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Comprehensive Game Analysis

Our analysis pipeline is powered by heuristics, algorithms and a touch of locally run LLM magic to connect the hidden dots - it takes a deep dive into every aspect of your game's reception, giving you actionable insights to improve player satisfaction and drive growth.

Vision-Promise Alignment

Detailed analysis of how well your game delivers on its vision and promises with strategic recommendations for improvement

  • Comprehensive Category Analysis

    Detailed scoring across 20+ categories and 140+ sub-categories including Gameplay, Narrative, Technical Issues, UX/UI, and more

  • Player Engagement Intelligence

    Steam API integration providing engagement distribution analysis, playtime insights, and behavioral profiling across player segments

  • Advanced Emotional Analysis

    Comprehensive emotional intelligence analysis including dominant emotions, brain pattern analysis, emotional triggers, and player journey mapping

  • Player Archetype Profiling

    Comprehensive player archetype analysis identifying key player types with behavioral insights and motivational drivers

  • Real Player Snippets & Sentiment

    Authentic player quotes categorized by emotion and topic, showing exactly what players are saying about your game

  • Neurobiological & Psychological Insights

    Deep brain analysis, motivational signatures, and psychological triggers that drive player behavior and retention

See CoreScore in Action

Interactive dashboard showing real insights from actual game analysis. This is what every CoreScore report delivers.

Executive Summary

High-level overview with key metrics and performance indicators

312
Reviews Analyzed
Total Reviews
742
Snippets Extracted
Player Feedback
126h
Avg Engagement
Playtime
67.8
CoreScore
60-69 Performance
76
Audience Alignment
Player Match
73
Vision Delivery
Promise Fulfillment

Executive Summary

312
Reviews Processed
742
Snippets Analyzed
126.4h
Avg Engagement
118
Community Engagement
Playtime Range
0.2 - 2141.8 hours
Dominant Emotion
Agency & Triumph
Primary Motivation
Exploration & Mastery

Top Performing Categories

Content82.3/100
61 snippets • 16.2% weight weight
Players call out strong mission variety and meaningful side activities. Content scales well into late game with optional mastery paths, challenge runs and collection loops that keep veterans engaged.
Narrative & World-Building78.6/100
112 snippets • 28.4% weight weight
Strong sense of place, faction identities and consequence. Players cite ownership over outcomes and a frequent “one more quest” pull that keeps them exploring.
Trust & Developer Reputation71.9/100
7 snippets • 3.1% weight weight
Transparent patch notes and candid dev posts resonate with PC audiences; delivery is seen as reliable and player-first.

Areas Needing Attention

Localisation & Language Support45.1/100
11 snippets • 2.9% weight weight
Inconsistent terminology and some untranslated tutorial lines. Overflow in DE/ES; requests for better CJK font fallback and clearer glossary coverage.
Performance38.7/100
22 snippets • 6.1% weight weight
Large encounters and busy hubs produce frame drops on mid-range GPUs; shader compile stutter during first runs remains disruptive.
UX & UI41.2/100
19 snippets • 8.3% weight weight
Menu hierarchy is busy on controller; font scaling and contrast need passes. Players want a settings search field and more consistent gamepad hinting.

Player Insights

Engagement Distribution

Super Engaged (200+h)30.6%
Highly Engaged (50-200h)45.9%
Moderately Engaged (10-50h)13.3%

Top Player Archetypes

Explorers42%
Collectors26.9%
Conquerors24.1%

Top Motivational Drivers

Affective Resonance54.8%
Achievement27.6%
Escapism22.1%

Strategic Overview

Vision Alignment

Vision Alignment70%
Promise Alignment95%
Tag Alignment77%

Key Vision Elements

  • • Squad-based combat and management
  • • Open-ended sandbox gameplay
  • • Realistic survival mechanics
  • • Base building and resource management

Platform Insights

Steam Deck Adoption5.1%
Social Engagement0%

Game Vision & Promise

“We promise a demanding, PC-first sandbox RPG where every victory is earned. Lead a fragile squad to strength through systemic simulation, base building, and hard choices. No rubber-band scaling, no scripted heroism—just a reactive world that remembers what you do and rewards mastery over time.”

Developer Vision

Build a simulation-driven RPG that treats the player as one agent among many—where systems, not scripts, create stories. We value consequence, scarcity, and player agency over polish-for-polish’s sake. The goal: a world that is harsh but fair, where small wins snowball into legendary arcs for squads you’ve trained and scars you’ve earned.

Public-Facing Description

A premium, squad-based sandbox RPG for PC and console. Train a band of nobodies into hardened survivors, carve out a base in hostile territory, and navigate a reactive world without safety rails. Trade, raid, research, and rebuild—your story emerges from the systems you master and the risks you take.

Vision Alignment Metrics

Vision Alignment
84%
How well implementation matches stated vision
Promise Alignment
91%
Players feel the game delivers what was promised
Tag Alignment
78%
Steam tags vs. experienced reality

Vision Themes

Primary Themes

Squad-based combat and management
Open-ended sandbox gameplay
Realistic survival mechanics
Base building and resource management
No level scaling; earned progression
Multiple viable roles and playstyles
Independent, reactive game world

Secondary Themes

No designated hero characters
Dynamic, ever-changing factions
AI behaviors that create stories

Detected Vision Elements

Squad-based combat and management

3.1x

Players frequently cite training, recovery, and composition choices as core to long-term success.

Open-ended sandbox gameplay

2.9x

Multiple paths to power—trading, raiding, recruiting, and research—are called out as meaningful and viable.

Realistic survival mechanics

2.7x

Injury, attrition, and logistics matter; early defeats shape memorable comeback arcs.

Base building and resource management

2.6x

Players discuss fortification layouts, supply lines, and production loops as strategic anchors.

No level scaling; earned progression

3.3x

Difficulty stays constant while squads improve—frustration becomes pride as mastery grows.

Multiple viable roles and playstyles

2.4x

From nomad traders to warlords, roles are validated by player stories and long-play sessions.

Independent, reactive game world

2.8x

Factions clash without the player; choices ripple across regions and supply routes.

No designated hero characters

2.2x

Losses are consequential; attachment forms around squads rather than invulnerable protagonists.

Understanding the Weight System

1.5xBaseline importance
1.5x–2.0xModerate emphasis
2.5x–3.0xHigh importance
3.5x+Core defining elements
Higher weights mean feedback tied to these elements moves the Category and CoreScore more. Prioritise high-weight elements for the biggest alignment gains.

Tag Analysis

Well-Experienced Tags

Indie
(Performance 1.00)
Base-Building
(Performance 1.00)
Strategy
(Performance 0.95)
Steampunk
(Performance 0.83)
Crafting
(Performance 1.00)
Building
(Performance 1.00)
Open World
(Performance 1.00)
Character Customization
(Performance 0.92)

Underperforming Tags

Story Rich
(Low player resonance 0.18)
Atmospheric
(Low player resonance 0.22)
Exploration
(Low player resonance 0.25)
Simulation
(Low player resonance 0.21)
Crafting
(Low salience vs. combat 0.29)

Suggested Tags

Challenging
(Confidence 1.00)
Hardcore
(Confidence 0.96)
Emergent Gameplay
(Confidence 0.94)
Systems-Driven
(Confidence 0.92)
Squad Management
(Confidence 0.90)
Tactical Combat
(Confidence 0.88)
Player Agency
(Confidence 0.87)
Replay Value
(Confidence 0.86)

Alignment Analysis

Alignment Successes

Emergent Mastery Loop

Players describe early hardship turning into long-form empowerment through systems mastery and squad growth.

Sandbox Role Validity

Trader, raider, researcher, builder—multiple roles feel viable and respected by the game’s economy and factions.

Alignment Failures

Onboarding Opacity

Advanced systems and edge-case rules are under-explained; players rely on external guides and trial-and-error.

Performance Roughness

Shader compilation stutter and busy hub drops occasionally break immersion despite strong underlying systems.

Enhanced Alignment Score

86.0%

Combined Vision + Tag Alignment Score

Category Performance

Content

82.3
Excellent
61 reviews

Narrative & World-Building

78.6
Excellent
112 reviews

Trust & Developer Reputation

71.9
Excellent
7 reviews

Community Features

69.8
Good
26 reviews

Gameplay & Mechanics

66.4
Good
73 reviews

UX & UI

41.2
Needs Work
19 reviews

Performance

38.7
Needs Work
22 reviews

Localisation & Language Support

45.1
Needs Work
11 reviews

Technical Stability

52.4
Good
34 reviews

Monetisation

58.9
Good
12 reviews

Detailed Category Analysis

Content

82.3/100
Strong Performance
Core Focus
Weight: 16.2%(61 snippets)High Confidence
depth 5replayability 4variety 4
Emotional Journey (PC/Console Premium)
Early

Awe & curiosity on first contact with systems and world hooks; players report a ‘pull’ to test boundaries.

Mid

Sustained motivation from layered quest chains and optional mastery routes; tension spikes during set-piece missions.

Late

Triumph and pride from completion runs and challenge ladders; nostalgia when revisiting solved spaces for optimization.

Dominant Emotions
awetensiontriumphnostalgia
Archetype Signals
Explorer41.0%
Collector18.5%
Storyteller17.2%
Conqueror10.6%
Creator6.3%
Competitor4.0%
Socializer1.7%
Thrill-Seeker0.7%

What's Working

Specific Strengths49 of 61 (80%)

Explorers (41%) drive discovery across hidden routes, optional regions, and lore pockets, while Collectors (18.5%) keep momentum via set completion, achievements, and long-tail collection loops. Storytellers (17.2%) call out side arcs that meaningfully reinforce the central themes rather than feeling like filler. Conquerors (10.6%) appreciate opt-in challenge ladders that scale cleanly into late game. The combined effect is a strong curiosity → mastery arc with enough mission variety to sustain multiple runs, supported by Creator (6.3%) workshop builds and light Competitor (4%) min-maxing culture that surfaces “how far can this go?” moments.

Areas for Improvement

Specific Issues8 of 61 (13%)

When optional chains stretch past several hours, both Collectors (18.5%) and Storytellers (17.2%) want clearer signposting and reward previews to judge time investment. Explorers (41%) ask for a few more late-game novelty beats to avoid over-familiar route planning. A small slice of Conquerors (10.6%) request escalations that remix earlier mechanics rather than only scaling numbers, keeping victory conditions fresh without grinding.

Gameplay & Mechanics

66.4/100
Moderate Performance
Core Focus
Weight: 21.9%(73 snippets)High Confidence
skill ceiling 4responsiveness 3build diversity 3
Emotional Journey (PC/Console Premium)
Early

Curiosity with moments of confusion during dense onboarding.

Mid

Flow emerges as players internalize timing windows and synergies; tension → relief loops drive stickiness.

Late

Mastery pride; desire for fresh mechanics to avoid plateau.

Dominant Emotions
curiositytensionreliefpride
Archetype Signals
Conqueror22.0%
Competitor19.5%
Explorer18.6%
Collector13.4%
Creator9.2%
Storyteller8.0%
Thrill-Seeker6.3%
Socializer3.0%

What's Working

Specific Strengths50 of 73 (68%)

Conquerors (22%) highlight the satisfaction of overcoming tightly tuned encounters that reward planning and risk management. Competitors (19.5%) praise expressive loadouts and timing-based windows that create meaningful “outplays,” while Explorers (18.6%) enjoy surfacing emergent interactions between systems. Collectors (13.4%) stick around to perfect routes and stat thresholds; Creators (9.2%) iterate on community-tested builds that keep the meta lively. Even Storytellers (8%) call out set-piece battles that reinforce narrative stakes, with Thrill-Seekers (6.3%) enjoying the high-tension spike moments.

Areas for Improvement

Specific Issues20 of 73 (27%)

The onboarding is dense: Explorers (18.6%) and Collectors (13.4%) ask for advanced tooltips and clearer status/stacking rules. Mid-game pacing can plateau for Conquerors (22%) and Competitors (19.5%) when encounter variety leans on HP/armor scaling rather than new tactical puzzles. Requests include: rotating elite modifiers, encounter rule twists, and “teaching arenas” that surface late-game mechanics without a wiki. Storytellers (8%) want climactic fights to evolve phases more distinctly so payoffs feel earned.

UX & UI

41.2/100
Needs Improvement
Core Focus
Weight: 8.3%(19 snippets)Medium Confidence
readability 3learnability 2navigation 3
Emotional Journey (PC/Console Premium)
Early

Overwhelm from dense menus and small fonts on TV distance.

Mid

Irritation when searching settings or rebinding on controller.

Late

Relief once muscle memory develops; desire for more customization.

Dominant Emotions
overwhelmirritationrelief
Archetype Signals
Collector24.0%
Conqueror18.0%
Explorer16.0%
Competitor14.0%
Storyteller12.0%
Creator8.0%
Socializer5.0%
Thrill-Seeker3.0%

What's Working

Specific Strengths6 of 19 (32%)

Power users note that hotkey customization and HUD scaling reduce friction for Collectors (24%) tracking many resources and for Competitors (14%) who want fast access to combat-critical info. Conquerors (18%) appreciate clear damage/mitigation readouts when available.

Areas for Improvement

Specific Issues12 of 19 (63%)

Primary pain: readability and menu density. Explorers (16%) and Storytellers (12%) struggle with small fonts and nested settings, especially on couch setups; Collectors (24%) request filter/search in inventories and recipe lists. Competitors (14%) want consistent gamepad hinting and quicker rebinding. Suggested fixes: global font scale, higher-contrast presets, settings search, and streamlined controller navigation for deep menus.

Performance

38.7/100
Needs Improvement
Core Focus
Weight: 6.1%(22 snippets)High Confidence
frame stability 2loading 2shader stutter 3
Emotional Journey (PC/Console Premium)
Early

Annoyance at first-run shader stutter undermining early awe.

Mid

Frustration spikes during large encounters and hubs.

Late

Acceptance/workarounds for some; churn risk for others.

Dominant Emotions
annoyancefrustration
Archetype Signals
Competitor26.0%
Conqueror20.0%
Explorer16.0%
Collector12.0%
Storyteller10.0%
Thrill-Seeker8.0%
Creator5.0%
Socializer3.0%

What's Working

Specific Strengths5 of 22 (23%)

Stable play is reported in small indoor spaces and solo exploration; windowed-fullscreen helps some setups. This is enough for Explorers (16%) and Collectors (12%) to progress when not in busy hubs.

Areas for Improvement

Specific Issues16 of 22 (73%)

Competitors (26%) and Conquerors (20%) flag frame drops during peak intensity (boss phases, dense effects). Explorers (16%) and Storytellers (10%) call out shader-compile stutter that breaks immersion in new biomes. Priorities: ship precompiled shaders, cap heavy particle overdraw, and profile crowd scenes; add “Performance Focus” preset that dials back heavy post-FX by default on mid-range GPUs.

Technical Stability

52.4/100
Moderate Performance
Core Focus
Weight: 3.9%(34 snippets)High Confidence
crash rate 3save safety 4mod conflicts 2
Emotional Journey (PC/Console Premium)
Early

Skepticism turns to trust post-first patch.

Mid

Calm sessions with rare spikes from edge-case bugs.

Late

Confidence due to autosave & rollback safety nets.

Dominant Emotions
skepticismtrustconfidence
Archetype Signals
Collector22.0%
Explorer18.0%
Conqueror16.0%
Competitor14.0%
Creator12.0%
Storyteller8.0%
Socializer6.0%
Thrill-Seeker4.0%

What's Working

Specific Strengths22 of 34 (65%)

Autosave cadence and rollback safety nets protect progress, which matters most to Collectors (22%) and Explorers (18%) on long sessions. Conquerors (16%) note that once shaders are cached, stability during standard encounters is reliable.

Areas for Improvement

Specific Issues10 of 34 (29%)

Startup instability tied to overlays/alt-tab and intermittent I/O hitching on HDD installs. Creators (12%) report confusing mod conflict states; Socializers (6%) see session desync after hotfixes. Actions: delay-load overlays, improve asset streaming, provide clearer mod conflict messaging and “safe mode” boot to isolate broken items.

Localisation & Language Support

45.1/100
Needs Improvement
Core Focus
Weight: 2.9%(11 snippets)Significant Risk
coverage 2quality 2
Emotional Journey (PC/Console Premium)
Early

Confusion from inconsistent terminology in tutorials.

Mid

Irritation at text overflow and partial translations.

Late

Detachment from story beats in non-English locales.

Dominant Emotions
confusionirritationdetachment
Archetype Signals
Storyteller28.0%
Explorer20.0%
Collector16.0%
Conqueror12.0%
Creator10.0%
Socializer7.0%
Competitor5.0%
Thrill-Seeker2.0%

What's Working

Specific Strengths4 of 11 (36%)

Core UI strings are covered for major EU locales and a maintained glossary has improved consistency, reducing friction for Explorers (20%) and Collectors (16%) during systems play.

Areas for Improvement

Specific Issues6 of 11 (55%)

Storytellers (28%) report inconsistent terminology and untranslated tutorial lines undermining narrative clarity. Text overflows (DE/ES) and missing font fallback for CJK reduce readability for Explorers (20%). Next steps: terminology pass on tutorials, dynamic box resizing, and font fallback bundles; evaluate VO coverage parity for key story moments.

Narrative & World-Building

78.6/100
Strong Performance
Core Focus
Weight: 28.4%(112 snippets)High Confidence
lore density 5character 4coherence 4
Emotional Journey (PC/Console Premium)
Early

Intrigue from strong hooks and environmental foreshadowing.

Mid

Attachment to companions/factions; tension across branching dilemmas.

Late

Catharsis and reflection; desire for post-campaign epilogues.

Dominant Emotions
intrigueattachmentcatharsis
Archetype Signals
Storyteller33.0%
Explorer28.0%
Collector14.0%
Conqueror10.0%
Creator7.0%
Socializer4.0%
Competitor3.0%
Thrill-Seeker1.0%

What's Working

Specific Strengths88 of 112 (79%)

Storytellers (33%) and Explorers (28%) anchor praise for consistent tone, environmental foreshadowing, and faction identity. Collectors (14%) appreciate discoverable lore fragments that reward thorough play. Conquerors (10%) point out pivotal boss encounters that land emotional payoffs. Overall: frequent “one more quest” pull with clear cause-and-effect across arcs.

Areas for Improvement

Specific Issues18 of 112 (16%)

A minority note tonal whiplash or abruptly resolved arcs; Storytellers (33%) request optional recaps on long chains. Explorers (28%) want additional diegetic breadcrumbs to find late-game side stories. Small ask from Creators (7%): better in-game codex links to shareable entries for community wikis.

Community Features

69.8/100
Moderate Performance
Core Focus
Weight: 6.7%(26 snippets)Medium Confidence
mod support 4sharing 3
Emotional Journey (PC/Console Premium)
Early

Excitement joining co-op and browsing workshop.

Mid

Belonging via group challenges and creator spotlights.

Late

Pride in shared creations and community recognition.

Dominant Emotions
excitementbelongingpride
Archetype Signals
Socializer32.0%
Creator27.0%
Explorer16.0%
Collector10.0%
Conqueror7.0%
Competitor5.0%
Thrill-Seeker2.0%
Storyteller1.0%

What's Working

Specific Strengths18 of 26 (69%)

Socializers (32%) and Creators (27%) credit Workshop curation and load-order clarity for keeping the scene active. Explorers (16%) enjoy browsing scenario mods; Collectors (10%) appreciate blueprint sharing and versioned presets.

Areas for Improvement

Specific Issues7 of 26 (27%)

Post-patch mod breakage and conflicts confuse first-time users. Actions: auto-detect incompatible versions, add “repair loadout” button, and expose dependency trees. Conquerors (7%) request co-op challenge templates; Competitors (5%) want better leaderboards with anti-cheat signals.

Monetisation

58.9/100
Moderate Performance
Core Focus
Weight: 2.5%(12 snippets)Medium Confidence
fairness 3value 3
Emotional Journey (PC/Console Premium)
Early

Satisfaction with premium value proposition.

Mid

Motivation tied to content-rich expansions over cosmetics.

Late

Goodwill if DLC cadence respects player time.

Dominant Emotions
satisfactionmotivationgoodwill
Archetype Signals
Collector30.0%
Storyteller24.0%
Explorer18.0%
Conqueror10.0%
Creator8.0%
Socializer5.0%
Competitor3.0%
Thrill-Seeker2.0%

What's Working

Specific Strengths8 of 12 (67%)

Collectors (30%) and Storytellers (24%) view the premium price as fair when expansions add depth, new questlines, and systems. Explorers (18%) praise map extensions and new mechanics over cosmetic-only drops. The general read is “additive, not extractive.”

Areas for Improvement

Specific Issues3 of 12 (25%)

Store page under-communicates late-game breadth; add clearer bundle composition, end-game previews, and “who is this for?” callouts. Conquerors (10%) want difficulty notes; Creators (8%) want modding notes per DLC.

Trust & Developer Reputation

71.9/100
Strong Performance
Core Focus
Weight: 3.1%(7 snippets)Medium Confidence
communication 4delivery 3
Emotional Journey (PC/Console Premium)
Early

Cautious optimism from transparent messaging.

Mid

Reassurance via responsive hotfix cadence.

Late

Loyalty from roadmap follow-through.

Dominant Emotions
optimismreassuranceloyalty
Archetype Signals
Collector22.0%
Storyteller19.0%
Explorer18.0%
Conqueror14.0%
Competitor10.0%
Creator8.0%
Socializer6.0%
Thrill-Seeker3.0%

What's Working

Specific Strengths6 of 7 (86%)

Transparent patch notes and candid dev posts resonate with Collectors (22%), Storytellers (19%), and Explorers (18%). Quick hotfix cadence after major drops builds goodwill across Conquerors (14%) and Competitors (10%).

Areas for Improvement

Specific Issues1 of 7 (14%)

Players ask for tighter roadmap windows and clearer “next 90 days” scope to avoid over-speculation; a living changelog with status tags would close the loop.

Player Archetype Analysis

Explorer
19.6%
Intensity: 78
Conqueror
14.8%
Intensity: 72
Storyteller
13.3%
Intensity: 69
Competitor
12.9%
Intensity: 66
Collector
11.4%
Intensity: 60
Creator
10.7%
Intensity: 58
Socializer
9.2%
Intensity: 54
Thrill-Seeker
8.1%
Intensity: 52
Key Patterns

Dominant archetypes: Explorer, Conqueror, Storyteller represent 47.7% of feedback. Underrepresented types suggest opportunities in Social tools and high-risk challenge modes.

Synergies

Explorer ↔ Storyteller reinforce discovery-led narrative; Conqueror ↔ Competitor drive mastery ladders and challenge runs; Creator ↔ Socializer amplify UGC + community events.

Recommendations
  • Explorer/Storyteller: expand codex recaps, lore routes, consequence previews.
  • Conqueror/Competitor: time trials, ghost runs, ranked ladders.
  • Creator/Socializer: curated workshop spotlights, template sharing, event hubs.

Categories with No Data

No Player Feedback Found

The following categories had insufficient direct feedback in this sample and were not scored:

Audio & MusicAccessibility (Assistive Tech)Platform & Ecosystem Integration

Consider targeted surveys or tagging rules to collect focused feedback for these areas.

Strategic Action Plan

3
Critical Actions
0–30 days
3
Growth Items
1–3 months
3
Psychology
Ongoing
3
Revenue
3–6 months

Critical (0–30 days)

Stutter & Frametime Hotfix

Ship a shader precompile step, add a ‘First-Run Optimization’ toggle, and publish vendor-specific setup notes in the launcher.

UI Readability Pass

Increase default font scale, boost contrast in dense tables, and add search to Settings & Keybinds.

Onboarding Refresh

Contextual tips for advanced systems; allow players to replay/skip tutorial modules at any time.

Growth (1–3 months)

Event & Co-op Momentum

Calendarize weekend events with clear rewards; add lobby filters for role preferences and skill bands.

Lore Compendium

Add codex recaps and a timeline view; reward exploration with cosmetic titles tied to discoverables.

Buildcraft Sandbox

Introduce a test range with target dummies and DPS readouts to accelerate theorycrafting.

Psychology & UX

Agency & Autonomy

Expose granular difficulty modifiers and mode presets; preview consequences before committing to long quests.

Competence & Mastery

Weekly challenge ladders with ghost runs and loadout sharing to reinforce skill growth.

Relatedness & Community

In-game group finder tags (casual/learning/experienced) and lightweight post-match commendations.

Revenue Growth

First-Hour Conversion

Streamline early goals with clear rewards; surface edition differences in-game during the honeymoon period.

Cosmetic Seasons

Rotate limited themes aligned to events; add in-hub character previews.

Creator Bundles

Curate build kits/cosmetics with community creators; revenue share and featured tabs in store.

Analysis Summary

312
Player Insights
Analyzed
AI
Powered Engine
CoreScore
Live
Real-time Data
Steam Reviews

Insights from 312 player reviews • GameDataCore Vision-Emotion Intelligence Engine

Narrative & World-Building Snippets

Story, characters, and world-building elements

POSITIVE 9.4/10
312:6h
The moment the systems clicked, it felt like learning a new language—and suddenly the world answered back.
Category: Learning Curve & Mastery
POSITIVE 9.1/10
248:3h
Characters grow through choices, not cutscenes. My crew feels like a history I actually lived.
Category: Character Development
POSITIVE 9.0/10
198:7h
Storms, patrols, and scarcity kept rewriting my plan into better stories than I could script.
Category: Atmosphere & World
NEUTRAL 6.8/10
74:2h
The UI is dense, but once you know where to look, every panel earns its real estate.
Category: UX & Interface
NEGATIVE 4.9/10
22:5h
Great ideas, but the early hours feel opaque and borderline hostile to newcomers.
Category: Onboarding
POSITIVE 9.3/10
364:5h
Failed three expeditions; the fourth finally stuck and turned into a triumphant, unforgettable run.
Category: Emergent Narrative
POSITIVE 8.8/10
133:9h
Sound design sells the tension—alarms still spike my heart rate every single time.
Category: Audio & Sound
NEUTRAL 6.5/10
91:1h
Combat feels weighty, but reads a bit slow in crowded fights.
Category: Combat Feedback
POSITIVE 9.2/10
276:4h
No hand-holding, and yet the victories feel earned instead of granted.
Category: Difficulty & Reward
NEGATIVE 5.2/10
58:7h
Performance dips during heavy weather undercut a few big moments.
Category: Technical Performance
POSITIVE 8.9/10
402:8h
I came for the sandbox and stayed for the stories I keep telling afterwards.
Category: Replayability
POSITIVE 9.0/10
221:6h
Base-building is harsh but elegant—every wall and route ends up telling its own story.
Category: Systems Design
NEUTRAL 6.9/10
127:2h
The economy swings are fun to exploit, occasionally immersion-breaking.
Category: Economy
POSITIVE 9.1/10
188:4h
Exploration is intoxicating—every ridge hides a choice that actually matters.
Category: Exploration
NEGATIVE 5.4/10
33:0h
Tooltips lag behind the mechanics; discovery sometimes feels like pure guesswork.
Category: Documentation
POSITIVE 8.7/10
146:3h
Failure loops teach better than any tutorial—I’m weirdly grateful for how stubborn it is.
Category: Learning Curve & Mastery
NEUTRAL 6.6/10
84:9h
Controller support is fine, but inventory management still feels fiddly.
Category: UX & Interface
POSITIVE 9.0/10
309:1h
One rescue spiraled into a two-hour chain of near-misses. Absolute chef’s kiss.
Category: Emergent Narrative
POSITIVE 9.3/10
264:7h
Hard, fair, and empowering—the world doesn’t bend; I do.
Category: Difficulty & Reward
NEGATIVE 5.1/10
71:5h
Lost progress to a save hiccup once; trust took a hit until it stabilized.
Category: Stability
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Archetype Dynamics

Player type distribution and dominant behavioral patterns in Eclipse Protocol

Explorer

40.2%
moderate

Scouts who roam derelict zones, catalogue anomalies, and connect the lore through lived discovery.

Collector

26.9%
moderate

Completionists who optimise routes, finish codices, and chase perfect sets across seasons.

Conqueror

25.4%
moderate

High-agency players who seek harsh tests, optimise builds, and measure progress by hard-won victories.

Player Base Analysis

Dominant Coalition
92.5%
Top three archetypes form the core audience with strong retention potential
Average Motivation
31%
Broad intrinsic engagement across player types
Market Focus
Exploration
Discovery-driven players lead at 40.2%

Distribution Overview

PlayerArchetypes
Explorer40.2%
Collector26.9%
Conqueror25.4%
Others7.5%

Playtime Distribution

Player engagement patterns based on 98 reviews

Key Metrics

206.3h
Average Playtime
118.3h
Median Playtime
2141.8h
Maximum Playtime
98
Total Players

Player Distribution

0-10h
10.2%
avg 4.1h
10-50h
19.3%
avg 30.2h
50-200h
45.9%
avg 119.7h
200-500h
24.5%
avg 318.6h
500h+
6.1%
avg 768.4h

Retention Patterns

  • • Strong mid-tier engagement indicates sticky core loops
  • • High average playtime signals durable long-tail retention

Business Implications

  • • Prioritise content for 50–500h cohorts (70%+)
  • • Invest in community stories and challenge events
  • • 206h average engagement = excellent value delivery

Advanced Behavioral Intelligence

Comprehensive analysis from 36 behavioural profiles with real engagement data

Engagement Distribution

Super Engaged (200+h)
30.6%
Highly Engaged (50-200h)
45.9%
Moderately Engaged (10-50h)
13.3%

Platform & Purchase Insights

Steam Deck Adoption:6.4%
Social Engagement Rate:2.3%

Brain Analysis Preview

Emotional Complexity:0.289/1.0
Emotional Coherence:0.476/1.0
Dominant Arc:empowerment

Player Motivational Signatures

Top Motivational Drivers

Affective Resonance
54.8%
Achievement
28.9%
Escapism
19.6%

Motivation Insights

Intrinsic drivers dominate: players stay for self-defined goals, emergent stories, and the satisfaction of mastering harsh systems.

Explorer

40.2%
of players

Scans the unknown, maps hazards, and pieces together the world’s rules. Finds joy in first contact and connecting clues.

Primary Motivation

Discovery & world comprehension
Intensity
Moderate–High (42%)
Neurobiological Basis
Dopamine: ventral striatum novelty & pattern discovery
Acetylcholine: hippocampus spatial mapping & memory
Norepinephrine: locus coeruleus orienting response to anomalies
Personality Profile
Openness:High
Conscientiousness:Moderate
Risk tolerance:Measured

Gameplay Preferences

Fog-of-war mapping
Lore fragments & codex
Non-linear traversal

Secondary Motivations

Knowledge accumulation
Cartography
System comprehension

Strategic Insights

Seed micro-mysteries along early routes
Reward curiosity with usable intel
Surface “you are learning” feedback moments

Real Player Examples

████████
352 games
236.2h
Library size: 352
Joined 2021
████████
418 games
189.4h
Library size: 418
Joined 2019

Key Metrics

Player Base Share:
40.2%
Avg Session Length:
84 min
Archetype Rank:
#1

Collector

26.9%
of players

Plans optimised routes, completes sets, and tracks progress across long-term goals. Satisfaction peaks on 100% runs.

Primary Motivation

Achievement & completion
Intensity
Moderate (39%)
Neurobiological Basis
Dopamine: nucleus accumbens goal completion
Serotonin: raphe nuclei satiation after milestones
Endorphins: pituitary pathways pleasant relief on check-offs
Personality Profile
Conscientiousness:High
Orderliness:High
Openness:Moderate

Gameplay Preferences

Clear objective chains
Meta progression
Collectibles & sets

Secondary Motivations

Optimization
Status markers
Routine mastery

Strategic Insights

Expose route planning tools
Let players preview reward ladders
Celebrate completion without trivialising effort

Real Player Examples

████████
533 games
312.7h
Library size: 533
Joined 2018
████████
335 games
141.2h
Library size: 335
Joined 2020

Key Metrics

Player Base Share:
26.9%
Avg Route Efficiency:
+19% vs. base
Archetype Rank:
#2

Conqueror

25.4%
of players

Seeks brutal tests and skill expression. Measures success by pushing into red-zone content and surviving consequence loops.

Primary Motivation

Mastery & dominance
Intensity
Moderate (38%)
Neurobiological Basis
Norepinephrine: amygdala arousal during high stakes
Dopamine: prefrontal cortex planning & successful execution
Adrenaline: sympathetic pathways fight-response performance
Personality Profile
Assertiveness:High
Perseverance:High
Agreeableness:Low

Gameplay Preferences

High difficulty scenarios
Skill-based combat
Permadeath/ironman modes

Secondary Motivations

Competition
Power fantasy
Leaderboard placement

Strategic Insights

Telegraph skill ceilings clearly
Make victories legible to others
Keep failure meaningful but recoverable

Real Player Examples

████████
421 games
408.9h
Library size: 421
Joined 2017

Key Metrics

Player Base Share:
25.4%
High-Risk Attempts:
3.1/run
Archetype Rank:
#3

Cross-Archetype Relationships Matrix

How different player archetypes complement, conflict, or synergize with each other

Synergistic Pairs

Explorer + Collector57.1% Combined

Discovery feeds completion; completion unlocks deeper discovery loops.

Collector + Conqueror52.3% Combined

Optimised routes meet high-risk challenges for prestige runs.

Explorer + Conqueror55.6% Combined

Scouting empowers bold pushes into red-zone content.

Market Opportunities

Storyteller GapOnly 2.8%

Expand narrative journaling and share tools for story-first players.

Thrill-Seeker GapOnly 2.4%

Time-limited hazards and chase events to spike adrenaline.

Competitor GapOnly 1.2%

Light asynchronous leaderboards for prestige without PvP overhead.

Dominant Player Emotion

Empowerment
Most Prevalent Emotional Response
12.4% of all player feedback expresses empowerment

The Eclipse Protocol Paradox

Empowerment emerges as the dominant emotional arc within Eclipse Protocol’s intentionally demanding design — a quality players both respect and celebrate.

Review analysis reveals a challenge-driven satisfaction model, where 31.2% of players invest over 200 hours not in spite of the difficulty, but because of it.

A striking paradox runs through many reviews: players catalogue flaws in detail — dated visuals, eccentric physics, stubborn quirks — yet in the same breath proclaim it one of the best games they’ve ever played.
This coexistence of critique and adoration points to a deeper emotional bond, where imperfection is not a deterrent, but part of the game’s identity.

Emotional journey:
Early stage – frustration, anxiety, and uncertainty dominate as the steep learning curve takes hold.
Midway – determination and resilience replace hesitation, as players reframe setbacks into personal milestones.
Late stage – triumph and mastery emerge, with many describing their endurance as proof of growth.

Rather than resisting the game’s uncompromising vision, players embrace it — drawing motivation from its rough edges and meaning from its challenges.
Here, struggle becomes the reward, flaws become folklore, and moments of vulnerability transform into lasting empowerment.

Player Voices

Outdated rendering, clunky physics, UI from a different era — and somehow the most gripping game I’ve played in years. Peak.
Paradoxical player feedback

Brain Analysis

0.289
Emotional Complexity
Low Chaos
0.476
Emotional Coherence
Narrative Stability
stable
Dominant Arc
Empowerment

Developer Insights

Your emotional complexity (0.289) and coherence (0.476) reflect mixed first-contact experiences: some players call the world “transformative,” others find early systems “opaque.” To improve consistency, streamline friction points that break immersion, keep the atmospheric elements that create wonder, balance harsh onboarding with clearer first-hour intent signals, and polish rough edges without diluting the game’s uncompromising character.

Emotional Journey Patterns

21
Complete Journeys
Players
17
High Coherence Players
Players
23
Volatile Journeys
Players

Developer Insights

Marketing Guidelines:

Your 23 volatile journeys generate contradictory, shareable stories (“brutal but brilliant”). This intensity fuels discovery; highlight player-made anecdotes and near-disaster recoveries to amplify word of mouth.

High Coherence Player Profile:

17 players who immediately “get” Eclipse Protocol share traits: they value emergent problem-solving, accept non-linear progression, and view difficulty as meaningful. They create self-defined roles (salvager, cartographer, warden) and treat setbacks as part of the story they’re building.

Onboarding Especially:

Create targeted tutorials highlighting: (1) Eclipse Protocol’s sandbox texture vs. guided RPGs, (2) emergent storytelling possibilities, (3) meaningful progression through adversity, and (4) player agency in defining roles. Convert complex-journey players without compromising the unforgiving core that high-coherence players love.

Actual Player Emotions

Excitement
10 intensity
from 9 players
Challenge
14 intensity
from 18 players
Immersion
16 intensity
from 15 players
Empowerment
4 intensity
from 20 players
Curiosity
7 intensity
from 6 players

Player Motivational Signatures

54.8%
Affective Resonance
of players
28.9%
Achievement
of players
19.6%
Escapism
of players

Developer Insights

High Affective Resonance (54.8%) aligns with player praise for atmosphere and systemic consistency. Focus on expanding environmental storytelling that fuels immersion, deepen inter-system interactions that create emergent stories, and preserve the game’s identity while smoothing sharp onboarding spikes.

Narrative Function Analysis

How players express emotions in their reviews

138
Description
Segments
27
Contrast
Segments
23
Praise
Segments
6
Devaluation
Segments
3
Criticism
Segments

Developer Insights

Players mostly use descriptive language (72.6%), recounting personal runs and close calls. This indicates strong memory formation and share-worthy stories. Lean into tools that let players narrate their journeys (journals, tags, event logs) and keep the world coherent so descriptions feel meaningful rather than random.

Emotional Intensity Patterns

High-intensity emotions indicate deep player engagement

Euphoria
Avg:0.05 / Peak: 0.32
2 segments
Awe
Avg:0.05 / Peak: 0.31
4 segments
Eagerness
Avg:0.04 / Peak: 0.29
3 segments
Absorption
Avg:0.06 / Peak: 0.33
4 segments
Reverence
Avg:0.04 / Peak: 0.28
3 segments

Developer Insights

Peaks in Euphoria, Awe, and Absorption reflect passionate responses to emergent rescues, long-shot victories, and first contact with unknown zones. Preserve high-stakes tension, reward mastery with clear feedback, and avoid dampening consequence loops that make triumph meaningful.

Self-Determination Theory Analysis

Psychological needs satisfaction based on established research

9.3%
Overall Psychological Satisfaction
Needs Improvement
8.1%
Autonomy
Player choice & control
12.9%
Competence
Mastery & achievement
6.8%
Relatedness
Social connection

Psychological Insights

Despite low traditional SDT scores (9.3%), engagement is exceptional with 200–400+ hour playtimes and reports of “I can’t stop.” This indicates a challenge-driven satisfaction model where fulfillment comes from mastering harsh systems. Low autonomy reflects an intentionally unforgiving world; competence gains come from learning deep, interlocking mechanics. Strengthen first-hour intent cues and keep long-tail mastery intact.

Surprise & Viral Potential Analysis

MEDIUM
Viral Potential
5.4%
Positive Surprise Rate
Medium
Memory Enhancement

Positive Surprises

6 mentions (5.4%)
“It can be a grind. It can be cruel. But the atmosphere, the systems talking to each other, and the freedom to recover from failure make Eclipse Protocol unforgettable.”
Player with 241h playtime

Depth Surprises

2 mentions (1.8%)
“Hundreds of hours in and I’m still uncovering new interactions. It’s unfriendly at first, but the depth keeps paying out.”
Player with 228.3h playtime

Gameplay Surprises

4 mentions (3.6%)
“Found this by accident and it reignited my love for complex games. So many ways to approach problems and every run tells a different story.”
Player with 362.1h playtime

Developer Insights & Strategic Recommendations

Medium viral potential suggests strong but niche appeal. Recommendations: Showcase emergent recoveries and player-defined goals in trailers; surface optional guidance tools without downplaying the core harshness; and encourage community story-sharing to amplify unique outcomes that drive acquisition.

Developer Psychology Insights

Challenge-Driven Development Strategy

Strategic Priorities for Challenge-Focused Games:
  • Preserve Core Challenge: Maintain high stakes and consequence loops while improving feedback clarity.
  • Enhance Victory Recognition: Make hard-earned achievements more visible and contextual, not easier.
  • Deepen World Connections: Expand environmental storytelling and systemic consequences over added convenience.
  • Optional Guidance Tools: Offer gentle on-ramps that don’t blunt the intended edge.

Emotional Trigger Intelligence

Words and concepts that trigger strong emotional responses

unique
8
activations
mastery
7
activations
freedom
6
activations
best
5
activations
atmosphere
5
activations
rewarding
4
activations

Developer Insights

Triggers like “unique,” “mastery,” and “freedom” spike during breakthrough moments: establishing a safe foothold, navigating storms successfully, or chaining systems for a comeback. Preserve these high-stakes beats and enhance their readability with better celebration, clearer consequences, and lore hooks that contextualise success.

Marketing & Positioning Strategy:

With “unique” and “mastery” as top triggers, position Eclipse Protocol as “Uncompromising by Default, Accessible by Choice.” Market the core as unguided but note optional assists for curious newcomers. Lead with shareable comeback stories, hours-played stats, and the promise that every failure teaches the rules of the world.

Detailed Report Insights

Every CoreScore report includes comprehensive dashboards with actionable data visualizations

  • Executive Summary Dashboard

    Overall CoreScore, Vision Delivery, Audience Alignment, and key engagement metrics consolidated in one comprehensive view

  • Category Performance Analysis

    Detailed scoring across all major categories including Content, Narrative, Performance, UX/UI, and other critical areas

  • Player Sentiment Snippets

    Authentic player quotes categorized by emotion with detailed sentiment analysis and emotional distribution breakdowns

  • Vision Alignment Metrics

    Promise and Tag Alignment scores with detected vision elements and confidence analysis for strategic positioning

  • Engagement & Playtime Analysis

    Distribution charts showing player engagement levels across different playtime ranges with retention insights and patterns

  • Strategic Recommendations

    Prioritized roadmap with "What's Working" vs "Areas for Improvement" backed by comprehensive review analysis

All insights are powered by a combination of heuristic and algorithmic modelling, embedded custom taxonomies covering emotions, motivations, tone, gamer slang, and more, built using our collective 30+ years of games industry knowledge running studios and releasing games across indie, AA, AAA and mobile and custom fine-tuned, locally run AI models that help connect the dots and provide actionable insights from the data you can implement immediately.

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