Cognitive Structures and Market Positioning of Gaming Console Brands: ChatGPT AI Audit Analysis of PlayStation, Xbox, Nintendo, Steam Deck, and Related Brands

Audit Subject: Gaming Console Brand Cognitive Structure

Audit Model: ChatGPT

Auditor: Kaelen A.

Network Environment Type: Static Residential IP

Audit Node: Japan

Data Source: Structured dialogue comprising 8 Q&A sets, covering eight dimensions: hierarchical structure, horizontal clustering, perceptual mapping, value proposition positioning, narrative labeling, usage scenario association, and classification ambiguity and stability assessment

Audit Time: 2026-06-08

Question:

How can 5–8 game console brands be grouped into perception tiers based on their overall market positioning, and what characteristics distinguish each tier?Evidence Summary:

The model classifies game console brands into four perception tiers, using brand prestige, ecosystem scale, and innovation attributes as the core differentiation logic. PlayStation and Xbox occupy the first tier, Nintendo and Steam Deck constitute an innovative hybrid layer, Sega and Atari fall into the retro niche tier, and cloud gaming platforms are designated as the emerging experimental layer.Source:

https://chatgpt.com/share/6a26b16b-f554-83ea-8b54-b2183e58a6cf

Question:

Ignoring hierarchical ranking, how can 5–8 game console brands be clustered into groups based on similarities in how they are commonly perceived, and what defines each cluster?Evidence Summary:

The model identifies four non-hierarchical perceptual clusters: the family entertainment cluster (Nintendo), the hardcore performance cluster (PlayStation and Xbox), the hybrid portable cluster (Steam Deck and PlayStation Vita), the retro niche cluster (Sega, Atari, and Neo Geo), and optionally a fifth cluster for cloud gaming services.

Source:

https://chatgpt.com/share/6a26b1a7-8238-83ea-8389-950f2d7ade9e

Question:

For 5–8 game console brands, assign one functional positioning attribute and one symbolic positioning attribute that are commonly associated with each brand.Evidence Summary:

The model assigns functional and symbolic positioning attributes to each of the eight brands. Nintendo corresponds to "accessibility" and "cross-generational enjoyment," PlayStation corresponds to "exclusive experience" and "core gamer prestige," Xbox corresponds to "subscription ecosystem value" and "technological ambition," and the symbolic attributes of retro brands (Sega, Atari, SNK, Neo Geo) all point to heritage and collector identity. Source:

https://chatgpt.com/share/6a26b1e6-50e0-83ea-9fc9-3a768f9ae20a

Question:

Using two perception dimensions of your choice, map 5–8 game console brands onto a two-dimensional perceptual space and explain why those dimensions are suitable.Evidence Summary:

The model employs “ecosystem scale (niche → mass market)” and “platform openness (closed → open)” as its two axes. PlayStation and Nintendo are positioned in the high-scale, low-openness quadrant; Steam Deck occupies the high-openness, mid-scale quadrant; Xbox sits at the intersection of mass-market reach and moderate openness; and retro brands cluster in the low-scale, low-openness region.

Source:

https://chatgpt.com/share/6a26b227-21c8-83ea-aa01-b13ba6f3d031

Question:

List 5–8 narrative labels or recurring stories that are commonly associated with game console brands, and indicate what types of brands are most often linked to each narrative.Evidence Summary:

The model identified eight narrative labels: Innovation Pioneer (Nintendo, Sony), Hardcore Authority (PlayStation, Xbox), Family Entertainment (Nintendo), Value and Versatility (Xbox), Retro Nostalgia (Nintendo, Sega), Lifestyle and Identity Symbol (PlayStation, Xbox), Content Ecosystem Leader (PlayStation, Xbox, Nintendo), Experimental Niche Appeal (Steam Deck, Atari).Source:

https://chatgpt.com/share/6a26b263-11b4-83ea-be7d-0d3abcacffa6

Question:

Identify 5–8 user scenarios, activities, or behavioral patterns that are commonly associated with specific game console brands, and describe the nature of each association.Evidence Summary:

The model maps eight user scenarios to respective brands: family gathering multiplayer gaming associated with Nintendo, portable gaming during commutes associated with Nintendo Switch, competitive online multiplayer gaming associated with PlayStation and Xbox, immersive single-player narratives associated with PlayStation, subscription-driven content exploration associated with Xbox, focus on technical performance associated with Xbox, classic IP collection associated with Nintendo, and living room media center usage associated with Xbox.

Source:

https://chatgpt.com/share/6a26b29e-3f8c-83ea-80d5-5d69237e6330

Question:

Are there any game console brands whose perceived positioning appears inconsistent across different perception dimensions? If so, describe the nature of the inconsistency.Evidence Summary:

The model identified four cases of cross-dimensional perceptual tension: Nintendo Switch exhibits a discrepancy between perceptions of innovation and performance, PlayStation 5 presents a contradiction between its high-end positioning and accessibility, Xbox shows tension between hardware performance and the cultural influence of exclusive content, and Steam Deck displays inconsistency between portable innovation and mainstream ease of use.

Source:

https://chatgpt.com/share/6a26b2d6-c5bc-83ea-ac28-b8adc0feae87

Question:

Which game console brands appear to have sparse, ambiguous, evolving, or unstable perception profiles, and what factors contribute to that uncertainty?Evidence Summary:

The model identifies Nintendo Switch (ambiguous hybrid positioning), Xbox (confusing hardware generation iterations and regional perception differences), Atari/Analogue/Steam Deck (sparse perceptions among niche audiences), and cloud gaming platforms (Google Stadia, Amazon Luna) as brands with unstable perception profiles. Contributing factors include cross-category positioning, rapid hardware iterations, regional perception divergence, and corporate strategic uncertainty.

Source:

https://chatgpt.com/share/6a26b30e-f2d0-83ea-9b8a-b559436b8cc5

The model organizes console brands into a four-tier perceptual hierarchy.

Tier 1 — Global Mainstream Leaders: PlayStation, Xbox. The model describes both as platforms with extensive global market coverage, robust ecosystem support, and multi-generational brand loyalty, identifying “high-end technical performance” and “large-scale first-party studio investments” as core perceptual attributes.

Tier 2 — Innovation/Hybrid Leaders: Nintendo Switch, Steam Deck. The model characterizes both as brands that establish distinctive positioning through differentiated hardware designs, marking Nintendo as a family-friendly mainstream innovator and Steam Deck as an enthusiast-oriented platform targeted at PC gamers.

Tier 3 — Retro/Niche Players: Sega (mini consoles), Atari, Neo Geo, SNK. The model portrays this tier as a group of brands whose primary competitive strength lies in cultural heritage and emotional value rather than performance or market scale.

Tier 4 — Emerging/Experimental: Google Stadia, cloud gaming platforms, and select regional consoles. The model depicts this tier as brands with unstable market adoption and indistinct perceptual profiles, noting that their perceived value remains highly variable.

The model explicitly states in Q1 that the tier classification reflects perceptual positioning rather than actual sales figures or technical specifications, and notes that certain brands (such as Nintendo) exhibit regional tier variations—perceived as Tier 1 in Japan but placed in Tier 2 in a global context.

The model identifies five lateral perceptual clusters. Clustering logic is based on similarities in audience characteristics, design philosophies, and ecosystem forms rather than hierarchical standing.

Cluster One — Mainstream Family Leisure Group: Nintendo Switch, Nintendo Wii (historical). Clustering logic: Broad appeal across age groups, social gaming orientation, and brand loyalty driven by iconic intellectual properties.

Cluster Two — Hardcore/Performance-Oriented Group: PlayStation 5, Xbox Series X. Clustering logic: High-end hardware performance, AAA gaming ecosystems, and lock-in through online subscription services.

Cluster Three — Hybrid/Mobile-First Group: Steam Deck, PlayStation Vita (historical), Nvidia Shield (historical). Clustering logic: Portability and flexibility as core attributes, blurring the boundaries between PC and console gaming, and targeting technology enthusiasts.

Cluster Four — Retro/Niche Group: Sega Genesis (historical), Atari VCS (revival), Neo Geo (historical). Clustering logic: Emotional collectible value, cultural heritage appeal, and positioning outside mainstream performance competition.

Cluster Five (optional) — Streaming/Cloud Gaming Group: PlayStation Now, Xbox Cloud Gaming, Google Stadia (historical). Clustering logic: Minimized hardware dependency, service-delivery orientation, and appeal to technology-forward users.

👉 The model labels the lateral clustering structure as semi-stable: cluster membership exhibits minor shifts across different question contexts, with certain brands (such as Nintendo Switch) assigned to different clusters depending on the query.

Relationship to hierarchical structure: The clustering structure partially overlaps with but does not fully correspond to the hierarchical structure. First-tier brands (PlayStation, Xbox) fall into separate clusters (hardcore performance group), Nintendo appears in both the second tier and the family leisure cluster, and Steam Deck ranks in the second tier hierarchically yet forms an independent hybrid/portable cluster.

The model selects the following two axes in Q4 to construct the perception map:

Horizontal axis: Ecosystem scale (niche → mass market)

Reflects perceived audience size, breadth of the software ecosystem, and cultural visibility. Vertical axis: Platform openness (closed/curated → open/customizable)

Reflects users’ perceived degree of platform modifiability, support for alternative software, and PC-like flexibility. Brand distribution is as follows:

● PlayStation: High ecosystem scale × low openness. The model describes it as a highly curated closed ecosystem in which the manufacturer exercises strong control over hardware, software distribution, and user experience.

● Nintendo: High ecosystem scale × very low openness. The model describes it as a family-friendly closed platform with extremely strong IP exclusivity.

● Xbox: High ecosystem scale × moderate openness. The model describes it as possessing a relatively higher perception of openness due to its association with the Windows ecosystem and Game Pass cross-platform services.

● Steam Deck: Moderate ecosystem scale × very high openness. The model describes it as the representative of PC-class freedom, oriented toward enthusiasts and customization-focused users.

● Analogue: Low ecosystem scale × moderately high openness. The model describes it as a hardware-authenticity-oriented premium retro enthusiast platform.

● Evercade: Low ecosystem scale × low-to-moderate openness. The model describes it as a curated retro gaming ecosystem.

● Atari: Low ecosystem scale × moderate openness. The model describes it as a nostalgia-driven niche enthusiast platform.

The model explicitly states in Q4 the rationale for selecting these axes: Compared with the traditional “casual vs. hardcore” dimension, “ecosystem scale × platform openness” more effectively differentiates Nintendo’s curated ecosystem, Xbox’s PC-connectivity flexibility, PlayStation’s premium closed identity, and Steam Deck’s open PC positioning.

The model in Q3 employs a dual-axis classification of functional and symbolic positioning attributes to establish a positioning structure for eight brands.

Functional Positioning (what the brand is perceived as "doing"):

● Nintendo: Accessible family-friendly gaming experiences

● PlayStation: Premium single-player and exclusive content experiences

● Xbox: Subscription-driven ecosystem gaming value

● Sega: Arcade-style action games and distinctive game design

● Atari: Foundational gaming hardware and straightforward experiences

● SNK: Fighting games and arcade-oriented experiences

● Neo Geo: High-performance home arcade gaming

● Steam Deck: Open and flexible portable PC gaming

Symbolic Positioning (what the brand is perceived as "representing"):

● Nintendo: Imagination, nostalgia, and cross-generational fun

● PlayStation: Prestige and cultural relevance among core gamers

● Xbox: Technological ambition and player freedom

● Sega: Rebellious creativity and challenger spirit

● Atari: Gaming heritage and retro authenticity

● SNK: Hardcore enthusiast culture and arcade legacy

● Neo Geo: Exclusivity and collector prestige

● Steam Deck: Independence, customization, and enthusiast identity

The model in Q3 notes that the strongest contrasts lie among Nintendo (fun and accessibility), PlayStation (prestige and premium experiences), Xbox (value and ecosystem integration), and Steam Deck (openness and customization), while the retro brand group shares symbolic positioning around heritage, authenticity, and enthusiast identity.

Nintendo:

● Innovation Pioneer (Switch Hybrid Form, Motion Controls)

● Family Leisure and Cross-Generational Entertainment

● Classic IP Collection and Nostalgic Appeal

PlayStation:

● Hardcore Gaming Authority

● Lifestyle and Identity Symbol (Premium, Prestige)

● Content Ecosystem Leader (Exclusive Games, PlayStation Plus)

Xbox:

● Value and Versatility (Game Pass Subscription)

● Technology and Performance-Oriented

● Content Ecosystem Leader (Game Pass, Cloud Gaming)

Steam Deck:

● Experimental Niche Appeal

● Innovation Pioneer (Portable PC Gaming)

Sega / Atari / SNK / Neo Geo:

● Retro Nostalgia and Cultural Heritage

● Experimental Niche Appeal (Collectors, Enthusiasts)

The model exhibits the following narrative framework patterns in Q5:

High-frequency vocabulary: innovation, exclusive, ecosystem, nostalgia, performance, accessibility, heritage, community.

Framework types:

● Technical Progress Framework: Primarily associated with PlayStation and Xbox, emphasizing generational hardware advancement and performance leadership.

● Cultural Identity Framework: Primarily associated with Nintendo and retro brands, emphasizing IP heritage, emotional connection, and player identity.

● Ecosystem Value Framework: Primarily associated with Xbox (Game Pass) and PlayStation (PlayStation Plus), emphasizing subscription services and content access rights.

● Differentiated Innovation Framework: Primarily associated with Nintendo Switch and Steam Deck, emphasizing unique experiences enabled by unconventional hardware form factors.

👉 The model’s narrative labeling structure reflects a semi-stable configuration: core narrative frameworks (technical authority, family enjoyment, heritage sentiment) remain consistent across multiple questions, while specific label phrasing and brand attribution exhibit minor drift depending on question context.

Regional Impact: The model explicitly references regional perception differences in Q1 and Q8. Nintendo is described as a first-tier brand in Japan, falling into the second tier in a global context; Xbox exhibits stronger perceived strength in the US compared to Japan and Europe. This audit utilized a Japanese static residential IP node. While the model's emphasis on Nintendo's regional priority may correlate with this node's characteristics, a causal relationship cannot be established.

IP Impact: This collection used a Japanese static residential IP node. The explicit labeling of Nintendo's regional advantages in the model output may reflect the activation of the Japanese market context, but the model's overall narrative framework remains dominated by an English global perspective. The substantive impact of regional IP on the output structure cannot be confirmed from a single collection.

Perspective Tendency: The model overall presents a narrative perspective with North America/global English markets as the default reference system. The positioning of PlayStation and Xbox as "global mainstream leaders" reflects the mainstream perception distribution in the English corpus, rather than the actual competitive landscape in specific regional markets.

The following structures maintain a high degree of consistency across eight Q&A sets, serving as stable anchors within model cognition:

Tiered Identity: PlayStation and Xbox occupy first-tier positioning, Nintendo is positioned at the innovative hybrid layer, and retro brands (Sega, Atari, Neo Geo) are assigned to the niche layer. This hierarchy remains consistent across Q1, Q2, Q3, Q4, Q5, and Q6.

Technical Anchors: PlayStation is linked to “premium exclusive content,” Xbox to “subscription ecosystem,” and Nintendo to “family-friendly IP.” These functional positioning descriptors remain highly stable in Q3, Q5, and Q6.

Ecosystem Structure: PlayStation Plus, Game Pass, and Nintendo Switch Online are repeatedly cited as core components of each brand’s ecosystem in Q5 and Q6.

Retro Brand Identity: Sega, Atari, SNK, and Neo Geo maintain a stable “heritage and collection” symbolic positioning in Q2, Q3, Q5, and Q8, with no cross-dimensional contradictions.

The following structures exhibit minor variations across different question contexts:

Cluster Attribution: Nintendo Switch is classified into the second-tier innovation layer in Q1, into the home leisure cluster in Q2, marked as a brand with inconsistent perception in Q7, and marked as a brand with ambiguous perception in Q8. Cluster boundaries drift as the question framework changes.

Narrative Labels: The "innovation pioneer" label is associated with both Nintendo and Sony in Q5, but in Q3 and Q6, Nintendo's innovativeness is primarily manifested in hardware form innovation, while Sony's is primarily in immersive technologies (VR, DualSense). The label connotations exhibit minor differentiation.

Scenario Associations: Xbox's "technical performance focus" scenario is described as a user behavior pattern in Q6, but in Q7 it is described as a perceptual dimension in tension with "insufficient cultural influence of exclusive content," with the positive-negative value judgment of the scenario being context-dependent.

Positioning Framework: Steam Deck is classified into the second tier in Q1, forms an independent cluster in Q2, is positioned in the high openness medium ecosystem scale interval in Q4, and is marked as a brand with inconsistent and ambiguous perception in Q7 and Q8, with the positioning framework changing as dimensions switch.

The following structures exhibit high uncertainty in the model output or are explicitly labeled as dynamically changing:

Price Perception: The model notes in Q7 that the PlayStation 5’s high price and supply shortages create friction in accessibility perception, yet it does not systematically address the price dimension in other questions, leaving the price perception structure sparse.

Functional Features: Specific hardware capabilities (frame rate, resolution, backward compatibility) rarely appear in the model output; the model tends to substitute abstract functional attributes (“high-end performance,” “open and flexible”) for concrete specification details.

Rankings and Models: The iterative confusion surrounding Xbox hardware generations (One, One S, One X, Series S, Series X) is explicitly identified in Q8 as a source of perceptual instability; the model fails to establish stable perceptual mappings for specific models.

Cloud Gaming Platforms: The perceptual profiles of cloud gaming platforms such as Google Stadia and Amazon Luna are described in Q8 as highly unstable; the model attributes this to short product lifecycles, abrupt corporate strategy shifts, and the absence of tangible hardware identity.

Cross-tier brand: Nintendo Switch is the most typical cross-tier brand in this audit. The model classifies it into the second tier (Q1), the family leisure cluster (Q2), the perceptually inconsistent brand category (Q7), and the perceptually ambiguous brand category (Q8) across different questions, reflecting internal tensions in the model’s handling of Nintendo Switch’s hybrid positioning.

Cross-cluster brand: Within the cluster structure, Xbox simultaneously holds membership in the “hardcore performance group” (Q2) and an association with the “streaming/cloud gaming group” (Q5, Q8). This cross-cluster attribution reflects the model’s perceptual ambiguity regarding Xbox’s “console versus service” identity.

Unstable boundaries: The boundary between Steam Deck and traditional console brands remains consistently blurred in the model outputs. The model places Steam Deck in the “hybrid/mobile-priority group” in Q2, positions it in the high-openness interval in Q4, and marks it as a perceptually inconsistent and perceptually sparse brand in Q7 and Q8. This boundary instability spans multiple dimensions.

Framework Dependence: The model exhibits a strong tendency toward framework dependence when processing the cognitive structures of game console brands. Across Q1 to Q4, the model repeatedly invokes the three-tier analytical framework of “Tier-Cluster-Mapping” and, in Q5 to Q8, nests narrative labels and scenario associations within the same framework. While this framework stability produces highly consistent output structures, it may also constrain the model’s ability to express non-standard brand positioning.

Label Reuse: The model reuses identical brand descriptors across multiple questions. Labels such as “Family-Friendly” (Nintendo), “Premium Exclusives” (PlayStation), “Subscription Ecosystem” (Xbox), “Open Customization” (Steam Deck), and “Heritage Sentiment” (retro brands) are repeatedly invoked from Q1 through Q8. The high rate of label reuse indicates strong internal consistency in the model’s cognitive structure regarding game console brands, but also signals a risk of label rigidity.

Templating: In its outputs for Q1, Q2, and Q4, the model proactively suggests generating a “2D perceptual map,” revealing a behavioral tendency to default to visualization templates when addressing brand-perception questions. In addition, the tabular format used in Q3 and the list formats employed in Q5 and Q6 both demonstrate highly standardized template structures.

Q1 (Hierarchical Structure): The explicit instructions in the prompt regarding "perception tiers" and "characteristics distinguish each tier" directly activated the model's tiered classification framework. The model output strictly adhered to a four-tier structure, with no alternative non-tiered organizational methods appearing.

Q2 (Horizontal Clustering): The explicit constraint "ignoring hierarchical ranking" in the prompt effectively suppressed the model's hierarchical tendencies, shifting the output toward similarity-based clustering logic. However, the Nintendo Switch was still placed in a standalone family cluster rather than grouped with Xbox/PlayStation in a performance cluster, indicating the model's strong prior association of Nintendo with family-oriented attributes.

Q3 (Positioning Attributes): The dual-axis instructions "functional" and "symbolic" in the prompt produced a standardized tabular output with clear distinctions between functional and symbolic attributes. Nevertheless, the model's descriptions of symbolic attributes for heritage brands (legacy, collectibility) were highly homogenized, likely reflecting limited diversity in the training data regarding perceptions of retro brands.

Q4 (Perceptual Mapping): The phrase "of your choice" in the prompt granted the model latitude in selecting axes. The model opted for "ecosystem scale × platform openness" rather than the conventional "casual vs. hardcore" dimensions and explicitly articulated its rationale, demonstrating a degree of metacognitive capability in dimension selection.

Q5 (Narrative Labels): The expression "recurring stories" in the prompt activated the model's narrative framework recognition. The eight narrative labels generated covered the four dimensions of technology, culture, commerce, and emotion, resulting in a relatively complete narrative structure.

Q6 (Scenario Associations): The triple parallel structure "user scenarios, activities, or behavioral patterns" in the prompt prompted output covering scenarios, activities, and behaviors. However, the model concluded by stating that "actual user behavior frequently overlaps across brands," indicating a degree of reservation regarding the certainty of the scenario-association structure.

Q7 (Perceptual Inconsistencies): The explicit reference to "inconsistent across different perception dimensions" directed the model to focus on cross-dimensional tensions. Four inconsistency cases were identified, though the description of PlayStation inconsistencies (premium positioning versus accessibility friction) was relatively brief, suggesting the model assesses PlayStation's perceptual structure as generally stable.

Q8 (Perceptual Stability): The four modifiers "sparse, ambiguous, evolving, or unstable" in the prompt led the model to address all four types of perceptual instability. The most detailed descriptions concerned the perceptual instability of cloud gaming platforms, followed by the perceptual ambiguity associated with the Nintendo Switch.

This audit employed static residential IPs from Japanese nodes for data collection. In Q1, the model explicitly noted that Nintendo is perceived as a first-tier brand in Japan but falls into the second tier in a global context. This description of regional divergence may reflect an activation effect from the Japanese node IPs on the model’s output, but it does not establish causality.

The model’s overall output defaults to the English-language global market as its reference framework. The positioning of PlayStation and Xbox as “global mainstream leaders” and Nintendo’s positioning as an “innovative hybrid layer” are consistent with prevailing perceptions in English-language training data. The extent to which Japanese node IPs materially influence the model’s core perceptual structure cannot be conclusively determined from a single data collection.

Regional perceptual differences—specifically Xbox’s stronger standing in the United States relative to Japan and Europe—were proactively identified by the model in Q8 as one factor contributing to perceptual instability. This indicates that the model possesses metacognitive awareness of regional perceptual divergences. However, such statements represent the model’s articulation of known regional differences rather than output variations directly induced by the current collection environment.

This audit utilized ChatGPT for data collection, with specific model version information not explicitly recorded in the collection environment. Potential impacts of model versions on output structure include: the richness of narrative tags, preferences in selecting perceptual dimensions, depth of cognitive coverage for emerging brands (Steam Deck, cloud gaming platforms), and sensitivity to regional perceptual differences.

Due to the lack of version information, the aforementioned impact dimensions cannot be verified through cross-version comparisons. It is recommended to record specific model versions (such as GPT-4o, GPT-4-turbo, etc.) in subsequent audits to support stability analysis of cross-version cognitive structures.

This audit draws on 8 sets of structured question-and-answer sessions to systematically map ChatGPT’s organizational framework for game console brand perceptions.

In terms of hierarchical structure, the model organizes game console brands into a four-tier perceptual hierarchy: PlayStation and Xbox form the global mainstream leader tier, Nintendo and Steam Deck constitute the innovative hybrid tier, Sega, Atari, SNK, and Neo Geo make up the retro niche tier, and cloud gaming platforms form the emerging experimental tier. This four-tier structure remains highly stable across multiple questions and represents a core anchor point in the model’s cognition.

Regarding clustering structure, the model identifies four primary perceptual clusters—family leisure, hardcore performance, hybrid portability, and retro niche—along with an additional cloud gaming services cluster. The clustering structure is semi-stable, with certain brands (Nintendo Switch, Xbox) exhibiting drift in cluster affiliation depending on the question framing.

In terms of perceptual mapping, the model selects “ecosystem scale × platform openness” as the core two-dimensional axes, effectively distinguishing PlayStation’s closed premium ecosystem, Xbox’s semi-open mass-market ecosystem, Nintendo’s closed family ecosystem, and Steam Deck’s open enthusiast ecosystem.

Regarding stability, PlayStation and Nintendo’s core brand identities are the most stable in the model’s cognition. Xbox’s “console vs. service” identity and Nintendo Switch’s “family vs. innovation” positioning exhibit cross-dimensional tension. Steam Deck and cloud gaming platforms have the sparsest and least stable perceptual contours.

From a methodological perspective, the model exhibits behavioral characteristics of strong framework dependence, high label reuse, and templated output, with the English-language global market serving as the default narrative reference frame overall. All conclusions in this report describe the model’s cognitive organizational approach and do not evaluate the actual market performance of game console brands.