{
  "title": {
    "zh": "NimbusCRM 应该在本季度发布 AI Deal Coach 增值包吗？",
    "en": "Should NimbusCRM launch the AI Deal Coach add-on this quarter?"
  },
  "question": {
    "zh": "产品团队是否应该在本季度投入 3 名工程师和 1 名产品经理，用 8 周时间把 AI Deal Coach 增值包上线到所有付费工作区？",
    "en": "Should the product team commit three engineers and one product manager for eight weeks to launch the AI Deal Coach add-on to all paying workspaces this quarter?"
  },
  "current_state": {
    "zh": "团队目前只有设计伙伴试点、少量管理员访谈和原型阶段的支持反馈，还没有足够把握直接做全量上线判断。",
    "en": "The team currently has a design-partner pilot, a handful of admin interviews, and prototype support feedback, but not enough confidence for an immediate broad-launch call."
  },
  "hypothesis": {
    "zh": "至少 12% 的符合条件付费工作区会启用 AI Deal Coach，且其中 70% 的启用者在 60 天后仍持续使用。",
    "en": "At least 12% of eligible paying workspaces will activate the AI Deal Coach and 70% of activators will still use it after 60 days."
  },
  "time_horizon": {
    "zh": "90 天",
    "en": "90 days"
  },
  "decision_deadline": "2026-06-15",
  "success_metric": {
    "zh": "增购率至少达到 12%，且启用工作区的 60 天留存率至少达到 70%。",
    "en": "At least 12% attach rate and at least 70% 60-day retention among activated workspaces."
  },
  "domain": {
    "zh": "SaaS 产品决策",
    "en": "saas-product"
  },
  "high_risk_domain": false,
  "method": "auto",
  "prior": {
    "probability": 0.26,
    "alpha": 13,
    "beta": 37,
    "equivalent_sample_size": 50,
    "source_summary": [
      {
        "zh": "相邻工作流产品的历史增值包发布表现",
        "en": "Historical add-on launches for adjacent workflow products"
      },
      {
        "zh": "对现有销售团队管理员的结构化访谈",
        "en": "Structured interviews with existing sales-team administrators"
      },
      {
        "zh": "公司内部高阶 AI 功能采用率基准",
        "en": "Internal benchmark for adoption of premium AI features"
      }
    ],
    "source_quality": "B/C",
    "confidence": "medium"
  },
  "observations": {
    "trials": 72,
    "successes": 15,
    "label": {
      "zh": "在设计伙伴试点中愿意支付试点订金的付费工作区",
      "en": "Paying workspaces that accepted a paid pilot deposit during the design-partner offer"
    }
  },
  "evidence": [
    {
      "name": {
        "zh": "ICP 访谈把 deal coaching 列为高优先级工作流缺口",
        "en": "ICP interviews ranked deal coaching as a top workflow gap"
      },
      "summary": {
        "zh": "14 位目标管理员中有 9 位把会前准备和 deal coaching 排进前三大工作流缺口。",
        "en": "9 of 14 target admins ranked meeting prep plus deal coaching as one of the top three workflow gaps."
      },
      "likelihood_ratio": 1.8,
      "quality": "C",
      "dependency_discount": 0.85,
      "direction": "support",
      "notes": {
        "zh": "访谈证据有价值，但仍容易受到口头偏好高估的影响。",
        "en": "Interview evidence is useful but still vulnerable to stated-preference inflation."
      }
    },
    {
      "name": {
        "zh": "相邻竞品在上市初期的增购率较强",
        "en": "Adjacent competitor reported strong attach at launch"
      },
      "summary": {
        "zh": "一款相近的销售赋能产品在上市后的首个季度报告了略高于 11% 的增购率。",
        "en": "A nearby sales-enablement product reported an attach rate slightly above 11% during its first quarter after launch."
      },
      "likelihood_ratio": 1.3,
      "quality": "B",
      "dependency_discount": 0.75,
      "direction": "support",
      "notes": {
        "zh": "对标产品在买方类型上相近，但工作流深度并不完全一致。",
        "en": "The comparison product is similar in buyer type but not identical in workflow depth."
      }
    },
    {
      "name": {
        "zh": "原型阶段的支持负担高于预期",
        "en": "Prototype support burden was higher than expected"
      },
      "summary": {
        "zh": "8 个内部试点账号中有 6 个需要人工调整提示词或设置，才能产出有用的 coaching 结果。",
        "en": "6 of 8 internal pilot accounts needed manual prompt or settings intervention to get useful coaching outputs."
      },
      "likelihood_ratio": 1.6,
      "quality": "C",
      "dependency_discount": 0.9,
      "direction": "against",
      "notes": {
        "zh": "这代表了真实执行风险，如果不解决，可能直接压低留存。",
        "en": "This is meaningful execution risk and could suppress retention if unresolved."
      }
    },
    {
      "name": {
        "zh": "扩张信号取决于管理员控制能力",
        "en": "Expansion signal depends on admin controls"
      },
      "summary": {
        "zh": "两家设计伙伴表示，如果首发版本包含经理控制台和管理员分析功能，他们会扩大 seat 覆盖范围。",
        "en": "Two design partners said they would expand seat coverage if the launch included manager controls and admin analytics."
      },
      "likelihood_ratio": 1.4,
      "quality": "C",
      "dependency_discount": 0.7,
      "direction": "support",
      "notes": {
        "zh": "这是积极信号，但前提是首发版本真的交付了关键控制能力。",
        "en": "This is promising, but still conditional on shipping the right controls."
      }
    }
  ],
  "actions": [
    {
      "name": {
        "zh": "本季度直接大范围上线",
        "en": "Launch broadly this quarter"
      },
      "cost": 95000,
      "upside_if_h_true": 520000,
      "downside_if_h_false": -95000,
      "opportunity_cost": 0
    },
    {
      "name": {
        "zh": "先跑 6 周带管理员控制能力的付费试点",
        "en": "Run a 6-week paid pilot with admin controls first"
      },
      "cost": 18000,
      "upside_if_h_true": 135000,
      "downside_if_h_false": -18000,
      "opportunity_cost": 0
    },
    {
      "name": {
        "zh": "延后上线并收窄范围",
        "en": "Delay and narrow the scope"
      },
      "cost": 6000,
      "upside_if_h_true": 25000,
      "downside_if_h_false": -6000,
      "opportunity_cost": -18000
    }
  ],
  "sensitivity": {
    "prior_probabilities": [
      0.18,
      0.26,
      0.35
    ],
    "lr_power_factors": [
      0.75,
      1.0,
      1.25
    ]
  },
  "next_information": {
    "candidates": [
      {
        "zh": "先运行一个 6 周的付费试点，补齐经理控制能力，并在至少 120 个符合条件的工作区中测量增购率和 60 天留存。",
        "en": "Run a 6-week paid pilot with manager controls and measure attach plus 60-day retention on at least 120 eligible workspaces."
      },
      {
        "zh": "补齐管理员控制能力和模板预设后，重新测量仍需人工介入支持的账户比例。",
        "en": "Measure how many support interventions are still needed after shipping admin controls and template presets."
      },
      {
        "zh": "验证设计伙伴支付的订金是否会在 30 天内转化为真实的周活跃使用。",
        "en": "Test whether design-partner deposits convert into active weekly usage within 30 days."
      }
    ]
  },
  "conversation": {
    "initial_problem_statement": {
      "zh": "我们想判断这个增值包能不能在本季度直接全面上线，但目前信息还不够完整。",
      "en": "We want to know whether this add-on can launch broadly this quarter, but the current picture is still incomplete."
    },
    "initial_state": {
      "zh": "已有设计伙伴兴趣和少量产品信号，但还没有形成对上线风险和阈值的完整判断。",
      "en": "There is early design-partner interest and a few product signals, but not a full read on launch risk and thresholds."
    },
    "decision_ready_threshold": 0.74,
    "final_readiness": 0.81,
    "decision_status": "ready",
    "open_questions": [],
    "rounds": [
      {
        "round": 1,
        "stage": {
          "zh": "初始先验与缺口澄清",
          "en": "Initial prior and gaps"
        },
        "user_input_summary": {
          "zh": "用户先给了产品方向、设计伙伴兴趣和目标指标，但还没有真实行为与执行风险拆解。",
          "en": "The user starts with the product direction, design-partner interest, and target metrics, but without real behavior data or a breakdown of execution risk."
        },
        "assistant_focus": {
          "zh": "先给出弱先验，并明确还缺哪类证据才能做季度上线决策。",
          "en": "Start with a weak prior and identify the evidence still required for a quarterly launch decision."
        },
        "new_information": [
          {
            "zh": "至少存在设计伙伴层面的兴趣信号。",
            "en": "There is at least some design-partner interest."
          }
        ],
        "assistant_next_questions": [
          {
            "zh": "是否有真实付费或订金行为？",
            "en": "Is there any real paid or deposit behavior?"
          },
          {
            "zh": "原型需要多少人工支持？",
            "en": "How much manual support does the prototype require?"
          }
        ],
        "missing_information": [
          {
            "zh": "真实付费行为",
            "en": "Real payment behavior"
          },
          {
            "zh": "执行成本与支持负担",
            "en": "Execution cost and support burden"
          }
        ],
        "prior_probability_before": 0.18,
        "bayes_update": {
          "update_method": "odds-update",
          "likelihood_ratio": 1.45,
          "direction": "support",
          "dependency_discount": 0.85
        },
        "posterior_probability_after": 0.2421,
        "decision_readiness": 0.36,
        "interim_judgment": {
          "zh": "目前只能说明方向有机会，还不能直接做全量上线决策。",
          "en": "So far the direction looks plausible, but not strong enough for a broad launch decision."
        }
      },
      {
        "round": 2,
        "stage": {
          "zh": "加入付费试点行为",
          "en": "Add paid-pilot behavior"
        },
        "user_input_summary": {
          "zh": "用户补充了设计伙伴试点中愿意支付订金的工作区数据。",
          "en": "The user adds design-partner pilot data showing which workspaces accepted a paid pilot deposit."
        },
        "assistant_focus": {
          "zh": "把真实行为数据纳入更新，并检查对先验的修正幅度。",
          "en": "Fold real behavior into the update and see how much it moves the prior."
        },
        "new_information": [
          {
            "zh": "72 个工作区里有 15 个接受付费试点订金。",
            "en": "15 of 72 workspaces accepted a paid pilot deposit."
          }
        ],
        "assistant_next_questions": [
          {
            "zh": "这些工作区在启用后会不会持续使用？",
            "en": "Will these workspaces keep using the feature after activation?"
          }
        ],
        "missing_information": [
          {
            "zh": "60 天留存风险",
            "en": "60-day retention risk"
          }
        ],
        "prior_probability_before": 0.2421,
        "bayes_update": {
          "update_method": "beta-binomial",
          "prior_alpha": 13,
          "prior_beta": 37,
          "trials": 72,
          "successes": 15
        },
        "posterior_probability_after": 0.2410,
        "decision_readiness": 0.58,
        "interim_judgment": {
          "zh": "真实付费意愿并不差，但还不足以证明全量上线后的留存和交付成本可控。",
          "en": "The paid signal is meaningful, but it still does not prove retention and delivery cost are under control for a broad launch."
        }
      },
      {
        "round": 3,
        "stage": {
          "zh": "补充执行风险和管理员控制条件",
          "en": "Add execution risk and admin-control conditions"
        },
        "user_input_summary": {
          "zh": "用户补充了人工支持负担，以及两家设计伙伴对管理员控制能力的明确前提。",
          "en": "The user adds the manual support burden and the explicit admin-control condition stated by two design partners."
        },
        "assistant_focus": {
          "zh": "识别哪些证据真正推动上线，哪些证据拉低留存和规模化概率。",
          "en": "Separate the signals that support launch from the ones that reduce retention and scalability."
        },
        "new_information": [
          {
            "zh": "支持负担高于预期，会压低直接全量上线的成功率。",
            "en": "Support burden is higher than expected and lowers the odds of a direct broad launch."
          },
          {
            "zh": "如果先补管理员控制能力，设计伙伴愿意扩大 seat 覆盖。",
            "en": "If admin controls are added first, design partners are willing to expand seat coverage."
          }
        ],
        "assistant_next_questions": [
          {
            "zh": "先做带管理员控制能力的试点，验证留存是否达到阈值。",
            "en": "Run a pilot with admin controls and verify whether retention reaches the threshold."
          }
        ],
        "missing_information": [
          {
            "zh": "更强的留存与支持成本证据",
            "en": "Stronger evidence on retention and support cost"
          }
        ],
        "prior_probability_before": 0.2410,
        "bayes_update": {
          "update_method": "odds-update",
          "likelihood_ratio": 1.85,
          "direction": "support",
          "dependency_discount": 0.78
        },
        "posterior_probability_after": 0.3708,
        "decision_readiness": 0.69,
        "interim_judgment": {
          "zh": "现在已经足够判断‘不适合直接全量上线，但适合先跑付费试点’。",
          "en": "There is now enough signal to say no to a direct broad launch, but yes to a paid pilot first."
        }
      },
      {
        "round": 4,
        "stage": {
          "zh": "行动阈值与最终决策收口",
          "en": "Thresholds and final decision gate"
        },
        "user_input_summary": {
          "zh": "用户补充了本季度资源成本、试点成本和成功阈值，允许做行动比较。",
          "en": "The user adds quarterly resource cost, pilot cost, and success thresholds, making action comparison possible."
        },
        "assistant_focus": {
          "zh": "把最新后验映射到行动阈值，判断是否已具备正式决策条件。",
          "en": "Map the latest posterior to action thresholds and decide whether the case is now ready for a formal decision."
        },
        "new_information": [
          {
            "zh": "已经有明确的全量上线、付费试点和延后方案的收益损失参数。",
            "en": "The payoffs for broad launch, paid pilot, and delay are now explicit."
          }
        ],
        "assistant_next_questions": [],
        "missing_information": [],
        "prior_probability_before": 0.3708,
        "bayes_update": {
          "update_method": "odds-update",
          "likelihood_ratio": 0.84,
          "direction": "against",
          "dependency_discount": 0.95
        },
        "posterior_probability_after": 0.3306,
        "decision_readiness": 0.81,
        "interim_judgment": {
          "zh": "现在已经可以做正式决策：不建议本季度直接大范围上线，建议先跑 6 周带管理员控制能力的付费试点。",
          "en": "The case is now ready for a formal decision: do not launch broadly this quarter; run the 6-week paid pilot with admin controls first."
        }
      }
    ]
  }
}