MultiCast Blog
How platform algorithms actually work, and what we can do about them.
Use a small UTM naming record to keep campaign traffic interpretable, check the destination before launch, and separate recorded visits from business outcomes.
Kai RennerCheck whether your campaign explains the offer, answers a buying question and gives a usable next step before filling more calendar slots.
Kai RennerPlan a useful creative experiment with one decision, a qualified outcome, clear guardrails and room for an inconclusive result.
Clara LinwoodModern distribution engines rely on predictability. When an account abruptly changes topics, the system loses its predictive footing and restricts reach.
Kai RennerWhile marketers continue to use aggressive prompts to artificially inflate comments, modern distribution systems actively discount manufactured hooks.
Kai RennerWhile marketers continue to chase traditional engagement signals, modern algorithms treat a complete rewatch as mathematical proof of content density.
Kai RennerA quiet mathematical asymmetry governs modern feeds. Positive interactions add incremental reach, but active rejection acts as a severe multiplier that can erase all momentum.
Kai RennerOn text-heavy platforms, passive scrolling is mostly ignored. The algorithm's clock only starts when a user expands a truncated post.
Kai RennerPlatforms are heavily discounting passive view durations. Instead, they look for mid-post micro-interactions to prove users are actively consuming content.
Kai RennerHigh engagement metrics cannot save a post if it prompts users to leave the platform. Discover why algorithms systematically penalize session-ending content.
Kai RennerA single viral post creates a temporary surge, but platforms increasingly use session depth to permanently upgrade an account's distribution.
Kai RennerA high ratio of likes to views feels like a win, but it often masks a fatal flaw in distribution. When the broader audience bypasses a post in milliseconds, reach is strictly capped.
Kai Renner
