What Is Competitive Market Analysis?什么是竞争市场分析？
Competitive market analysis is a decision-focused assessment of a defined market's demand, customers, alternatives, competitors, structure, channels, entry conditions, economics, and uncertainty. Its purpose is not to describe everything. It is to determine whether an opportunity is attractive, for whom, under which assumptions, and what the team should validate next.
竞争市场分析是围绕决策，对明确市场中的需求、客户、替代方案、竞争者、结构、渠道、进入条件、经济性和不确定性进行评估。目的不是描述一切，而是判断机会是否有吸引力、适合谁、依赖哪些假设，以及团队下一步应验证什么。
A useful analysis starts with a named decision: enter a segment, launch an offer, expand into a geography, change a channel, prioritize a use case, or decline an opportunity. It then assembles enough evidence to compare choices. The result should expose market boundaries, demand signals, competitive pressure, constraints, plausible economics, important unknowns, and reversible experiments. It should never present estimates as facts simply because a spreadsheet contains precise numbers.
有效分析始于明确决策：进入某个细分、推出方案、扩展地域、改变渠道、优先处理用例，或放弃机会。随后收集足够证据比较选择。结果应揭示市场边界、需求信号、竞争压力、约束、可能的经济性、重要未知项和可逆实验；不能仅因表格中的数字精确，就把估算写成事实。
Here, competitive market analysis means examining a business market, its participants, customer choices, structural forces, and strategic implications. Do not confuse it with a real-estate comparative market analysis, commonly called a CMA, which estimates a property's likely value from comparable properties. Confirm the business context before choosing data, examples, and recommendations.
这里的竞争市场分析，是指研究商业市场、参与者、客户选择、结构性力量及其战略影响。不要把它与房地产领域常称 CMA 的“比较市场分析”混淆；后者利用可比房产估算物业可能价值。选择数据、案例和建议前，应先确认所讨论的业务场景。
Market Analysis, Market Research, and Competitor Analysis市场分析、市场研究与竞品分析的区别
These methods overlap, but they have different centers of gravity. Market research collects and interprets information about customers and markets, often through surveys, interviews, observation, transaction data, and secondary sources. Competitive market analysis combines demand evidence with the competitive system to support a specific choice. A competitive landscape maps players, categories, relationships, and change. Competitor analysis examines selected rivals in depth. Competitive benchmarking uses standardized measures to compare performance.
这些方法有重叠，但中心不同。市场研究通过调查、访谈、观察、交易数据和二手来源收集并解释客户与市场信息；竞争市场分析把需求证据与竞争系统结合，以支持具体选择；竞争格局描绘参与者、类别、关系和变化；竞品分析深入研究选定对手；竞争对标用标准化指标比较表现。
| Method方法 | Primary question核心问题 | Typical output典型输出 |
|---|---|---|
| Market research市场研究 | What do customers, behaviors, and demand signals show?客户、行为与需求信号说明什么？ | Research findings and evidence研究发现与证据 |
| Competitive market analysis竞争市场分析 | Is this defined opportunity attractive and defensible?这个明确机会是否有吸引力且可防御？ | Options, assumptions, scenarios, and tests选项、假设、情景与测试 |
| Competitive landscape竞争格局 | Who participates, how are they grouped, and what is changing?谁在参与、如何分组、什么正在变化？ | Market map and structural interpretation市场地图与结构解释 |
| Competitor analysis竞品分析 | How do selected rivals operate and compete?选定竞争者如何运营与竞争？ | Rival profiles, strengths, weaknesses, and implications对手画像、优劣势与影响 |
Frame the Decision and Define the Market Boundary界定决策并定义市场边界
Write a decision statement before searching: “Should we offer X to customer segment Y in geography Z through channel C during period T?” Add the decision owner, deadline, alternatives, risk tolerance, and the consequence of being wrong. A clear statement prevents a broad market report from replacing an actionable analysis. It also tells researchers which facts are material and which are merely interesting.
搜索前先写决策陈述：“我们是否应在时期 T，通过渠道 C，向地域 Z 的客户细分 Y 提供 X？”补充决策负责人、期限、替代方案、风险容忍度和判断错误的后果。清晰陈述能防止宽泛市场报告取代可行动分析，也能告诉研究者哪些事实重要，哪些只是有趣。
Define the boundary across customer, job or problem, offer category, alternative set, geography, channel, price band, buying unit, and time horizon. Use inclusion and exclusion rules. “Mid-market workflow software” is too loose; “software used by 100–1,000 employee regulated service firms to assemble evidence for quarterly product decisions, purchased by strategy teams in North America” is testable. Record adjacent markets separately instead of silently adding them when the estimate looks small.
从客户、任务或问题、方案类别、替代集合、地域、渠道、价格区间、采购单元和时间范围定义边界，并写明纳入与排除规则。“中端工作流软件”过于宽泛；“北美 100–1,000 人受监管服务企业中，由战略团队采购、用于季度产品决策证据整理的软件”更可测试。相邻市场应单独记录，不要在估算偏小时悄悄加入。
Create at least two boundary variants: a narrow operational market and a broader strategic market. The narrow view estimates near-term reachable demand; the broad view reveals substitutes and future options. If the recommendation changes dramatically between them, the boundary is a decision assumption, not a formatting choice. Make that sensitivity visible.
至少建立两个边界版本：狭义运营市场和广义战略市场。狭义视角估算近期可触达需求，广义视角揭示替代品与未来选择。如果建议在两者之间剧烈变化，市场边界就是决策假设，而非格式选择，应显式展示这种敏感性。
Analyze Demand, Customers, and Segments分析需求、客户与细分
Demand is not the same as expressed interest. Look for behavior: budget allocation, current workarounds, switching activity, renewal patterns, search behavior, procurement events, usage frequency, regulatory deadlines, and the cost of leaving the problem unsolved. Separate the user, buyer, approver, beneficiary, blocker, and implementation owner. In business markets, one enthusiastic user rarely proves organizational willingness to pay.
需求不等于口头兴趣。应寻找行为证据：预算分配、现有替代做法、切换活动、续约模式、搜索行为、采购事件、使用频率、监管期限，以及问题未解决的成本。区分用户、购买者、审批者、受益者、阻碍者和实施负责人。在企业市场中，一个热情用户很少能证明组织愿意付费。
Segment by variables that change the decision: job urgency, workflow, risk, regulation, maturity, budget authority, channel access, switching cost, or required integration. Demographics and firmographics are useful only when they predict meaningful differences. For every segment, document the job, trigger, existing alternative, desired outcome, constraints, willingness-to-change evidence, reachable channels, and unresolved questions.
按会改变决策的变量细分：任务紧迫性、工作流、风险、监管、成熟度、预算权、渠道可达性、切换成本或集成要求。人口与企业属性只有在能预测有意义差异时才有用。对每个细分记录任务、触发因素、现有替代、期望结果、约束、愿意改变的证据、可触达渠道和未决问题。
Triangulate demand. Combine one behavioral source, one direct customer source, and one market or operational source. Interviews explain why; observed behavior shows what happens; external or internal data indicates scale. Contradictions are findings to investigate, not inconveniences to average away.
三角验证需求。结合一种行为来源、一种直接客户来源和一种市场或运营来源。访谈解释原因，观察行为说明实际发生了什么，内外部数据表明规模。矛盾是需要调查的发现，不是应通过平均消除的麻烦。
Estimate Market Size and Growth Without False Precision避免虚假精确地估算市场规模与增长
Use size estimates to compare choices, not to manufacture certainty. A top-down estimate begins with a broad published total and narrows it using explicit filters. A bottom-up estimate counts reachable buying units and multiplies them by plausible annual value or usage. A value-theory estimate starts from the measurable benefit and the share a supplier might capture. Use at least two methods when the decision is material; investigate why they disagree.
规模估算用于比较选择，而不是制造确定性。自上而下方法从公开总量出发，用明确筛选逐步缩小；自下而上方法统计可触达采购单元，并乘以合理年度价值或使用量；价值理论方法从可衡量收益出发，估算供应商可能捕获的份额。重大决策至少使用两种方法，并调查差异原因。
Separate total addressable market, serviceable available market, and serviceable obtainable market, but define each in operational terms. Reachable demand must reflect product readiness, geography, channel capacity, regulation, sales cycle, budget timing, onboarding capacity, and competition. Provide a range, base date, currency, unit, formula, sources, assumptions, exclusions, and confidence level. A range such as 8,000–13,000 reachable accounts is more honest than 10,742 when the underlying inputs are uncertain.
区分总可寻址市场、可服务市场和可获取市场，但要用运营术语定义。可触达需求必须反映产品成熟度、地域、渠道能力、监管、销售周期、预算时点、实施能力和竞争。给出区间、基准日期、币种、单位、公式、来源、假设、排除项和置信度。底层输入不确定时，“8,000–13,000 个可触达账户”比“10,742 个”更诚实。
Growth claims require a comparable series, not two unrelated headlines. Examine nominal versus real growth, category reclassification, geographic mix, one-time shocks, adoption curves, supply constraints, and whether growth attracts new entrants. Build at least downside, base, and upside cases. Name the variables that move each case and the observations that would invalidate it.
增长判断需要可比序列，而不是两个无关标题。检查名义与实际增长、类别重分类、地域组合、一次性冲击、采用曲线、供应约束，以及增长是否吸引新进入者。至少建立下行、基准和上行情景，并明确推动各情景的变量及会使其失效的观察结果。
Map Alternatives, Competitors, and Market Structure绘制替代方案、竞争者与市场结构
Start with the customer decision, not a company list. Include direct competitors, indirect substitutes, internal build, manual processes, adjacent products, partners that could integrate forward, and non-consumption. Classify each by the job served and conditions in which buyers choose it. Then map participant roles, segment focus, business model, route to market, positioning, and observable momentum.
从客户决策开始，而不是公司名单。纳入直接竞争者、间接替代、内部自建、人工流程、相邻产品、可能前向整合的合作伙伴和不消费。按其服务任务及买方选择条件分类，再绘制参与者角色、细分重点、商业模式、市场路径、定位和可观察势头。
Evaluate competition through buyer power, supplier dependencies, substitution, switching costs, differentiation, concentration, ecosystem control, regulatory asymmetry, and likely response to entry. These are hypotheses supported by evidence, not labels copied from a framework. A concentrated market can still be open if customers are dissatisfied and switching is feasible; a fragmented market can be difficult if acquisition costs are high and local relationships dominate.
从买方力量、供应商依赖、替代、切换成本、差异化、集中度、生态控制、监管不对称和对进入的可能反应评估竞争。这些应是有证据支持的假设，而非从框架复制的标签。若客户不满且切换可行，集中市场仍可能开放；若获客成本高且本地关系主导，分散市场也可能困难。
Use the related landscape analysis for broad structure, competitor analysis for priority rivals, and benchmarking only where definitions are truly comparable. Do not collapse all three into one score. Preserve evidence date and confidence so a recent product release does not sit beside a three-year-old pricing observation as if both were current.
用相关竞争格局分析理解整体结构，用竞品分析研究重点对手，仅在定义真正可比时使用对标。不要把三者压成一个分数。保留证据日期与置信度，避免把近期产品发布和三年前价格观察并列成同等时效的信息。
Evaluate Channels, Entry Conditions, and Economics评估渠道、进入条件与经济性
An attractive need is not automatically a reachable market. Identify how customers discover, evaluate, purchase, implement, and renew solutions. Measure access to each channel, gatekeepers, required partnerships, sales cycle, proof requirements, procurement thresholds, onboarding work, support load, and retention drivers. A market may be large while the practical route to customers is controlled or uneconomic.
有吸引力的需求不等于可触达市场。识别客户如何发现、评估、购买、实施和续约方案。衡量各渠道的可达性、守门人、所需合作、销售周期、证明要求、采购门槛、实施工作、支持负担和留存驱动。市场可能很大，但实际客户路径可能受控或缺乏经济性。
Model unit economics as ranges: expected price, gross margin, acquisition cost, implementation cost, time to value, retention, expansion, support burden, and payback. State which values are observed, inferred, benchmarked, or unknown. Include capacity constraints and time: a profitable account in year three may not solve a cash or delivery constraint in year one. Test whether economics remain viable under lower conversion, longer cycles, higher support, or competitive price response.
用区间建模单位经济性：预期价格、毛利、获客成本、实施成本、价值实现时间、留存、扩展、支持负担和回收期。标明哪些值是观察、推断、对标或未知。纳入能力约束和时间：第三年盈利的账户未必能解决第一年的现金或交付约束。测试在转化降低、周期延长、支持提高或竞争降价时经济性是否仍成立。
Entry conditions include capabilities, data, integrations, trust, brand, distribution, certifications, intellectual property, capital, and organizational learning. Distinguish a barrier that protects incumbents from a requirement the entrant can deliberately build. For each condition, estimate evidence, time, cost, dependencies, and a stop rule.
进入条件包括能力、数据、集成、信任、品牌、分销、认证、知识产权、资本和组织学习。区分保护在位者的壁垒，与进入者可以有计划建设的要求。对每项条件估算证据、时间、成本、依赖和停止规则。
Build a Competitive Market Analysis Evidence Plan建立竞争市场分析证据计划
Create an evidence register with claim, decision relevance, source, source type, publication date, observation date, geography, segment, unit, extraction note, confidence, contradictions, owner, and refresh trigger. Prefer primary and authoritative sources for market facts: official statistics, regulatory filings, company documents, procurement records, patents, standards, and direct research. Secondary sources can orient the search but should not silently become the foundation of a high-risk claim.
建立证据登记表，包括主张、决策相关性、来源、来源类型、发布日期、观察日期、地域、细分、单位、提取说明、置信度、矛盾、负责人和更新触发器。市场事实优先使用一手和权威来源：官方统计、监管文件、公司文件、采购记录、专利、标准和直接研究。二手来源可用于定位，但不应悄悄成为高风险主张的基础。
Separate observations, estimates, assumptions, and interpretations. “The source reports 4,200 establishments” is an observation. “Thirty percent fit our segment” is an assumption unless directly measured. “The segment is attractive” is an interpretation. Keep all three linked so reviewers can reproduce the conclusion. Score confidence using source authority, recency, directness, coverage, consistency, and method transparency.
区分观察、估算、假设与解释。“来源报告 4,200 家机构”是观察；“其中 30% 符合细分”若未直接测量就是假设；“该细分有吸引力”是解释。把三者关联起来，使审核者能够复现结论。可依据来源权威性、新鲜度、直接性、覆盖、一致性和方法透明度评估置信度。
Design collection ethically. Use public or authorized information, respect terms and access controls, protect customer and employee data, and document legal or compliance review where needed. Never misrepresent identity, bypass restrictions, or solicit confidential competitor information. The speed of collection does not excuse poor provenance.
以合乎伦理的方式设计采集。使用公开或获授权信息，尊重条款与访问控制，保护客户和员工数据，并在需要时记录法律或合规复核。不要虚假陈述身份、绕过限制或索取竞争者机密。采集速度不能成为来源治理薄弱的理由。
An Eight-Step Competitive Market Analysis Process竞争市场分析八步流程
- Frame the decision. Name the choice, owner, deadline, alternatives, risk, and success criteria.界定决策。明确选择、负责人、期限、替代方案、风险和成功标准。
- Define the market boundary. State customer, job, offer, geography, channel, buying unit, time, inclusions, and exclusions.定义市场边界。写明客户、任务、方案、地域、渠道、采购单元、时间、纳入与排除项。
- Form hypotheses. List what must be true about demand, competition, access, economics, and capability.形成假设。列出关于需求、竞争、可达性、经济性和能力必须成立的条件。
- Design evidence. Map each material claim to sources, methods, confidence rules, owners, and a stopping condition.设计证据。为每项重要主张映射来源、方法、置信规则、负责人和停止条件。
- Analyze demand and size. Segment behavior, triangulate need, build ranges, and test growth assumptions.分析需求与规模。细分行为、三角验证需求、建立区间并检验增长假设。
- Analyze competition and access. Map alternatives, structure, likely response, channels, barriers, and economics.分析竞争与可达性。绘制替代、结构、可能反应、渠道、壁垒与经济性。
- Build scenarios. Compare downside, base, and upside cases; run sensitivity and contradiction checks.建立情景。比较下行、基准与上行情景，并开展敏感性与反证检查。
- Decide and validate. Choose enter, test, wait, partner, reposition, or decline; assign tests and refresh triggers.决策并验证。选择进入、测试、等待、合作、重新定位或放弃，并分配测试与更新触发器。
Run the process in passes. A rapid first pass identifies whether deeper work is justified. A focused second pass resolves the assumptions most likely to reverse the decision. Stop when additional research is unlikely to change the choice enough to justify its cost—not when every field is filled.
分阶段执行。快速首轮判断是否值得深入；聚焦第二轮解决最可能逆转决策的假设。当新增研究不足以改变选择、其价值不及成本时停止，而不是等到每个字段都填满。
Competitive Market Analysis Example: Evidence Workflow Software竞争市场分析案例：证据工作流软件
Hypothetical example: a software team is considering an evidence-workflow product for mid-market regulated service companies. The decision is whether to run a 12-week design-partner pilot in one segment. No values below describe InfiniSynapse or a real market; they illustrate method.
虚拟案例：某软件团队考虑为中端受监管服务企业提供证据工作流产品，决策是是否在一个细分开展为期 12 周的设计伙伴试点。以下数值不描述 InfiniSynapse 或真实市场，仅用于演示方法。
The team defines the narrow market as 200–1,000 employee compliance consultancies in two countries that assemble evidence for recurring client reviews. It excludes large enterprises, general project management, one-time litigation discovery, and unsupported regions. Interviews suggest slow evidence retrieval is painful, but interview enthusiasm is weak proof of purchase. The team therefore requests workflow demonstrations, anonymized time logs, prior tool purchases, and access to budget owners.
团队把狭义市场定义为两个国家中 200–1,000 人、为周期性客户审核整理证据的合规咨询机构；排除大型企业、通用项目管理、一次性诉讼发现和未支持地域。访谈显示证据检索缓慢确实痛苦，但访谈热情并不能有力证明采购意愿，因此团队要求工作流演示、匿名工时记录、既往工具采购记录和预算负责人参与。
| Claim主张 | Current evidence当前证据 | Confidence置信度 | Next test下一测试 |
|---|---|---|---|
| The workflow is frequent and costly工作流频繁且成本高 | Six demonstrations; four anonymized time samples六次演示、四份匿名工时样本 | Medium中 | Collect eight more samples across two roles跨两个角色再收集八份样本 |
| The reachable segment is large enough可触达细分足够大 | Official business counts plus assumed filters官方企业数量加假设筛选 | Low–medium低至中 | Validate filters with association and channel data用协会与渠道数据验证筛选 |
| Buyers will fund a dedicated product买方愿为专用产品付费 | Two budget-owner interviews; one prior purchase两次预算负责人访谈、一次既往采购 | Low低 | Seek paid pilot commitments with clear terms争取条款明确的付费试点承诺 |
| The team can meet security requirements团队能满足安全要求 | Initial requirement list; architecture review pending初始要求清单、架构复核待完成 | Low低 | Complete gap review before customer data is used使用客户数据前完成差距复核 |
A bottom-up range counts plausible accounts, applies a documented fit range, and multiplies by an explicitly hypothetical annual contract range. A separate value model estimates hours avoided but does not assume the supplier captures all savings. The two approaches overlap only under the base case. The biggest sensitivities are qualified-account count, access to budget owners, security implementation cost, and conversion from pilot to subscription.
自下而上区间统计可能账户，应用有记录的匹配区间，再乘以明确标注为假设的年度合同区间。另一价值模型估算节省工时，但不假设供应商捕获全部节省。两种方法只在基准情景重叠。最大敏感变量是合格账户数量、预算负责人可达性、安全实施成本和试点转订阅率。
The conclusion is “test,” not “enter.” Proceed only if three design partners provide representative workflows, two accept paid-pilot terms, the security gap is bounded, and observed time savings exceed a predefined threshold without shifting work elsewhere. Stop if buyers treat the problem as an internal process issue, acquisition requires an uneconomic channel, or security work exceeds the approved range. This conclusion links uncertainty to action instead of hiding it behind a market score.
结论是“测试”，而非“进入”。只有当三个设计伙伴提供代表性工作流、两个接受付费试点条款、安全差距可控，且观察到的工时节省超过预设阈值且未把工作转移到其他环节时才继续。如果买方把问题视为内部流程问题、获客依赖缺乏经济性的渠道，或安全工作超出批准范围，则停止。该结论把不确定性连接到行动，而非藏在市场分数后。
Turn Findings into Scenarios, Options, and Validation把发现转化为情景、选项与验证
A decision brief should state the recommendation, alternatives considered, evidence, assumptions, contradictions, uncertainty, economics, strategic fit, dependencies, reversibility, and next tests. Use downside, base, and upside scenarios rather than a single forecast. Change a small number of material variables in each scenario, such as demand conversion, competitive response, sales cycle, price, retention, compliance cost, or channel access.
决策简报应说明建议、已考虑替代方案、证据、假设、矛盾、不确定性、经济性、战略匹配、依赖、可逆性和下一测试。使用下行、基准和上行情景，而不是单一预测。每个情景只改变少量重要变量，如需求转化、竞争反应、销售周期、价格、留存、合规成本或渠道可达性。
Test sensitivity: which assumption can reverse the recommendation within a plausible range? Prioritize that assumption for research or experimentation. Design tests with a hypothesis, population, method, threshold, owner, date, cost, ethical constraints, and decision rule. Prefer tests that reduce expensive uncertainty before irreversible investment: concierge trials, channel conversations, landing-page experiments with truthful claims, paid pilots, procurement simulations, pricing research, and technical spikes.
开展敏感性测试：哪个假设在合理区间内能逆转建议？优先研究或实验该假设。测试应包含假设、对象、方法、阈值、负责人、日期、成本、伦理约束和决策规则。优先在不可逆投入前降低昂贵不确定性的测试：人工辅助试验、渠道访谈、使用真实表述的落地页实验、付费试点、采购模拟、定价研究和技术探索。
Choose an explicit action: enter, test, partner, narrow, reposition, monitor, wait, or decline. Record what would cause reconsideration. Connect ongoing signals to a governed competitive intelligence process so the analysis can be refreshed when a major assumption changes.
选择明确行动：进入、测试、合作、收窄、重新定位、监控、等待或放弃，并记录什么会触发重新考虑。把持续信号连接到受治理的竞争情报流程，以便重大假设变化时更新分析。
Competitive Market Analysis Tools, Software, and AI竞争市场分析工具、软件与 AI
Choose tools after defining the decision and evidence model. Spreadsheets can manage an early market model when formulas, units, versions, and assumptions are controlled. Databases help with entities, evidence history, relationships, and permissions. Survey, interview, analytics, and experimentation tools support primary research. Mapping and visualization tools communicate segments and scenarios. Monitoring systems surface change, but an alert is not validated evidence.
在定义决策和证据模型后选择工具。只要公式、单位、版本和假设受控，电子表格可以管理早期市场模型；数据库适合实体、证据历史、关系和权限；调查、访谈、分析和实验工具支持一手研究；地图和可视化工具用于沟通细分与情景；监控系统可以发现变化，但提醒不等于已验证证据。
AI can extract fields from supplied sources, cluster observations, propose alternative boundaries, compare scenarios, flag missing values, identify contradictions, summarize updates, and draft a decision brief. It can also fabricate facts, merge entities, ignore dates, hide qualifiers, and produce confident market sizes from weak inputs. Require citations to supplied evidence, explicit unknowns, structured fields, test samples, access controls, and human approval for interpretations and decisions.
AI 可以从已提供来源提取字段、聚类观察、提出替代边界、比较情景、标记缺失值、识别矛盾、总结更新并起草决策简报；也可能虚构事实、合并实体、忽略日期、隐藏限定条件，并从薄弱输入生成自信的市场规模。应要求引用已提供证据、明确未知项、使用结构化字段、抽样测试、执行访问控制，并由人工批准解释与决策。
Prepare the decision question, market boundary, customer segments, alternatives, dated evidence, and key assumptions. The InfiniSynapse Competitor Benchmarking Analyzer can help organize supplied comparison inputs into a structured view; your team must verify sources, market estimates, and strategic conclusions.
准备决策问题、市场边界、客户细分、替代方案、带日期的证据和关键假设。InfiniSynapse 竞品对标分析器可以辅助把已提供的比较输入组织成结构化视图；市场估算、来源与战略结论仍须由团队核验。
Common Competitive Market Analysis Mistakes竞争市场分析的常见错误
A broad report accumulates facts but cannot define what evidence is sufficient.
宽泛报告会积累事实，却无法定义什么证据才足够。
Document inclusions, exclusions, and variants before estimating size.
估算规模前记录纳入、排除项和边界版本。
Seek behavior, budget, switching, procurement, and paid commitment evidence.
寻找行为、预算、切换、采购和付费承诺证据。
Include manual work, internal build, adjacent products, and non-consumption.
纳入人工流程、内部自建、相邻产品和不消费。
Use ranges, scenarios, confidence, sensitivity, and invalidation conditions.
使用区间、情景、置信度、敏感性和失效条件。
Humans must validate provenance, assumptions, methods, risks, and decisions.
人工必须核验来源、假设、方法、风险并负责决策。
Before delivery, verify the decision question, boundary, unit and date consistency, source provenance, duplicate entities, calculations, scenario formulas, contradictions, legal and ethical constraints, accessibility, and traceability from recommendation to evidence. Ask a decision owner to explain what would change the recommendation. If nothing could change it, the analysis is advocacy rather than analysis.
交付前核验决策问题、边界、单位和日期一致性、来源链、重复实体、计算、情景公式、矛盾、法律与伦理约束、可访问性，以及从建议到证据的可追溯性。请决策负责人说明什么会改变建议；如果没有任何事情能改变它，这就是倡导而非分析。
Frequently Asked Questions常见问题
It is a decision-focused assessment of a defined market's demand, customers, alternatives, competitors, structure, channels, entry conditions, economics, and uncertainty.
它是围绕决策，对明确市场的需求、客户、替代方案、竞争者、结构、渠道、进入条件、经济性和不确定性进行评估。
No. This guide covers business strategy. A real-estate comparative market analysis estimates likely property value from comparable properties and answers a different property-valuation question.
不等同。本指南讨论商业战略；房地产比较市场分析利用可比房产估算物业可能价值，回答的是不同的房地产估值问题。
Competitive market analysis evaluates an opportunity and its wider competitive system. Competitor analysis investigates selected rivals in greater depth.
竞争市场分析评估机会及其更广泛的竞争系统；竞品分析更深入研究选定对手。
Set a cadence based on market speed and decision risk, plus event triggers for changes in assumptions, regulations, customer behavior, pricing, channels, or major competitors.
根据市场速度和决策风险设定周期，并为假设、法规、客户行为、价格、渠道或主要竞争者变化设置事件触发器。
AI can organize supplied evidence and compare scenarios, but people must define scope, validate sources, protect data, judge uncertainty, and own decisions.
AI 可以组织已提供证据并比较情景，但人工必须定义范围、核验来源、保护数据、判断不确定性并对决策负责。