Methodology

How AK4B judges whether a product is worth following

The hot-product follow-up index is not a sales forecast. It is a priority score for deciding whether to keep collecting evidence, test a market, contact suppliers, or pause until missing data is filled.

8 维评分雷达

Demand clarity62/100
Detail-page conversion strength65/100
Target-market fit68/100
Differentiation space71/100
Supply-chain availability74/100
Profit and logistics first-pass estimate77/100
Compliance and platform risk80/100
Team capability fit83/100

样例数据 / Demo data,除非报告明确列出已核验来源。

How each dimension is judged

  • Demand clarity: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Detail-page conversion strength: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Target-market fit: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Differentiation space: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Supply-chain availability: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Profit and logistics first-pass estimate: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Compliance and platform risk: scored from available product facts, market assumptions, risk signals, and missing-data penalties.
  • Team capability fit: scored from available product facts, market assumptions, risk signals, and missing-data penalties.

If data is insufficient, confidence is lowered and the report must show missing facts instead of pretending certainty.

7 天行动时间线

  1. 第 1 天补齐规格、价格、包装和物流字段。
  2. 第 2 天收集 3-5 个竞品页面。
  3. 第 3 天准备供应商追问问题。
  4. 第 4 天重写英文卖点和详情页结构。
  5. 第 5 天制作测试素材。
  6. 第 6 天做小预算广告或询盘测试。
  7. 第 7 天复盘数据,决定是否打样或备货。

演示数据 / Demo action plan;真实产品和供应商事实核验后必须调整。

Why AK4B does not promise sales

Market demand, platform traffic, ads, reviews, compliance, IP, customs, tax, product quality, and after-sales execution cannot be guaranteed by a report. Certification, safety, legal, tax, IP, customs, and platform-rule issues require manual review.

How SEO and GEO are judged

AK4B treats SEO and generative engine optimization as evidence structure: clear entities, direct questions, source notes, internal links, cautious claims, and product facts that AI systems can summarize without inventing missing proof.

目标市场与渠道适配

把一个产品拆成目标市场切入口:适合谁、在哪个渠道测、先补哪些本地化证据、什么条件下停止跟进。

合规、清关、税费与平台风险

把商业判断和法律确定性分开:报告只列风险和待核实证据,不伪造认证结论、清关结果或平台承诺。

物流、交付承诺与退货成本

把包装尺寸、重量、物流方式、破损风险、退货预留、售后边界放进是否继续跟进的判断里。

供应商证明与工厂筛选

把报告变成供应商询价清单;不要只按最低报价选工厂,而要筛掉无法提供证据的供应商。

详情页转化与宣传边界

从产品事实生成标题方向、主图 brief、卖点顺序、FAQ、证明模块和禁止宣传清单。

SEO、GEO 与 AI 搜索可见性

给页面补充 AI 可引用的问题、实体事实、对比角度、来源缺口和不能编造的证据边界。