AI audit vs rubric — Alibaba
An independent Workers AI LLM scored Alibaba against the same published rubric. The deterministic rubric result is our canonical score. The LLM's result is shown here as a sanity check — never mixed into the scoring formula.
| Dimension | Rubric | LLM | Δ (LLM − Rubric) |
|---|---|---|---|
| Pricing transparency | 72 | 20 | -52 |
| Business transparency | 85 | 80 | -5 |
| Shipping clarity | 70 | 40 | -30 |
| Public reviews | 74 | 60 | -14 |
| Product range | 95 | 70 | -25 |
| Access & onboarding | 95 | 90 | -5 |
| Support track record | 60 | 60 | 0 |
| Store integrations | 55 | 40 | -15 |
| Overall | 77 | 58 | -19 |
What this means: Moderate disagreement — rubric bands may need tightening. Median per-dimension |Δ| is between 5 and 15.
Median per-dimension |Δ| = 14.5.
Alibaba's pricing is opaque, requiring signup to view per-product pricing. Business transparency is high due to public parent company and audited statements. Shipping clarity is low due to generic info. Review score is moderate. Product range is large but not 10M+. Access is easy with a free plan. Support is mixed. Integration is low due to only one platform.This is the LLM's own explanation, not editorial commentary from SupplierSpy. The LLM result is a sanity check on the rubric — never mixed into the scoring formula.