Academy

What is the SDO Academy?

The SDO Academy is Clue Labs' education platform, available at academy.cluelabs.co.uk. It's a video course covering Social Discovery Optimisation — the methodology behind Clue Labs — in depth.

Where Clue Labs is the tool that analyses your account and prescribes what to do, the Academy is where you learn why it works. Understanding the underlying logic of how social media algorithms distribute content makes you a significantly better practitioner — and makes your use of Clue Labs more intentional and effective.

What the Academy covers

The Academy includes a growing library of modules, with new content added every week. Current topics include:

The SDO Introduction Why social media no longer works on followers, likes, or posting frequency. The full shift from the social graph to modern AI discovery engines — and what it means for your content strategy.

The Decline of the Social Graph How and why platforms dismantled the follow-first model. Why TikTok changed everything. And why small brands can now outperform large ones if they understand discovery.

What Happens When You Post The pipeline every post moves through from the moment you hit publish to the moment reach is decided — before a single follower sees it.

Early Pattern Detection The micro-test phase. How platforms decide within minutes whether your post is worth distributing. The signals that matter and the ones that don't.

The Core Signals The specific behaviours the algorithm is watching for: dwell time, saves, rewatches, shares. What platforms are actually optimising for — and how to design content for it.

Return Interactions The deeper signals — why repeat engagement matters, how clicks and conversions affect reach, and the 30–90 day account pattern most creators don't know about.

The 4 Stages of Growth (Parts 1 & 2) Awareness, interest, consideration, conversion. Why each stage needs different content — and why trying to do all four at once quietly kills growth.

The 3-Day Prediction Window Why predictability beats posting frequency. How the platform estimates whether you're going to show up again — and why that prediction affects your current reach.

The Myth of the Breakout Post Why viral posts don't repeat — and why that's completely normal. The distribution cycle: breakout, drop, reset, and expansion from a stronger baseline.

New modules are added regularly. New modules are added every week. A one-off purchase gives you lifetime access to all current and future content — everything that exists now and everything that gets added.

How much does it cost?

The Academy is £50 for lifetime access to all current and future content.

As a Clue Labs member, you get 90% off.

How to find your discount code

Your member discount code is in three places:

Your welcome email — sent when you first signed up to Clue Labs.
Your weekly performance email — the code is included at the bottom of every weekly Clue Score email.
The Clue Labs community on Slack — the code is shared regularly in the community channel.

If you can't find it in any of these places, ask in the community or contact the team via the chat icon in the platform.

Who is the Academy for?

The Academy is for anyone who wants to understand why social media algorithms work the way they do — not just what to post, but the mechanics behind distribution, reach, and engagement at a platform level.

It's particularly valuable for:

Clue Labs users who want to get more from the platform by understanding the logic behind Sam's recommendations
Social media managers who want to be able to explain algorithm behaviour to clients
Founders and brand owners who want to make better instinctive decisions about their content strategy
Anyone who has noticed their organic reach declining and wants to understand what's actually happening

How to access the Academy

Visit academy.cluelabs.co.uk and create an account. Enter your member discount code at checkout for 90% off.

Common questions

Is the Academy separate from the Clue Labs platform? Yes. The Academy is a separate product at academy.cluelabs.co.uk. It's an education platform, not a tool — you won't find your account data or campaign suggestions there. The two products complement each other.

Do I need to complete the Academy to use Clue Labs effectively? No. Clue Labs works without any prior knowledge of SDO — that's the point of the platform. The Academy deepens your understanding of why the recommendations work, which makes you a more effective user over time. But it's not a prerequisite.

I can't find my discount code — what do I do? Check your welcome email, your most recent weekly performance email, or the Clue Labs community Slack. If you still can't find it, contact the team via the chat icon in the platform.

Is the discount available to free tier users? No. The 90% member discount is only to paying Clue Labs users.