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P0 · Algorithmic Reach

Steam "More Like This" Broken? How to Repair Your Tag Hierarchy

When the "More Like This" widget at the bottom of your Steam store page displays unrelated genres, random shovelware, or $70 AAA blockbusters, your algorithmic discovery is broken. Learn how Steam calculates tag similarity and how to repair your tag hierarchy.

1. The Math Behind Steam's Recommendation Engine

Steam does not understand your game by reading your lore or watching your trailer. Its recommendation algorithm treats each game as a mathematical vector based on its 20 user tags and community tag weights:

Top 5 Tags: 60%+ Similarity Weight

The top 5 tags in your Steamworks hierarchy carry exponential algorithmic influence in clustering similar products.

Primary Cluster

Highest leverage

Tags 6–15: Filtering & Queue Targeting

Determine inclusion in Discovery Queue genre filters and seasonal sale category hubs.

Secondary Hubs

Subgenre reach

Tags 16–20: Long-Tail Facets

Aesthetic, theme, and peripheral feature tags that round out multi-tag search queries.

Refinements

Search discovery

The Generic Tag Poison: Tags like Indie, Singleplayer, Action, Adventure, and 2D are attached to over 60,000 games on Steam. If you put "Indie" or "Action" in your top 5, you dilute your recommendation vector into general noise, causing Steam to recommend completely random titles.

2. Symptoms of a Broken Tag Hierarchy

Check the "More Like This" carousel at the bottom of your store page and your Steamworks traffic breakdown:

Mismatched "More Like This" Games

Your turn-based tactical roguelike is being recommended next to visual novels, anime dating sims, or competitive FPS titles.

Mismatched Cluster
Sub-2% Discovery Queue Conversion

Steam serves your game to players whose purchase history shows zero interest in your mechanics, leading to instant queue skips.

Wasted Queues
Zero Traffic from "Similar by Tags"

Your game fails to appear in the recommendations widget on other games' store pages in your genre.

Lost Cross-Traffic

3. The 4-Tier Tag Hierarchy Architecture

To train the algorithm to cluster your game with high-selling peers in your niche, organize your 20 tags across 4 strict tiers:

Tier 1: Specific Subgenre Anchors (Slots 1–3)

Must be tight, mechanical subgenres with high commercial identity. Never use generic umbrellas here.

Examples: Roguelike Deckbuilder, Colony Sim, Metroidvania, Extraction Shooter, Auto Battler, City Builder.

Tier 2: Primary Mechanical Verbs (Slots 4–7)

Identify the core systemic activities that players repeat every 60 seconds.

Examples: Deckbuilding, Resource Management, Grid-Based Combat, Crafting, Turn-Based Tactics.

Tier 3: Camera Perspective & Aesthetic Tone (Slots 8–14)

Define visual framing, atmosphere, and gameplay format.

Examples: Isometric, Pixel Graphics, Dark Fantasy, Sci-Fi, Procedural Generation, Controller.

Tier 4: Umbrella & High-Level Reach (Slots 15–20)

Broad descriptors that broaden catalog search but must never sit in the top 5.

Examples: Strategy, RPG, Singleplayer, Difficult, Indie.

4. Step-by-Step Tag Repair Protocol

  1. Audit Your Top 5 Competitors: Identify 3 to 5 breakout games that share your exact target audience. Run their URLs through Steam Page Auditor to inspect their tag profiles and shared tag overlap.
  2. Open Steamworks Partner Portal: Navigate to Edit Store Page → Basic Info → Tags.
  3. Purge Generic Tags from Top 5: Remove Indie, Casual, Action, or Singleplayer from the first 5 slots. Replace them with your specific subgenre tags.
  4. Fill All 20 Slots: Leaving slots empty forfeits organic search volume and recommendation surface area.
  5. Moderate Community Tags: Check if players have applied joke or misleading tags (e.g., "Psychological Horror" on a farming game). Click the flag icon in Steamworks to downvote or hide inappropriate community tags.
  6. Allow 7–14 Days for Algorithmic Re-indexing: Steam takes 1 to 2 weeks to recompute similarity matrices across millions of store pages. Track your "More Like This" changes weekly.

5. Before & After Tag Hierarchy Teardown

Case Study: Turn-Based Sci-Fi Tactics Game

Original Top 10 Tags (Generic Soup)

1. Indie · 2. Action · 3. Singleplayer · 4. Adventure · 5. Sci-Fi · 6. Turn-Based · 7. Strategy · 8. 2D · 9. Great Soundtrack · 10. Early Access

Result: "More Like This" populated with 2D indie platformers and anime action games. Discovery Queue conversion was 1.8%.

Repaired Top 10 Tags (Subgenre Precision)

1. Turn-Based Tactics · 2. Grid-Based Combat · 3. Squad-Based · 4. Tactical RPG · 5. Turn-Based Strategy · 6. Sci-Fi · 7. Permadeath · 8. Mechs · 9. Procedural Generation · 10. Singleplayer

Result: "More Like This" re-indexed to show games like Into the Breach, Battletech, and XCOM. Conversion from "Similar Games" rose from 1.8% to 6.4%.

6. How Steam Page Auditor Evaluates Check #9: Tags

Under Check #9: Tags (Weight 10), our automated audit engine executes strict rule validation:

Audit your Steam page before your next traffic spike

Paste your Steam store URL below. Our automated analysis software tests your capsule, short description, tags, trailer, and screenshots across 12 conversion factors in ~60 seconds.

Free score + top 3 prioritized fixes. Need batch runs or full 12-point reports with rewrites?Full report on Apify · $0.99/event →

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