TetraAI replaces financial analysts with a multi-agent system: Intelligence Agent ยท Research Agent ยท Trading Agent ยท Risk Agent.
Reinforcement learning keeps strategies evolving, while industry knowledge graphs are fused into LLM private data.
Tireless, error-free, multilingual and real-time โ four agents work together like a micro investment bank.
Monitors Douyin / TikTok / global media 24/7, extracting events from text, images and video
Reads global media and short-video platforms in many languages in real time, normalizing text, image and video events into structured intelligence for the Research Agent. Tireless and error-free.
Click to flip backSearches the private knowledge graph, matches historical patterns, outputs heat, weight and probability scores
Fuses knowledge-graph private data into LLM reasoning, matches "event โ sector โ target" transmission patterns and outputs explainable heat, weight and probability scores.
Click to flip backExecutes automated quant trades on stocks, funds and futures based on research output
A reinforcement-learning-driven decision engine that executes buy/sell orders from real-time event signals and historical experience, with millisecond response across stocks, funds and futures.
Click to flip backControls position sizing and drawdown, fully auditable buy/sell decisions
Position limits, drawdown control and risk-budget management. Every trade decision is auditable, keeping the whole system within its risk boundary.
Click to flip backInstead of manual tuning, TetraAI's trading agent optimizes decisions through continuous interaction with the market.
Models 1-30 day return horizons with cost and slippage constraints to avoid overfitting.
Handles non-stationary markets โ style shifts, bull/bear transitions โ with dynamic adjustments.
๐ Risk loss convergingAuto-trades from historical experience. AI never sleeps, capturing every timing edge.
How does a fire become a profit? TetraAI's full loop: video capture โ knowledge graph research โ early entry โ event payoff.
Fires in Nanjing / Hong Kong go viral on short-video platforms
Intelligence Agent monitors Douyin / TikTok short videos 24/7
Matches the "fire โ fire-equipment demand โ stock rally" pattern
Heat / weight / rally probability pushed by SMS & WeChat
Buy fire-equipment stocks before the market reacts
The sector rallies as the event unfolds โ early positions profit
Douyin short videos showed the Nanjing fire scene and the event went viral fast. Verified afterwards: fire-equipment demand expectations rose, the sector rallied and stocks gained โ proving the "real-world event โ fire equipment โ stock price" transmission pattern is real.
The Intelligence Agent captured fire-related videos of Hong Kong's Tai Po Wang Fuk Court from TikTok / Douyin in real time. The knowledge graph instantly matched the "fire โ fire equipment" pattern and issued a buy signal before the market reacted โ entering fire-equipment stocks early, then profiting as the sector rallied.
How does one short video crash a stock? Customers alerted early profit from both selling and shorting.
Zhang Xiaoquan's knife snaps while smashing garlic โ video goes viral
The Intelligence Agent spots the rapidly spreading "knife snap" sentiment
Matches "product-safety sentiment โ falling sales โ falling stock"
Heat 90 / Weight 83 / Drop probability 87%
SMS / phone / Email notify customers to act early
Sell the parent stock early + short it โ both profit
A Douyin video showed a Zhang Xiaoquan knife snapping while smashing garlic; it went viral instantly, igniting product-safety sentiment. Verified afterwards: sentiment drove sales expectations down and Zhang Xiaoquan (301055) stock crashed โ proving the "sentiment event โ sales โ stock price" pattern.
The Intelligence Agent spotted the viral "knife-snap" video; the knowledge graph estimated an 87% drop probability and alerted customers via SMS / phone / Email โ customers who received the alert early sold the parent company's stock for profit, while shorting Zhang Xiaoquan delivered huge gains as the stock crashed.
Dynamic view of rally and sell-off drivers for Fire Equipment and Energy, from knowledge graphs and validation reports.
Major fire โ market re-prices safety spending. Case: Hong Kong Wang Fuk Court fire (2025-11-26) Qingniao limit-up +10.03%; Qinhuangdao fire (2026-08) Qingniao/Guoanda named beneficiaries.
Forced installation + budget โ rigid demand. Case: State Council 2026 No.6 mandates alarms; 200B CNY special bonds for fire equipment.
Storage/data-center fire configuration. Case: Qingniao storage orders 160M+ CNY (nearly doubled), data-center 170M+.
High-premium M&A โ impairment โ huge losses. Case: Tianguang Zhongmao 1.297B CNY impairment, delisted 2020, -93% from peak.
Weaker commercial demand. Case: Qingniao domestic commercial revenue 2.919B CNY, -10.77% YoY.
Counterfeit exposure โ sector discount. Case: Shanghai Weiji fake extinguishers sentenced; Qingniao shareholder cashed out 233M in 80 days.
Key transmission paths driving fire-equipment stock moves โ full logic from cause to market impact.
Supply tightens โ oil up. Case: 2025-11 OPEC+ pause, PetroChina +4.48% fresh high; 2026-08 Hormuz blockade, WTI >$82.
Coal prices stabilize. Case: 2025-07 NEA audits 8 provinces, Coal index +6.18%, Shanxi Coking Coal limit-up.
Case: storage action plan CATL +14%; 10 nuclear units approved CGN HK +130%; lithium futures >94K/ton.
Earnings kill. Case: 2020-04 negative oil, PetroChina Q1 -16.23B CNY; 2025-04 PetroChina near limit-down.
Solar systemic losses. Case: 2024 solar 31 majors lost 57.47B CNY; JA Solar -80%+ market cap.
Price "black swan". Case: 2025-12 contract price miss, GD Power -7.96%, Huaneng -5%+.
Key transmission paths driving energy stock moves โ full logic from cause to market impact.
24 event-driven industry knowledge graphs โ causal chains behind stock moves. Click to open the full graph (new tab).
Event-driven causal knowledge graph ยท Fire Equipment
View Graph โ โกEvent-driven causal knowledge graph ยท Electric Power
View Graph โ ๐ข๏ธEvent-driven causal knowledge graph ยท Oil & Gas
View Graph โ ๐Event-driven causal knowledge graph ยท Battery
View Graph โ ๐ฅEvent-driven causal knowledge graph ยท Precious Metals
View Graph โ ๐Event-driven causal knowledge graph ยท Farming
View Graph โ ๐ฅEvent-driven causal knowledge graph ยท Medical Devices
View Graph โ ๐งดEvent-driven causal knowledge graph ยท Personal Care
View Graph โ โฝEvent-driven causal knowledge graph ยท Sports
View Graph โ ๐ก๏ธEvent-driven causal knowledge graph ยท Insurance
View Graph โ ๐Event-driven causal knowledge graph ยท Publishing
View Graph โ ๐งชEvent-driven causal knowledge graph ยท Chemical Materials
View Graph โ ๐ขEvent-driven causal knowledge graph ยท Advertising
View Graph โ ๐Event-driven causal knowledge graph ยท Education
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Tourism
View Graph โ ๐Event-driven causal knowledge graph ยท Apparel
View Graph โ ๐Event-driven causal knowledge graph ยท Fishery
View Graph โ ๐ฎEvent-driven causal knowledge graph ยท Gaming
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Building Materials
View Graph โ ๐๏ธEvent-driven causal knowledge graph ยท Interior Decoration
View Graph โ ๐จEvent-driven causal knowledge graph ยท Hotel
View Graph โ ๐Event-driven causal knowledge graph ยท Railway & Highway
View Graph โ ๐ฆEvent-driven causal knowledge graph ยท Qingniao Smart
View Graph โ ๐งฑEvent-driven causal knowledge graph ยท Non-metal Materials
View Graph โFully automated from subscription to decision โ no coding required.
Pick the intelligence or auto-trading plan; go live on mobile APP / mini-program / desktop instantly.
Sync across mobile APP, mini-program and desktop client โ one-click activation, zero coding, instant access to the AI agent quant system.
Click to flip backThe Intelligence Agent watches global events 24/7 while the Research Agent outputs probabilities via the knowledge graph.
Multimodal LLMs watch Douyin / TikTok / global media around the clock; private knowledge-graph research delivers event signals in minutes.
Click to flip backReceive key alerts by SMS / phone / WeChat, or let the Trading Agent execute โ you stay in control.
Critical investment alerts reach you through multiple channels; the Trading Agent responds in milliseconds, with fully auditable buy/sell decisions.
Click to flip backReinforcement learning turns every trade into strategy improvement. The service gets smarter over time.
The RL loop โ trade feedback โ strategy update โ agent evolution โ keeps the service getting smarter as markets change.
Click to flip backFrom national coverage to global expansion โ seizing the market as fast as possible.
Top-tier cities โ tier 1-4 cities โ provincial capitals โ county-level cities, sweeping the country.
Nurture 100 regional agents serving 40 million investors; RMB 200M annual sales, RMB 150M net profit.
31 holding subsidiaries and 500 employees, building a global AI quant finance footprint.
Apply for the AI agent quant system โ the first 500 users enjoy a 30-day free trial.
Join our franchise and revenue-sharing system to build a national sales channel โ nurturing 100 regional agents.
Online marketing on Douyin / TikTok, Zhihu, Xiaohongshu, WeChat / WhatsApp; offline highway billboards, elevator screens, airport media.
Enter the stocks you own and your industry โ generate an industry web knowledge graph and experience real-time major-event alerts (SMS / phone / Email).
๐ Information is used only for the trial service and alerts, encrypted in our backend database.
Start Free Trial โEvent โ industry โ target, complex links at a glance
โท Web links ยท Real-time research ยท Triple alerts
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