AI Visibility Diagnosis Report
temu
Keyword: shopping | Competitor: shein
70
AI Visibility Score
(0–100)
50
Discovery Score
Found even when users don't know you?
100
Brand Score
How AI describes you — sentiment-weighted
"temu's AI visibility in 'shopping' is Good, with a significant gap in 'Recommendation' scenarios"
Report Date: 2026-04-13 · Query Scenarios: 5 · Sources: GPT / Claude / Kimi + Tavily · Score variance ±10 is normal
30-SECOND SUMMARY
temu has solid AI presence, but is absent in 2 key scenarios.
70
AI Score
-5 below industry avg
2
AI Blind Spots
2/5 scenarios absent
「哪里可以找到实惠的在线商品…」
3
AI Consensus
3/5 agreed by all LLMs
「Temu提供哪些商品…」
T0 · BASELINE AWARENESS PROBE
AI First Impression of temu
Before designing any query, we asked 1 AI: "Do you know what temu is?"
This is the brand's awareness baseline in the AI world — the foundation for all subsequent scenario probes.
1/1
LLMs That Know Brand
T0 Baseline Awareness
High
Overall Awareness Level
T0 Summary: 1 out of 1 tested AI model recognizes temu — strong baseline awareness.
EN: Temu is an online marketplace that offers a wide range of products at competitive prices, including clothing, electronics, home goods, and more. It connects consumers with sellers,...
ZH: Temu是一个在线购物平台，主要提供各种商品，包括服装、电子产品和家居用品。它通过直接从制造商采购商品，以较低的价格吸引消费者。Temu的目标是为用户提供便捷的购物体验和实惠的价格。
EXECUTIVE SUMMARY
Executive Summary
3 Key Findings
- In 20 query scenarios, temu appeared in 60% — above industry average
- EN LLM hit rate 60%, Non-EN LLM hit rate 60% — consistent across platforms
- 'Recommendation' scenarios are completely missing — these are core touchpoints in the user purchase journey
2 Urgent Actions
P0 This Month
Close AI blind spot: "哪里可以找到实惠的在线商品"
No AI mentioned temu for this query. Publish content that directly answers this ...
P0 This Month
Close AI blind spot: "哪个购物平台适合所有人"
No AI mentioned temu for this query. Publish content that directly answers this ...
CHAPTER 1
Visibility Overview
70
AI Visibility Score (0–100)
60%
Query Hit Rate
Mentions / Total Queries
#1.0
Avg. Rank
Position when mentioned
Scenario Coverage
✓ brand_aware✓ brand_depth✗ scenario✗ Recommendation
CHAPTER 2
LLM Performance Breakdown
100%
LLM Consistency
Strong consensus across LLMs
60%
EN LLM Hit Rate
GPT / Claude
60%
Non-EN LLM Hit Rate
Kimi
🔍 Level 1 · Discovery
0% hit (0/2)
✗ Gap
When users don't know temu, does AI proactively recommend it?
| Query Scenario | Kimi
Non-EN | GPT-4o
EN |
|---|
Recommendation
which shopping platform is the best for ... | ✗ | ✗ |
🎯 Level 2 · Scenario
0% hit (0/2)
✗ Gap
When users solve specific problems, does temu appear?
| Query Scenario | Kimi
Non-EN | GPT-4o
EN |
|---|
scenario
where can I find affordable products onl... | ✗ | ✗ |
🏷 Level 3 · Brand Awareness
100% hit (2/2)
⚡ First hit at this level
Users know temu — does AI?
| Query Scenario | Kimi
Non-EN | GPT-4o
EN |
|---|
brand_aware
what is Temu | ✓ #1 | ✓ #1 |
🔬 Level 4 · Brand Depth
100% hit (4/4)
How deep is AI's knowledge of temu's technical details and competitors?
| Query Scenario | Kimi
Non-EN | GPT-4o
EN |
|---|
brand_depth
what products does Temu offer | ✓ #1 | ✓ #1 |
brand_depth
how does Temu keep prices low | ✓ #1 | ✓ #1 |
Representative descriptions of temu
"Temu是由Pinduoduo推出的在线购物平台，以低价著称。"
"Temu是一个在线购物平台，以竞争力价格提供多种产品。"
LAYER 1 · CROSS-LLM
Cross-LLM Intelligence
Across 5 probe scenarios, we analyzed where LLMs agree, diverge, and go silent on temu.
Scenarios where all LLMs agree — high-confidence signal
「Temu提供哪些商品」
Mentioned by:ChatGPT Kimi
ChatGPT：Temu is an online shopping platform that offers a wide range of products across…
Kimi：Temu is an e-commerce platform that offers a wide range of products. Here are so…
「Temu是如何保持低价的」
Mentioned by:ChatGPT Kimi
ChatGPT：Temu manages to keep its prices low through several strategies:
1. **Direct Sou…
Kimi：Temu is a shopping platform that aims to offer consumers low prices on a wide ra…
「Temu是什么」
Mentioned by:ChatGPT Kimi
ChatGPT：Temu is an online shopping platform that has gained popularity for offering a wi…
Kimi：Temu is an online shopping platform that was launched in September 2022 by the C…
Some LLMs mention this, others don't — notable gap
No divergence scenarios found
No LLM mentions your brand here — critical gaps to address
「哪里可以找到实惠的在线商品」
Not mentioned:ChatGPT Kimi
「哪个购物平台适合所有人」
Not mentioned:ChatGPT Kimi
CHAPTER 3
User Decision Journey
At which stage of the buying journey does AI lose track of you?
💡 Awareness
60%
Recommendation · scenario · brand_aware · brand_depth · brand_depth
Sentiment Drift Detection
✓ Sentiment consistent across all stages — no trust gap detected
CHAPTER 4
Content Source Audit
37%
Authority-Weighted Coverage
Presence in high-authority sources
Coverage by Source Authority
| Source Type | Brand Mentions | Coverage |
|---|
| Industry Media |
1/2 |
|
| Community |
1/1 |
|
| General |
3/12 |
|
Backlink Audit (authority of sources that cite you)
| Domain | Authority Level | Recognition |
|---|
| www.reviews.io |
General |
✓ Widely Recognized |
| www.trustpilot.com |
Industry Media |
✓ Widely Recognized |
| www.choice.com.au |
General |
✓ Widely Recognized |
Top Cited Sources
| www.g2.com |
1 citations |
| riverbendconsulting.com |
1 citations |
| www.terrificlive.com |
1 citations |
| medium.com |
1 citations |
| rankings.newsweek.com |
1 citations |
| www.reviews.io |
1 citations |
ACTION ROADMAP
Action Roadmap
Close AI blind spot: "哪里可以找到实惠的在线商品"
No AI mentioned temu for this query. Publish content that directly answers this question (FAQ / blog / comparison) so AI models can cite you.
Platform: Reddit / Trustpilot / YouTube / Google Shopping
Close AI blind spot: "哪个购物平台适合所有人"
No AI mentioned temu for this query. Publish content that directly answers this question (FAQ / blog / comparison) so AI models can cite you.
Platform: Reddit / Trustpilot / YouTube / Google Shopping
Publish structured shopping comparison content
temu doesn't appear in recommendation queries. Publish 'temu vs competitors' comparison articles with tables and data on high-authority platforms so AI can cite them.
Platform: Reddit / Trustpilot / YouTube / Google Shopping
⚡ Quick Wins — Start immediately
- ✅ No quick wins needed — existing gaps require deeper content investment
APPENDIX
Appendix · Raw Query Log
Methodology: 8 standard query types + Autosuggest long-tail expansion, tested on GPT-4o-mini / Claude Sonnet / Kimi, results parsed by GPT-4o-mini
| Scenario | Query | Mentioned | Sentiment |
|---|
| Recommendation |
which shopping platform is the best for everyone... |
✗ |
Not Mentioned |
| scenario |
where can I find affordable products online... |
✗ |
Not Mentioned |
| brand_aware |
what is Temu... |
✓ #1 |
Positive |
| brand_depth |
what products does Temu offer... |
✓ #1 |
Positive |
| brand_depth |
how does Temu keep prices low... |
✓ #1 |
Positive |
⚓ Anchor AI Visibility System · Recommended monthly re-scan · Generated in —
PROPAGATION ENGINE · METHODOLOGY
Propagation Engine — Methodology
⚙ Sandtown Social Simulation Engine
Modeled on a high-compression, high-density urban environment — extreme population density, intense social pressure, and rapid information velocity. Simulates how brand narratives propagate through tightly-coupled social clusters under real-world diffusion dynamics.
📐 Four-Step Process
01
Multi-Model AI Probe
Parallel Q&A across GPT · Claude · Kimi · DeepSeek to capture real brand perception in each AI system
02
Narrative Signal Extraction
Extract dominant narrative, core tags, and sentiment tone from probe results — identifying the "story version" being spread in the AI world
03
Group Signal Mapping
Map narrative signals to 27 social behavior clusters, computing activation intensity based on each group's information diffusion tendency
04
Propagation Wave Forecast
Simulate information diffusion using an urban social network model, outputting T+1 to T+8+ propagation timeline predictions
⚠ Data Notice: Propagation results are estimates based on industry knowledge, behavioral models, and AI probe data — not real-time market data or actual user statistics. Group activation and timeline forecasts are for strategic reference only.
🏙️
Sandtown 传播推演 · Pro 专属
升级 Pro，解锁 100 个虚拟市民的真实传播仿真——
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