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