LLM Observation Data · Mainland China

que·rent (n.) — one who puts a question to an oracle.

See what China's AI assistants tell 400 million people about your brand.

Doubao, Tencent Yuanbao, Qwen and Kimi answer more consumer questions than ChatGPT — behind +86 real-name registration no Western visibility platform can cross. We deliver their answers as structured, sampled, screenshot-backed JSON.

Send one brand + 5 prompts · real data back within 48 hours · no strings

observation · doubao · zh-CN● sampled 3×
{
  "platform": "doubao",
  "prompt": "跑鞋什么牌子好",
  "samples": 3,
  "aggregate": {
    "entities": [
      { "canonical": "Li-Ning",
        "mention_rate": 1.0, "avg_position": 1.3 },
      { "canonical": "Nike",
        "mention_rate": 0.67, "avg_position": 2.5 }
    ],
    "citation_domains": [
      { "domain": "zhihu.com", "rate": 0.67 }
    ],
    "volatility": 0.41
  },
  "answer_translated": "For running shoes…",
  "snapshot_id": "snp_1a2b3c"  // full-page screenshot
}
240M
Doubao monthly active users — larger than ChatGPT
60%
of urban Chinese consumers use AI for pre-purchase research
5
domestic AI platforms covered, sampled & parsed to one schema
0
Western visibility platforms covering any of them
The gap

Your customers ask "what about China?" — and today the honest answer is nothing.

Every AI-visibility stack tracks ChatGPT, Gemini and Perplexity. None reach the platforms Chinese consumers actually use, because the barrier isn't parsing — it's operations on the ground.

+86 real-name accounts

Doubao, Yuanbao, Qwen and Kimi require mainland phone registration under real identity. Account fleets can't be spun up from abroad.

Mainland infrastructure

Residential IPs, domestic payment rails, and UIs that change weekly — maintained by a team that reads them natively.

Chinese-language parsing

Brand entity normalization across 耐克 / Nike / 耐克官方, citation extraction from Zhihu and Xiaohongshu, translated for your analysts.

How it works

Tracked prompts in, sampled observations out.

LLM answers are non-deterministic — a single response is an anecdote. We sample every prompt multiple times per run and ship the distribution: mention rates, average positions, volatility.

Define trackers

Your prompts, platforms, schedule and target entities — one API call or a shared sheet during pilot.

We sample & parse

Clean logged-in sessions, multiple samples per prompt, full-page screenshots for every data point.

You get JSON

One normalized schema across all platforms, with English translations. Weekly drops now, hosted API next.

Coverage

The platforms behind the wall.

PlatformOperatorScaleWhy it's unreachable from abroadStatus
Doubao豆包ByteDance240M MAU+86 real-name account, CN paymentdesign-partner pilot
Yuanbao元宝TencentWeChat-scale reach+86 account, WeChat ecosystemdesign-partner pilot
Qwen通义千问AlibabaTop-3 domestic+86 accountdesign-partner pilot
KimiMoonshot AILeading in research queries+86 accountdesign-partner pilot
DeepSeekDeepSeek180M MAUGlobally accessible — included for completenessavailable
Baidu AI SearchBaiduSearch-scaleCN infrastructureroadmap
Who it's for

Built to slot into your product, not compete with it.

AI visibility platforms

OEM data source

Add a China module your enterprise customers keep asking about — white-label JSON that matches your existing engine schema. We stay invisible.

China-market agencies

Client reporting engine

Replace manual Doubao screenshots with repeatable weekly sampling. Report-ready data with an audit trail behind every claim.

Global brands

Direct monitoring

Track how mainland AI assistants describe you, your prices, and your competitors — translated, structured, and archived.

Design partners · Q3 2026

We're onboarding three design partners this quarter.

Locked early pricing, direct input on the schema, and weekly data drops from day one — the hosted API ships within weeks, backfilled with your pilot data.

Talk to us →

Or start smaller: one brand + 5 prompts → real data in 48h.