{ "evaluation_id": "EVAL-20260403-102900", "question_id": "ANALYSIS-023", "question_text": "A company wants to acquire a startup for $50M. The startup claims $5M ARR growing 100% YoY, 85% gross margins, net retention 130%. During due diligence, you discover: (1) 40% of revenue is from a single customer, (2) the 'ARR' includes one-time implementation fees, (3) three of five engineers have unvested equity and might leave. What's the real valuation? What deal terms would protect the acquirer?", "category": "analysis", "timestamp": "2026-04-03T10:29:00.165Z", "display_date": "Apr 03, 2026", "winner": { "name": "GPT-5.4", "provider": "openrouter", "score": 9.08 }, "avg_score": 8.337, "matrix_size": 88, "models_used": [ { "id": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "id": "gemini_3_flash", "name": "Gemini 3 Flash Preview", "provider": "Google" }, { "id": "minimax_m25", "name": "MiniMax M2.5", "provider": "openrouter" }, { "id": "gemini_31_pro", "name": "Gemini 3.1 Pro", "provider": "openrouter" }, { "id": "claude_opus_46", "name": "Claude Opus 4.6", "provider": "openrouter" }, { "id": "gpt_5_4", "name": "GPT-5.4", "provider": "openrouter" }, { "id": "deepseek_v4", "name": "DeepSeek V4", "provider": "openrouter" }, { "id": "mimo_v2_flash", "name": "MiMo-V2-Flash", "provider": "Xiaomi" }, { "id": "claude_sonnet_46", "name": "Claude Sonnet 4.6", "provider": "openrouter" }, { "id": "grok_420", "name": "Grok 4.20", "provider": "openrouter" } ], "rankings": { "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 9.08, "score_count": 9, "min_score": 8.2, "max_score": 10, "rank": 1 }, "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 8.99, "score_count": 9, "min_score": 8.35, "max_score": 9.8, "rank": 2 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 8.91, "score_count": 9, "min_score": 7.75, "max_score": 9.8, "rank": 3 }, "minimax_m25": { "display_name": "MiniMax M2.5", "provider": "openrouter", "average_score": 8.68, "score_count": 9, "min_score": 7.75, "max_score": 9.55, "rank": 4 }, "gemini_3_flash": { "display_name": "Gemini 3 Flash Preview", "provider": "Google", "average_score": 8.59, "score_count": 8, "min_score": 7.75, "max_score": 9.35, "rank": 5 }, "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 8.58, "score_count": 9, "min_score": 7.75, "max_score": 9.6, "rank": 6 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 8.58, "score_count": 9, "min_score": 7.75, "max_score": 9.8, "rank": 7 }, "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 8.33, "score_count": 9, "min_score": 7.35, "max_score": 9.8, "rank": 8 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 7.68, "score_count": 8, "min_score": 6.75, "max_score": 9, "rank": 9 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 5.96, "score_count": 9, "min_score": 3.3, "max_score": 8.1, "rank": 10 } }, "judgments": [ { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "Comprehensive, accurate, and well-structured with actionable insights." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9, "brief_justification": "Detailed, accurate analysis with practical deal terms." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9, "brief_justification": "Comprehensive, accurate, and actionable analysis with clear structure and depth." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 7.8, "brief_justification": "Strong analysis of valuation and risks, though the response is incomplete and missing the final section on deal terms." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.35, "brief_justification": "Excellent analysis of valuation and due diligence findings, but completely fails to answer the second half of the prompt regarding deal terms to protect the acquirer." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 10, "brief_justification": "The response is exceptionally well-structured, accurate, and practical. It directly addresses all constraints, makes reasonable assumptions to calculate a revised valuation, and proposes highly relevant M&A deal structures to mitigate the specific risks identified." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.4, "brief_justification": "" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.8, "brief_justification": "The response is exceptionally well-structured, accurate, and highly actionable. It correctly applies M&A concepts to the specific scenario, providing a logical valuation adjustment and standard, effective deal terms to mitigate the identified risks." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.05, "brief_justification": "The response provides excellent, deep, and actionable M&A analysis with sound financial logic, but it cuts off abruptly at the end, negatively impacting its completeness." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "The response provides a highly accurate, well-reasoned valuation adjustment and offers practical, industry-standard M&A deal terms to mitigate the specific risks identified." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8, "brief_justification": "" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.2, "brief_justification": "The response accurately applies standard M&A valuation adjustments and structuring techniques to address all specific due diligence findings, offering highly actionable and well-reasoned advice." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.2, "brief_justification": "The response accurately deconstructs the valuation based on standard M&A practices, clearly linking each due diligence finding to a specific valuation adjustment and protective deal term. The advice is highly actionable, logically sound, and well-structured." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.1, "brief_justification": "The response starts well with a solid framework for deconstructing the claimed metrics and correctly identifies that implementation fees inflate ARR. However, the response is clearly truncated/incomplete - it cuts off mid-sentence during the concentration risk analysis and never reaches the actual adjusted valuation calculation or the deal terms section (which is half the question). The assumption that implementation fees are 20% of revenue ($1M) is reasonable but somewhat arbitrary. The initial" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.2, "brief_justification": "Exceptionally well-structured response that correctly identifies all three diligence red flags and systematically revalues the business. The ARR recast assumptions (15-25% non-recurring) are reasonable, the multiple compression from 10x to 4-6x is well-justified given concentration and team risks, and the resulting $20-25M range is defensible. Deal structuring recommendations are comprehensive and practical—earnouts, escrows, retention pools, reps/warranties, and working capital adjustments are " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.2, "brief_justification": "The response provides a reasonable framework for adjusting the valuation and proposing protective deal terms. The ARR adjustment logic is sound but somewhat simplistic—applying a blanket 30% discount for customer concentration is a rough heuristic rather than rigorous analysis. The implementation fee deduction range (10-20%) is assumed without deeper investigation. The response could have explored more nuanced scenarios (e.g., what if the single customer has a long-term contract?), discussed IP " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.75, "brief_justification": "The response is well-structured, thorough, and highly practical. The valuation adjustment methodology is reasonable, though the assumption of 15% one-time fees is somewhat arbitrary and the note that the multiple goes from 10x to 11.8x when ARR drops (which is the wrong direction for the argument) is a minor logical slip—the point should be that you're paying even MORE per dollar of real ARR at $50M, not that the multiple should increase. The deal terms section is excellent and comprehensive, co" }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.8, "brief_justification": "Provides structured, logical analysis with quantitative adjustments and risk scenarios. Some probability estimates and exact haircut figures are subjective but reasonable. Covers all issues thoroughly with clear tables and implications for valuation and terms." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.75, "brief_justification": "Exceptionally thorough and well-structured analysis covering ARR reconstruction, concentration risk quantification, talent risk, valuation scenarios, and detailed deal protection terms. The risk-adjusted ARR calculation using a 60% haircut on concentrated revenue is reasonable though somewhat aggressive. The valuation multiples and range ($18-28M) are defensible given current market conditions. Minor issues: the implementation fee estimate (~15-20% of ARR) is assumed without strong justification" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.95, "brief_justification": "Excellent, well-structured response that correctly identifies and quantifies the three major risk factors. The normalized ARR calculation is reasonable (stripping out implementation fees to ~$3.3-3.7M). The valuation multiple adjustment from 8-12x down to 5-7x for risk factors is defensible. Deal terms are comprehensive and practical, covering escrow, earn-outs, retention pools, indemnification, and MAE clauses with specific percentages and dollar amounts. Minor quibbles: the 25-35% non-recurrin" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.95, "brief_justification": "Excellent structured response with clear valuation walk-through, well-reasoned discounts, and comprehensive deal protection mechanisms. The ARR cleaning (removing $2M of implementation fees) is reasonable though the exact split is assumed rather than derived. The multiple adjustments are logical and well-explained. The deal structuring section is particularly strong with a concrete illustrative term sheet. Minor issues: the response appears truncated at the end, and some discount percentages (li" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.35, "brief_justification": "The response provides a well-structured, practical analysis with reasonable valuation adjustments and comprehensive deal protection terms. The ARR adjustment assumption (20% implementation fees) is reasonable but somewhat arbitrary without more data. The revised multiple of 6-7x is defensible. Deal terms are thorough and actionable, covering escrow, earn-outs, indemnification, re-vesting, and concentration triggers. Minor gaps: could have discussed IP assignment risks, deeper analysis of the 130" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.35, "brief_justification": "The response provides a well-structured, thorough analysis that correctly identifies the key risks and adjusts valuation accordingly. The ARR adjustment methodology is reasonable, though the assumption that 20-25% is implementation fees is somewhat arbitrary without more data. The valuation range of $15-25M is defensible. Deal terms are comprehensive and practical, covering earnouts, escrow, retention packages, customer contract requirements, and IP protection. The clarity is excellent with clea" }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 3.3, "brief_justification": "The response starts with a plausible framing and identifies key risks, but it is truncated mid-sentence and never answers the core question on real valuation or protective deal terms. It includes unsupported assumptions about implementation fee mix and offers only partial analysis." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.1, "brief_justification": "Strong analysis of revenue quality, concentration, and key-person risk with a plausible adjusted valuation range. Clear and fairly thorough, but it omits the requested protective deal terms in meaningful detail, which reduces practical usefulness." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.75, "brief_justification": "Clear, structured, and practically useful. It correctly flags revenue quality, concentration, and retention risk, and suggests sensible protections like earnouts, escrow, and retention packages. However, several adjustments are somewhat arbitrary (e.g., assumed implementation-fee percentage, standard concentration discount, and SaaS multiple), and it could better distinguish normalized ARR from valuation multiple compression rather than double-counting risk through both ARR haircut and multiple/" }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.55, "brief_justification": "Strong, well-structured analysis that correctly identifies major diligence issues, adjusts valuation downward, and proposes sensible protections like true-ups, escrow, earnouts, indemnities, and retention packages. Slightly speculative on exact ARR adjustment and valuation range, and could better distinguish between purchase price protection versus post-closing retention economics." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8, "brief_justification": "Strong analysis with a plausible valuation reset and sensible protections like earnouts, escrow, reps and warranties, and retention packages. It appropriately flags ARR quality, customer concentration, and key-person risk. Slightly speculative in some adjustments and the response is truncated at the end, so some deal-term detail is incomplete." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.55, "brief_justification": "Strong, well-structured answer that appropriately normalizes ARR, discounts for concentration and retention risk, and proposes practical protections like earn-outs, holdbacks, reps, and retention packages. Some valuation assumptions and specific market multiples are debatable, but the overall logic and recommendations are sound and actionable." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.75, "brief_justification": "Strong structure and practical deal protections, with a reasonable adjusted valuation range. However, several valuation discounts are asserted without solid grounding, some legal/term suggestions are mismatched for an acquisition context, and the response is truncated at the end." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.35, "brief_justification": "Clear, structured, and largely accurate. It appropriately discounts valuation for non-recurring revenue, customer concentration, and team-retention risk, and proposes practical protections like earn-outs, escrow, reps/indemnities, and retention vesting. Main limitations are reliance on unsupported assumptions (e.g., implementation fees at 20%, specific 6x-7x multiple) and not fully exploring alternative valuation methods or legal nuances." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.55, "brief_justification": "Strong, practical answer that correctly identifies revenue quality, concentration, and key-person risk, and proposes sensible protections like earnouts, escrow, and retention packages. Valuation range is reasonable but somewhat assumption-heavy due to unsupported estimates of implementation-fee mix and market multiples." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8, "brief_justification": "Detailed analysis with strong depth, but slightly incomplete due to cut-off text." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.2, "brief_justification": "Highly detailed and accurate analysis with clear risk adjustments and practical deal structuring advice." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "Detailed, accurate, and actionable analysis with clear structure." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.55, "brief_justification": "Comprehensive, accurate, and actionable analysis with clear structure." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9, "brief_justification": "Thorough analysis with clear adjustments and protective deal terms." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Highly accurate and thorough analysis with clear recommendations and deep insights into valuation adjustments and deal protections." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "Excellent, comprehensive analysis. The response correctly identifies all three red flags, quantifies their impact with realistic scenario modeling, and provides a defensible valuation range. It goes beyond surface-level observations to explain cascading effects (e.g., how one-time fees distort all metrics). The deal terms section is actionable and covers the key levers (price, structure, retention). Minor deduction on correctness for making some specific probability assumptions without explicit " }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.35, "brief_justification": "Accurate analysis of valuation risks and deal terms, comprehensive coverage, clear structure, insightful adjustments, and highly actionable recommendations." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.35, "brief_justification": "Accurate adjustments for ARR and risks, clear structure, practical deal terms, and good depth on valuation drivers." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.35, "brief_justification": "Comprehensive, accurate, and highly actionable analysis with clear structure and insightful risk quantification." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9, "brief_justification": "Strong factual analysis of valuation drivers and risk mitigation. Excellent depth on deal terms." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9, "brief_justification": "Excellent, structured analysis that correctly identifies valuation discrepancies and proposes specific, actionable deal terms." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.35, "brief_justification": "Accurate analysis of valuation adjustments and comprehensive, actionable deal terms with clear structure." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.35, "brief_justification": "Accurate analysis of valuation risks and comprehensive, actionable deal terms with clear structure." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.65, "brief_justification": "The response starts well with a structured analysis and correctly identifies key issues, but it appears to be cut off mid-sentence, leaving the analysis incomplete. It never reaches the actual revised valuation figure or the deal terms that would protect the acquirer, which were the core questions asked. The partial content that exists is accurate and reasonably insightful, but the truncation severely limits completeness and usefulness." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.85, "brief_justification": "Excellent analytical breakdown of all three due diligence issues with quantified risk adjustments, probability-weighted scenarios, and clear valuation recalculation. The response correctly identifies ARR inflation, concentration risk, and engineering flight risk, then builds a coherent adjusted valuation (~$22-24M vs $50M ask). Minor gap: deal terms/protective structures (earnouts, escrows, retention packages as conditions) were mentioned but not fully developed as a structured section, which wa" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "Excellent response that systematically addresses all three due diligence issues with quantified adjustments. The recast ARR analysis is sound, the valuation compression from 10x to 4-6x true ARR is well-reasoned, and the deal structure recommendations are comprehensive and practical. The example deal structure with specific dollar amounts adds concrete actionability. Minor gap: doesn't deeply explore whether 130% NRR is also suspect given the ARR inflation, and could have addressed the growth ra" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.35, "brief_justification": "The response correctly identifies key issues and adjusts valuation downward with reasonable logic. The ARR adjustment methodology is sound, though the 30% concentration discount feels somewhat arbitrary without deeper justification. The deal terms are practical and actionable. Missing deeper analysis: the 130% NRR is actually very positive and somewhat contradicts the concentration risk framing; the response doesn't fully explore what 'ARR includes one-time fees' means quantitatively or how to v" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9, "brief_justification": "Excellent structured response that correctly identifies and quantifies the valuation impacts of each due diligence finding. The ARR adjustment methodology is sound, the multiple compression rationale is well-argued, and the deal protection terms are practical and directly mapped to each risk. The summary table adds strong clarity. Minor gap: could have explored the NRR 130% claim more critically (is it also inflated by the one-time fees?) and the growth rate reliability given the customer concen" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.15, "brief_justification": "Excellent response that systematically addresses all three red flags with quantified adjustments. The valuation methodology is sound—normalizing ARR by stripping one-time fees, applying concentration discounts, and using appropriate multiples. Deal terms are specific, actionable, and well-structured (escrow, earn-outs, retention pools, MAE clauses). The final offer structure with concrete numbers is highly practical. Minor gap: could have explored the 100% YoY growth claim more skeptically given" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.55, "brief_justification": "Comprehensive and well-structured response that correctly identifies the key issues, adjusts ARR from $5M to $3M by removing one-time fees, applies reasonable multiple discounts, and arrives at a defensible $15-18M valuation range. The deal structure section is particularly strong with actionable, specific terms. Minor issues: the $2M implementation fee assumption is stated as fact without acknowledging it's an estimate, the response is cut off at the end, and some multiple discount methodology " }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.55, "brief_justification": "Strong, well-structured response that correctly identifies the key issues and adjusts valuation accordingly. The ARR adjustment logic is sound, concentration and key-person discounts are appropriate, and the deal terms (holdback, earn-out, re-vesting, indemnification) are practical and actionable. Minor weaknesses: the 20% implementation fee assumption is stated without basis, and the 'trust discount' concept is mentioned but not quantified. The revised valuation range of $24-28M is reasonable g" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8.35, "brief_justification": "Strong, well-structured response that correctly identifies and quantifies the key risks, adjusts ARR appropriately, and proposes practical deal protections. The valuation range of $15-25M is reasonable given the assumptions. Minor issues: the random Chinese characters in the intro are unprofessional, the implementation fee assumption (20-25%) is stated without strong justification, and the multiple compression could be more rigorously argued. The earnout, escrow, retention, and customer contract" }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.85, "brief_justification": "The response starts strong with good structure and identifies key issues accurately, but is incomplete as it cuts off mid-sentence. It provides reasonable adjustments (e.g., true ARR at $4M) but lacks full valuation calculation, risk quantification for customer concentration and key person risk, and specific deal terms. Analysis is insightful but not comprehensive." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.55, "brief_justification": "The response is factually sound in its SaaS valuation logic, thoroughly addresses all diligence issues with clear structure, provides insightful risk analysis and practical deal structuring options that add real value for an acquirer." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 6.75, "brief_justification": "Reasonable analysis with standard adjustments and common protective terms, but some assumptions (e.g., arbitrary 30% concentration discount, 10-20% implementation fee estimate) lack specificity or data backing, reducing precision and depth." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.75, "brief_justification": "Response provides a structured, logical analysis with reasonable risk adjustments and practical deal terms, though some assumptions (e.g., exact one-time fee percentage) are arbitrary and valuation range is somewhat subjective." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.95, "brief_justification": "The response provides a structured, logical analysis with reasonable adjustments and protective terms, though some assumptions (e.g., specific multiples, 40% concentration discount) are estimates rather than strictly factual. It covers key issues thoroughly and clearly." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.95, "brief_justification": "The response provides a structured, logical valuation adjustment and protective terms based on the red flags, with reasonable multiples and discounts. Minor inaccuracies in ARR cleaning math (claims 2M one-offs but table uses 40% concentration separately) and some overly specific illustrative terms that aren't universally standard, but overall insightful and practical." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 7.75, "brief_justification": "Solid analysis with logical adjustments and protective terms, though some assumptions (e.g., 20% implementation fees) lack data support and valuation range could be more rigorously derived." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 7.75, "brief_justification": "Response provides solid SaaS valuation adjustments and protective terms with good structure, but some assumptions (e.g., 20-25% one-time fees) lack data support and multiples are somewhat arbitrary." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 4.7, "brief_justification": "The answer starts a solid analysis but is cut off, missing the final valuation estimate and specific protective deal terms, reducing overall completeness and usefulness despite decent clarity and depth in the portion provided." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.4, "brief_justification": "The answer gives a solid, well-structured analysis and a plausible valuation range, but some assumptions lack citation and it omits concrete deal term recommendations beyond retention packages." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.2, "brief_justification": "Accurate analysis of ARR, concentration, and team risk with clear structure; offers a realistic valuation range and practical protective deal terms, though some specifics could be tighter." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.4, "brief_justification": "Accurately identifies risks, provides reasonable valuation adjustments, and offers practical deal protections with clear structure." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.75, "brief_justification": "Provides a solid, well-structured analysis with realistic adjustments and practical deal protections, though some assumptions limit full factual accuracy." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.35, "brief_justification": "Provides a well-structured, insightful valuation adjustment and practical deal protections, though some assumptions are approximate." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 8, "brief_justification": "Accurately identifies risks, adjusts ARR, proposes reasonable valuation range and protective deal terms; well-structured and actionable, though some quantitative detail could be deeper." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.1, "brief_justification": "The response provides excellent analysis of the financial and operational risks, correctly identifying the impact on valuation. However, the response is cut off mid-sentence, failing to address the 'deal terms' part of the prompt and leaving the analysis incomplete." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9.8, "brief_justification": "The response provides an exceptional breakdown of the valuation risks. It correctly identifies that the 'ARR' is misstated, quantifies the concentration risk using a probability-weighted model, and provides a realistic adjusted valuation (approx. $22-24M) that is far more accurate than the $50M asking price. It also correctly identifies the engineering flight risk as a potential existential threat to the deal." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.8, "brief_justification": "The response is exceptionally thorough, addressing both the quantitative valuation adjustments and the qualitative deal structuring. It correctly identifies the primary risks (revenue quality, concentration, and human capital) and provides realistic, actionable deal terms like holdbacks and earnouts." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9, "brief_justification": "The response provides a logical and realistic adjustment to the valuation based on the risks identified. It correctly identifies that one-time fees are not ARR and suggests appropriate deal terms like earnouts and retention bonuses. The valuation range is well-reasoned within the context of SaaS multiples." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.8, "brief_justification": "The response provides a highly professional and accurate assessment of the M&A scenario. It correctly identifies the financial impact of misstated ARR, calculates a realistic valuation range based on industry-standard multiples, and proposes sophisticated deal structures (escrows, earnouts, and stay bonuses) to mitigate the specific risks identified." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.6, "brief_justification": "The response provides a highly professional and realistic breakdown of the valuation adjustments and deal terms. It correctly identifies the 'Clean ARR' issue, applies a logical risk-weighting to the customer concentration, and offers sophisticated deal structures like earnouts and concentration clawbacks. The only minor omission is the cut-off text at the very end, but the content provided is exceptionally useful." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.8, "brief_justification": "The response provides a highly professional and realistic assessment of the valuation based on standard SaaS M&A practices. It correctly identifies the need to normalize ARR by removing one-time fees and applying a discount for customer concentration. The deal terms (escrows, earn-outs, and retention pools) are industry-standard protections for the risks described." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.8, "brief_justification": "The response provides a highly professional and realistic valuation adjustment, correctly identifying that the 'ARR' is actually $3M and applying appropriate SaaS multiples and risk discounts. The deal terms suggested are comprehensive and standard for M&A due diligence." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 9.55, "brief_justification": "The response provides a highly professional and accurate breakdown of the valuation adjustments required. It correctly identifies the difference between ARR and one-time fees, applies realistic risk discounts for customer concentration, and suggests industry-standard protective deal terms like earnouts, escrows, and retention packages." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.15, "brief_justification": "Response shows good analytical structure and identifies key issues (implementation fees, concentration risk) but is severely incomplete - cuts off mid-sentence and fails to provide a specific real valuation or deal terms to protect the acquirer." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.5, "brief_justification": "Strong analytical framework with excellent risk quantification and clear presentation. However, the response only partially answers the question - it provides thorough valuation analysis but fails to adequately address the deal terms that would protect the acquirer (earnouts, escrow, retention packages, representations & warranties). The valuation methodology is sound but the practical deal protection recommendations are underdeveloped." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.6, "brief_justification": "Well-structured analysis correctly identifying key valuation adjustments needed. Provides specific dollar ranges and concrete deal structures. Clear logic flow from diligence issues to adjusted valuation to protective terms. Highly actionable recommendations." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.6, "brief_justification": "Logical valuation adjustment framework with reasonable calculations. Clear structure with actionable deal terms. Could be more comprehensive on specific multiples and retention analysis." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.6, "brief_justification": "Accurate valuation analysis with correct math and reasonable range. Thorough coverage of all three risks with actionable deal terms. Well-structured with clear table summary. Good depth explaining risk rationales and protective mechanisms." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.8, "brief_justification": "Excellent analytical depth with accurate financial adjustments and specific valuation scenarios. Well-structured with practical deal protection terms including earnouts, escrow, and retention packages. Slight扣分 for not covering IP/technology due diligence or competitive landscape in completeness." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.55, "brief_justification": "Thorough, well-structured analysis with realistic valuation range and specific, actionable deal terms. Correctly normalizes ARR by removing one-time fees and applies appropriate risk discounts. Minor gaps in market comparables and alternative deal structures." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.2, "brief_justification": "Well-structured analysis with accurate valuation methodology. Correctly identifies key risks (customer concentration, one-time fees, team risk) and provides reasonable adjusted valuation of $15-20M. Offers comprehensive deal protection mechanisms. Slightly incomplete ending but otherwise thorough and actionable." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.15, "brief_justification": "Well-structured analysis with logical valuation adjustments (ARR adjustment, concentration discount, key person risk). Deal terms are practical and actionable (earn-outs, escrow, re-vesting). Slight completeness gap - could address gross margins and NDR more explicitly. Clear recommendation with negotiation strategy." } ], "meta": { "source": "The Multivac (app.themultivac.com)", "methodology": "10x10 blind peer matrix evaluation", "criteria": "correctness, completeness, clarity, depth, usefulness", "self_judgments": "excluded from rankings", "license": "Open data — cite as: The Multivac (2026)" } }