Head to head
Pattern vs Social Commerce Club
Named side by side in 4 TikTok Shop agencies questions. Pattern came out ahead on 4; on 0 the sample cannot tell them apart.
Over 4 TikTok Shop agencies questions measured by The Shortlist Report over 799 AI responses, Pattern was named more often than Social Commerce Club on 4 of them, Social Commerce Club on 0, and the sample could not separate them on the remaining 0.
How Pattern and Social Commerce Club differ
This data does not establish which firm is better. Pattern’s strongest result relative to Social Commerce Club was on “What are the best TikTok Shop agencies?” (46.0% versus 35.6%), while Social Commerce Club’s strongest result relative to Pattern was on “Which agencies work with supplement, apparel, food and home goods brands on TikTok Shop?” (9.7% versus 12.9%).
Those are the clearest differences in the shared sample. They measure which firm AI assistants surfaced more often for each buyer question, not service quality or client results.
Question by question
| Question | Pattern | Social Commerce Club | Ahead |
|---|---|---|---|
| What are the best TikTok Shop agencies?337 responses | 46.0% | 35.6% | Pattern |
| Which agencies specialize in TikTok Shop affiliate and creator programs?141 responses | 19.1% | 14.9% | Pattern |
| What are the best agencies for TikTok Shop creator sourcing and management?135 responses | 14.8% | 11.1% | Pattern |
| Which agencies work with supplement, apparel, food and home goods brands on TikTok Shop?186 responses | 12.9% | 9.7% | Pattern |
How to read this
Share is the percentage of sampled ChatGPT responses to a question that named the firm at all — a measure of visibility, not of the work. A capable firm little has been written about will score low, which is a fact about how often it gets named and not a verdict on whether to hire it.
"Too close to call" is a result, not a gap in the data. Firms are grouped into tiers holding every firm the sample cannot statistically separate from that tier's leader, so two firms in one tier are reported as level however their percentages happen to fall. On 0 of these 4 questions that is what the measurement supports, and saying otherwise would be inventing precision.
Nothing here is our judgement of who is good. It is a count of who gets named. Both firms are measured over the same questions and the same 799 responses, so neither is being scored on a sample the other did not face.
The full picture on each
- Everything measured about PatternManages marketplace operations, advertising, retail strategy, and international expansion for enterprise brands across Amazon and multiple marketplaces.
- Everything measured about Social Commerce ClubOperates TikTok Shop, creator infrastructure, and enterprise partnership programs for brands with $10M+ revenue.