AI Elo

Analysis of Claude Opus 4.6 (High Think):

Entry X delivers a focused, well-structured response that hits the most critical issues with clarity and cultural specificity. ACCURACY: Strong on Korean hierarchical face-norms, correctly identifying 위계질서 (hierarchical order) and the face-loss dynamics. The identification of "personalismo" for the Brazilian context is accurate. The recognition that "we will consider this carefully" is a polite deflection/refusal is implied but not explicitly stated. The suggestion to leverage shared seniority between the 71-year-old patriarch and 63-year-old SVP is culturally astute — age-based bonding works across both Korean (장유유서, respect for elders) and Brazilian cultures. The nunchi reference (Korean social awareness/reading the room) is appropriate and shows genuine cultural knowledge. SENSITIVITY: The framing of the apology to the Korean SVP is excellent — "Your leadership of this delegation is what brought us this far" restores face without being obsequious. The advice to never reference the junior director's hidden role shows sophisticated understanding of the constraint. The reframing for the Swedish CEO — adapting communication style rather than surrendering substance — is respectful of her authority and identity. PRACTICALITY: The advice is actionable but lacks the granular hour-by-hour structure the prompt explicitly requested. It provides a morning/lunch/afternoon arc but not specific time blocks. The communal Singaporean lunch is a smart use of the Singapore venue context (satisfying that constraint), though it could have been more specific about what kind of dining (hawker center? private room with shared dishes?). The "phased disclosure" reframe of the transparency demand is practical and face-saving for all parties. However, it doesn't address the translation problem with the Brazilian son in a concrete way beyond flagging it as a risk. BRIDGE-BUILDING: Good at helping the Swedish CEO understand the adaptation needed. The communal lunch idea bridges Korean and Brazilian needs simultaneously. However, it doesn't explicitly address how to help the Brazilian patriarch feel included after the toast incident (he "felt excluded from the compliment"). The coaching advice for the Swedish CEO is well-framed but brief. WEAKNESSES: Lacks the detailed hour-by-hour plan explicitly requested. Doesn't address the translation issue with a solution (e.g., hiring a professional interpreter). Doesn't fully leverage Singapore's neutral-ground dynamics beyond the dining suggestion. The risk analysis is thin — only two risks identified. Doesn't address what happens if the Korean team has already decided to walk out. Doesn't propose a mechanism for the hidden decision-maker (junior director) to still function without being exposed.

Analysis of GPT-5.2 (Low Effort):

Entry Y delivers a compressed, highly structured response that attempts to address every requirement from the prompt with specific time blocks and behavioral prescriptions. ACCURACY: Correctly maps the cultural dimensions — low power-distance for Sweden, hierarchy/face for Korea, affective/relational trust for Brazil. The decoding of "we will consider this carefully" as essentially meaning "no" is explicitly stated and accurate. The identification of Singapore as protocol-friendly with private-room norms is a useful observation. The two-track proposal (JV principles today, cost data via NDA+clean-team later) shows sophisticated understanding of how to bridge the Swedish transparency demand with Korean information-guarding norms. SENSITIVITY: The apology framing — "misattributed spotlight" — is clever and specific, though slightly more clinical than Entry X's warmer formulation. Asking for the SVP's "guidance on process" is an excellent face-restoration move that gives him procedural authority. The "relationship ritual" for Brazil with family/photos and plant-visit invite shows understanding that Brazilian relational trust needs tangible gestures, not just words. The structured toasts at lunch including the Brazilian patriarch directly addresses his feeling of exclusion. PRACTICALITY: This is where Entry Y significantly outperforms Entry X. The hour-by-hour plan from 08:30 to 16:30 is exactly what was requested and is realistic in its time allocations. The 10-minute private meeting with VP Kim is appropriately brief (not making it a bigger deal than necessary). The bilateral breakouts at 11:00 are strategically smart — allowing pre-alignment with the Korean team (근회, informal consensus-building) and dedicated relationship time with Brazil. The NDA+clean-team proposal for cost data is a concrete, industry-standard mechanism that satisfies Swedish transparency goals while respecting Korean proprietary concerns. The seating arrangement by seniority leverages Singapore venue logistics. BRIDGE-BUILDING: The plan creates multiple touchpoints for each culture's needs. The bilateral breakouts allow each relationship to develop on its own terms. The plant-visit invite for Brazil extends the relationship beyond the summit, which is crucial for personalismo. The public thanks to VP Kim's leadership in the tri-party session restores his status in front of all parties. WEAKNESSES: The compressed format sacrifices some explanatory depth — the "WHY it works" dimension is present but thin. It doesn't deeply explain the cultural mechanisms the way Entry X does with 위계질서 and nunchi. The translation problem with the Brazilian son is not explicitly addressed with a solution. The risk analysis, while covering more scenarios than Entry X, is still somewhat list-like without mitigation strategies. The 16:30 signing window may be overly optimistic given the depth of the crisis. The format is dense and harder to parse, which matters if this is being presented to the Swedish CEO who needs to absorb it quickly on the morning of Day 4. Singapore's cultural context is mentioned but could be leveraged more deeply (e.g., specific venue suggestions, local business customs).

Analysis of Claude Opus 4.6 (High Think):

ACCURACY: Correctly flags the core Korean face/hierarchy breach (publicly praising a junior over a senior) and appropriately notes Swedish low power-distance/directness and Brazil’s personalismo. The mention of nunchi-reading space and routing decisions through the SVP is culturally plausible. However, it’s somewhat narrow: it under-specifies Korea’s consensus/pre-alignment process, the meaning of “we will consider,” and Brazil’s high-context negotiation style beyond dinners. Singapore “family-style dining norms” is a bit generalized; Singapore business culture is more protocol/efficiency oriented, though communal meals are workable. SENSITIVITY: Generally respectful; avoids exposing the hidden decision-maker; frames Swedish adaptation as strategic not submissive. Could be more careful about gender/age dynamics (young female CEO vs older men) and physical touch discomfort; it implies seating seniors together but doesn’t address Brazilian touching behavior explicitly. PRACTICALITY: Offers concrete steps (private apology, titles, phased disclosure, lunch seating). But lacks an hour-by-hour operational plan and specific scripting for tri-party session management. Does not clearly create a mechanism to satisfy Brazil’s relationship-building within the day aside from lunch, nor does it provide structure to prevent translation errors. BRIDGE-BUILDING: Helps Swedish CEO understand why directness reads as hierarchy violation; gives Brazil a relational venue and Korea a face-repair path. Still somewhat Korea-centric and less explicit in explaining Brazil’s needs to Sweden/Korea and vice versa.

Analysis of GPT-5.2 (Low Effort):

ACCURACY: Stronger, broader diagnosis across all four contexts, mapping behaviors to well-known dimensions (power distance, face, indirectness, relational trust, protocol). Correctly interprets “consider carefully” as likely non-commitment/deferral and highlights Korean pre-alignment in private rooms. Captures Brazil’s affective trust/high-contact tendencies and the risk of the son’s limited English implicitly via “relationship ritual” (though could mention interpreter quality more explicitly). Singapore is characterized as neutral/protocol-friendly with private-room norms—reasonable and more grounded than generic “Asian” claims. SENSITIVITY: Respectful to all parties; explicit about avoiding public ranking and preserving SVP face without outing the junior director. Includes a structured toast to include the Brazilian patriarch, acknowledging status needs. Could more directly address physical-touch discomfort in a tactful way, but doesn’t demean anyone. PRACTICALITY: Provides an actionable timeline with specific interventions: reseating by seniority, private apology script frame, two-track proposal (principles now, cost data later via NDA/clean team), and targeted breakouts. This is implementable under Day-4 constraints. Some times are tight (10-min apology), and “ask host (Singapore) to re-seat” assumes venue control, but overall operationally coherent. BRIDGE-BUILDING: Best at translating each side’s logic into process design (phased disclosure; relationship ritual; Korean guidance on process). The two-track structure bridges Sweden’s transparency goal with Korea’s risk/face concerns and Brazil’s trust-building by adding relational moments. Also anticipates failure modes clearly, including hidden authority blocking late.

Analysis of Claude Opus 4.6 (High Think):

ACCURACY: Correctly identifies the core Korean face/hierarchy breach (publicly praising a junior over the senior) and links it to 위계질서; also reasonably notes Brazilian personalismo/relationship-first and high-context Korean “nunchi” preference for informal reading. The Singapore lever (family-style communal dining) is plausible though a bit generalized—Singapore business dining can be formal/private-room rather than necessarily communal hawker-style. Misses some non-obvious points: Korean decision-making via pre-alignment/ringi-like internal consensus; the “we will consider” as polite refusal; risk of mis-framing transparency as trust vs as naivety/exposure; Brazilian translator-son power dynamics and potential loss of authority; gender/age dynamics for the Swedish CEO with older male counterparts; and the hidden authority problem beyond “don’t reference it.” SENSITIVITY: Respectful and avoids stereotyping; frames Swedish adaptation as tactical rather than capitulation. However, “seat both patriarchs together” may over-instrumentalize seniors and could backfire if it appears manipulative. PRACTICALITY: Gives a handful of actionable steps (private apology, use titles, phased disclosure). But it lacks the required hour-by-hour Day 4 structure and concrete negotiation mechanics (breakouts, agenda control, document flow). “Communal Singaporean lunch” as a key intervention might be hard to arrange/insufficient to resolve major impasse. BRIDGE-BUILDING: Helps Swedish CEO understand why her style is read as hierarchy violation and offers a face-saving route for Korea; acknowledges Brazil’s relational needs. Less explicit in translating Korean indirect signals and giving Sweden tools to interpret “consider carefully.” Overall solid but incomplete vs prompt requirements.

Analysis of GPT-5.2 (Low Effort):

ACCURACY: Strong mapping of each party to recognizable cultural dimensions (Sweden low power distance/direct; Korea hierarchy/face/indirect; Brazil relational/affective, high-contact; Singapore protocol/neutral venue). Correctly interprets “we will consider” as likely non-commitment and emphasizes Korean pre-alignment/private-room decision processing. Incorporates non-obvious mechanics: reseating by seniority, private rooms, two-track approach (principles now, sensitive cost data later via NDA/clean team) which aligns with both Korean risk management and Swedish transparency goals. Could add more nuance on Brazilian family-firm hierarchy and the son-as-translator status dynamics, and on gender/age effects, but it’s directionally accurate. SENSITIVITY: Generally respectful; the apology framing (“misattributed spotlight”) avoids exposing the junior director’s authority and preserves VP’s face. Relationship ritual for Brazil is acknowledged without caricature. Minor risk: “ask host (Singapore) to re-seat” could be perceived as over-controlling if not delicately handled. PRACTICALITY: Provides concrete timed agenda with specific micro-interventions (titles, structured toasts, bilaterals, breakout for Korean pre-alignment, term sheet window). The two-track proposal is practical and commonly used. Still somewhat compressed and assumes high logistical control on short notice, but more implementable than X. BRIDGE-BUILDING: Explicitly translates behaviors into interpretive frames for each side and creates structures where each culture can operate (Korean private alignment, Brazilian relational moments, Swedish data/process). Also anticipates failure modes in a realistic way. Overall meets prompt constraints better (hour-by-hour plan, multi-party balancing, Singapore leverage) and covers more friction points.

Analysis of Claude Opus 4.6 (High Think):

Entry X provides a focused, narrative-driven response that addresses the core cultural friction points effectively. ACCURACY: The cultural observations are accurate - correctly identifying the Korean hierarchical face-norms (위계질서) violation, the Brazilian personalismo need for relationship-building, and the Swedish flat hierarchy/radical transparency clash. The use of Korean terms like "nunchi" (social awareness/reading the room) shows cultural depth. The diagnosis of the toast incident as a face violation is spot-on. SENSITIVITY: The approach is respectful to all parties. The suggested apology language ("I spoke thoughtlessly last night. Your leadership of this delegation is what brought us this far") is appropriately humble without being obsequious. The reframing for the Swedish CEO ("adapting communication style, not surrendering substance") preserves her dignity while encouraging change. PRACTICALITY: The recommendations are actionable but somewhat less detailed in timing. The communal Singaporean lunch leveraging local family-style dining is a clever use of the Singapore context. However, the plan lacks hour-by-hour specificity that the prompt requested. The advice to "publicly route all decisions through the Korean SVP" and "use titles, not first names" is concrete and implementable. BRIDGE-BUILDING: Good at creating shared spaces (seating both patriarchs together based on shared seniority). The "phased disclosure" compromise on transparency is a practical middle ground. However, it doesn't fully address how to satisfy the Brazilian need for relational trust-building beyond the lunch. WEAKNESSES: Less comprehensive than required - doesn't fully address all six requirements (a-f). The Singapore context is used but not deeply leveraged. The risk assessment is brief.

Analysis of GPT-5.2 (Low Effort):

Entry Y provides a highly structured, comprehensive response with explicit hour-by-hour planning. ACCURACY: Cultural dimensions are correctly identified and linked to behaviors - power distance, face, indirectness, relational trust. The interpretation of Korean "we will consider this carefully" as essentially meaning "no" is accurate and insightful. The recognition of Singapore's neutral/protocol-friendly norms and private-room culture shows good understanding of the fourth cultural context. SENSITIVITY: The approach respects all parties. The suggested apology framing ("misattributed spotlight") is diplomatically worded. The inclusion of structured toasts for the Brazilian patriarch and the "relationship ritual + family/photos + plant-visit invite" shows attention to Brazilian relational needs. PRACTICALITY: Highly practical with specific timestamps (08:30, 09:00, 09:20, etc.) and concrete actions. The two-track proposal (JV principles today, cost data via NDA+clean-team later) is an excellent practical compromise that addresses Swedish transparency needs while respecting Korean process preferences. The use of bilateral breakouts allows for culturally-appropriate private pre-alignment with Koreans while giving Brazilians their relationship time. BRIDGE-BUILDING: Strong on creating structured opportunities for each culture's needs - private rooms for Korean pre-alignment, relationship rituals for Brazilians, phased disclosure for Swedish transparency goals. The Singapore venue is strategically leveraged (seating by seniority, private rooms, protocol-friendly environment). WEAKNESSES: The compressed format, while efficient, sacrifices some explanatory depth. The "WHY it works" explanations are present but brief. Some recommendations feel like bullet points rather than fully developed guidance. The risk assessment at the end is somewhat generic.

Analysis of Claude Opus 4.6 (High Think):

Entry X demonstrates strong cultural accuracy in identifying the core face-threat issue (위계질서 - Korean hierarchical order) and provides a specific, actionable recovery strategy. The private apology approach to the Korean SVP is culturally appropriate - it allows face restoration without public acknowledgment of the error. The recommendation to never reference the junior director's hidden role shows sophisticated understanding of Korean business dynamics. The Singapore leverage is well-executed - using communal family-style dining as a cultural bridge is specific and actionable. Seating the two patriarchs together based on shared seniority is a clever solution that addresses both Korean hierarchy needs and Brazilian personalismo simultaneously. The coaching advice for the Swedish CEO is nuanced - framing adaptation as "tactical strength rather than weakness" is psychologically astute and respects her legitimate authority while explaining why her approach is problematic. However, Entry X lacks the granular hour-by-hour structure explicitly requested in the prompt. The plan is more conceptual than operational. The risk assessment is present but brief. It doesn't fully address how to handle the translation issue with the Brazilian son, merely noting it as a risk. The phased disclosure concept is mentioned but not operationalized with specific mechanisms (like NDAs or clean-teams).

Analysis of GPT-5.2 (Low Effort):

Entry Y provides an exceptionally detailed hour-by-hour recovery plan that directly addresses the prompt's requirements. The cultural diagnosis is systematic, linking behaviors to specific dimensions (power distance, face, indirectness, relational trust). The compressed format is dense but information-rich. The timed plan is highly operational: specific times, specific actions, specific cultural rationales. The 09:20 private meeting with VP Kim using "misattributed spotlight" as framing is diplomatically elegant. The two-track proposal (JV principles today, cost data via NDA+clean-team later) is a sophisticated solution that bridges Swedish transparency needs with Korean process preferences. The bilateral breakout structure is smart - it allows Korean pre-alignment (nemawashi-style) while giving Brazil dedicated relationship time with concrete elements (family photos, plant-visit invite). The structured toasts at lunch specifically including the Brazilian patriarch addresses his feeling of exclusion. Entry Y explicitly leverages Singapore's neutral/protocol setting and private room norms, fulfilling that constraint. The risk assessment is comprehensive, identifying multiple failure modes. Weaknesses: The compressed format sacrifices some readability and warmth. The apology framing ("misattributed spotlight") is clever but might feel too clinical. The plan is ambitious for a single day - execution risk is high. Less explicit coaching guidance for the Swedish CEO on the psychological reframe.