⚑ AI Agent Quant System Beta Open: First 500 users get a 30-day free trial
Apply for Trial πŸ“ž 400-888-8899
δΈ­ζ–‡ πŸ“ž 400-888-8899 Free Trial
Home Products Agent Tech About Us Insights Trial & Partner δΈ­ζ–‡η‰ˆ Free Trial
INDUSTRY RESEARCH

Industry Research Β· Event-Driven Panorama

Dynamic view of rally and sell-off drivers for Fire Equipment and Energy, from knowledge graphs and validation reports.

πŸ”₯

Fire Equipment Β· Event-Driven Research

Source: public news / exchange filings / industry reports Β· verified 2026-08
πŸ”₯ Fire/disaster eventsβ†’ πŸ“œ Mandatory policyβ†’ πŸ”‹ Storage/DC demandβ†’ πŸ“¦ Order winsβ†’ πŸ“ˆ Earnings + valuation
Fire events (sentiment pulse)

Major fire β†’ 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.

Mandatory policy (certain demand)

Forced installation + budget β†’ rigid demand. Case: State Council 2026 No.6 mandates alarms; 200B CNY special bonds for fire equipment.

New rigid markets

Storage/data-center fire configuration. Case: Qingniao storage orders 160M+ CNY (nearly doubled), data-center 170M+.

Goodwill bombs / delisting

High-premium M&A β†’ impairment β†’ huge losses. Case: Tianguang Zhongmao 1.297B CNY impairment, delisted 2020, -93% from peak.

Property downturn

Weaker commercial demand. Case: Qingniao domestic commercial revenue 2.919B CNY, -10.77% YoY.

Quality scandals / selling

Counterfeit exposure β†’ sector discount. Case: Shanghai Weiji fake extinguishers sentenced; Qingniao shareholder cashed out 233M in 80 days.

🧩 Core Causal Chains

Key transmission paths driving fire-equipment stock moves β€” full logic from cause to market impact.

New Fire Law revision→Three-ministry crackdown on fire products→Small firms exit→Industry concentration CR10 32.4%
Policy tightening β†’ weak players exit β†’ leaders benefit
New national standard for storage-station fire safety→Storage fire market explodes→Guoanda's leading position
New standard β†’ PACK-level fire safety becomes mandatory β†’ leader earnings surge
State Council grassroots fire-work opinion→Fire equipment market reaches RMB 89.2B→Rural fire facilities advance
Top-level design β†’ grassroots rollout β†’ market expansion
GB20517-2025 smoke alarm new standard→Fire equipment market reaches RMB 89.2B
Product upgrade standard β†’ market growth
Hong Kong Tai Po fire→Fire sector concept rally→National high-rise fire hazard screening
Major accident β†’ concept stocks spike β†’ policy screening β†’ sustainability depends on execution
Nanjing e-bike fire→E-bike fire safety legislation→National e-bike fire special rectification
Tragedy β†’ legislation β†’ national rectification β†’ fire demand surges
Chengdu e-bike fire→E-bike fire safety legislation
2026 accident accelerates legislation
Old community fire retrofits→Fire equipment market reaches RMB 89.2B→Property downturn impact
Retrofit offsets new-build decline β†’ industry restructuring
Data-center fire demand surge→AI computing infrastructure new fire market
Qingniao data-center shipments over RMB 170M (+50%)
Counterfeit extinguisher exposure→Three-ministry crackdown→Batch certificate revocation
Quality scandal β†’ crackdown β†’ certificate revocation β†’ compliant leaders benefit
Fire-extinguishing agent content fraud→Multi-province quality inspection failures→Non-compliant firms penalized
Fraud β†’ inspection β†’ penalties β†’ industry reshuffle
Steel/aluminum raw material price hikes→HFC-227ea price rises
Raw material costs β†’ SME pressure β†’ leader share gains
Property downturn impact
New-build demand slows β†’ industry growth pressure
Storage-station fires frequent→New storage fire standard→Storage fire market explodes
Accidents β†’ mandatory standard β†’ market boom (RMB 4.86B, +73.2%)
Lithium thermal runaway fire demand→FK-5-1-12 agent substitution→Hot aerosol fire tech
Lithium risk β†’ new fire tech β†’ new track
Storage Order No.41 grid red line→Storage fire market explodes
Fire safety becomes grid-connection ticket β†’ rigid demand
E-bike fire special rectification→Charging-pile fire supporting demand
E-bike rectification β†’ charging facility fire support
Smart fire IoT platform→AI fire LLM applications→Unattended control-room policy
AI+IoT β†’ smart fire β†’ remote duty β†’ service model change
Self-developed fire chips→AI fire LLM applications
Self-developed chips β†’ tech moat β†’ cost edge β†’ overseas competitiveness
Fire drones in practice→Fire robots commercialization
Unmanned equipment β†’ fewer casualties β†’ new growth
Digital-twin fire systems→Smart fire IoT platform
Digital twin β†’ full-domain visualization β†’ smart fire upgrade
Global fire market over $680B→Qingniao overseas revenue +14.54%
Global market β†’ leader overseas expansion β†’ revenue growth
NFPA storage fire clauses→Fire product exports +17.3%
North American standard β†’ China storage fire export opportunity
Belt & Road fire exports
SE Asia & Middle East infrastructure β†’ new export engine
002960 Qingniao 300902 Guoanda 300557 Ligong Guangke 002111 Weihai Guangtai 300523 Chenan Tech 300201 Hailunzhe 603421 Dingxin 920856 Haomiao
πŸ“‘ Real-time web extraction: agents monitor short videos / news / filings 24/7 β€” fires, policy documents, storage incidents reach investors in minutes via SMS / phone / Email.
⚑

Energy Β· Event-Driven Research

Oil/gas Β· coal Β· power Β· new energy Β· storage Β· verified 2026-08
🌍 Geopolitics/sanctionsβ†’ πŸ›’οΈ Oil/coal prices upβ†’ 🏭 Earnings + dividendsβ†’ πŸ“œ Policy/demand boomβ†’ πŸ“ˆ Re-rating
Geopolitics / sanctions

Supply tightens β†’ oil up. Case: 2025-11 OPEC+ pause, PetroChina +4.48% fresh high; 2026-08 Hormuz blockade, WTI >$82.

Supply cuts / audits

Coal prices stabilize. Case: 2025-07 NEA audits 8 provinces, Coal index +6.18%, Shanxi Coking Coal limit-up.

Policy catalysts / demand boom

Case: storage action plan CATL +14%; 10 nuclear units approved CGN HK +130%; lithium futures >94K/ton.

Oil crash / weak demand

Earnings kill. Case: 2020-04 negative oil, PetroChina Q1 -16.23B CNY; 2025-04 PetroChina near limit-down.

Overcapacity / price war

Solar systemic losses. Case: 2024 solar 31 majors lost 57.47B CNY; JA Solar -80%+ market cap.

Electricity price liberalization

Price "black swan". Case: 2025-12 contract price miss, GD Power -7.96%, Huaneng -5%+.

🧩 Core Causal Chains

Key transmission paths driving energy stock moves β€” full logic from cause to market impact.

15th Five-Year energy plan→Wind/solar over 50% capacity target→New-energy structure profit shift
Top-level design β†’ storage/grid/cable benefit β†’ solar manufacturing differentiation
Storage action plan→180GW storage target by 2027→Storage sector re-rating
Policy β†’ CATL +14% β†’ Sungrow +11% new high
10 nuclear units approved→RMB 200B+ investment record→Nuclear re-rating
Approval acceleration β†’ CGN HK +130% intraday β†’ nuclear renaissance
Anti-involution production audits→8-province coal overproduction check→Coal price stabilization
Supply tightening β†’ Coal index +6.18% β†’ Shanxi Coking Coal limit-up
Hormuz Strait blockade→WTI above $82/bbl→Oil stocks re-rate
Geopolitics β†’ sharp oil spikes β†’ three oil majors rally
OPEC+ production pause→Tightening supply expectations→PetroChina +4.48% year high
Output cut β†’ oil up β†’ CEFC Energy/Huibopu limit-up
Summer heat load→Record power load + coal price down→Huayin Electric +80% monthly
Heat β†’ thermal power volume+price up β†’ interim net profit +3600%~4423%
Lithium carbonate futures break 94K/ton→Lithium price bottom-reversal→Ganfeng +214% YTD
Price reversal β†’ upstream earnings reversal β†’ Hyperstrong +1489% YTD
Oil price crash/weak demand→Brent average -14.5% YoY→Three oil majors earnings cut
2025-04-07 PetroChina near limit-down β†’ Sinopec -37% profit
Solar overcapacity→Module prices halved→31 majors lost RMB 57.47B
Price war β†’ JA Solar market cap -80%+ β†’ Jinko first loss in 12 years
Long-term contract power price miss→2026 electricity price liberalization→Power 'price kill'
2025-12-29 GD Power -7.96% β†’ Huaneng -5%+
Coal oversupply→Coal firms loss warnings→Mine closure impairments
Dayou -1.7B loss β†’ Zhengzhou Coal mine closure β†’ RMB 311M impairment
AI data-center power demand→Nuclear/storage demand surge→Power re-rating
AI computing β†’ power demand up β†’ nuclear approvals + storage installations
Wind/solar capacity exceeds thermal→Renewables 60.1% share→Grid/storage profit delivery
Energy transition β†’ curtailment capacity core β†’ system support benefits
Lithium/storage exports→Overseas demand resonance→Sungrow +144.71% in 2025
Export high margin β†’ CATL +50% β†’ global storage orders
CBAM carbon border tax→Exporter cost pressure→Energy-intensive manufacturing pressure
EU carbon tariff β†’ energy procurement shifts β†’ customer structure changes
Hualong-1 localization 90%+→Nuclear tech breakthrough→CNNC +35% in 2024
Domestic substitution β†’ earnings & valuation double lift β†’ nuclear export
Uranium $18→$75-80/lb→Supply gap→Uranium stocks surge
Supply gap β†’ Cameco +80% in 2025 β†’ nuclear fuel chain
New storage tech iteration→Long-duration/flow batteries→Storage cost decline
Tech cost-down β†’ storage economics improve β†’ installation acceleration
Green hydrogen→Hydrogen value chain→New renewables consumption path
Green H2 β†’ storage alternative β†’ long-cycle growth track
Global oil majors market cap→ExxonMobil $626.8B top→PetroChina brand value RMB 424.2B
Global pricing β†’ leader valuation anchor β†’ three majors high dividends
US XLE +17.8%β†’Chevron Q2 EPS +240%β†’Oil defensive appeal
High dividend/buyback β†’ low-rate capital crowding β†’ CNOOC net profit RMB 137.9B
Belt & Road energy cooperation→Overseas oil/gas assets→New export growth
Overseas expansion β†’ resource access + trade corridors β†’ global hedging
601857 PetroChina 600938 CNOOC 601088 China Shenhua 600900 Yangtze Power 300750 CATL 601985 CNNC 300274 Sungrow 002460 Ganfeng
πŸ“‘ Real-time web extraction: agents monitor geopolitics, OPEC moves, coal/oil prices, policy filings, storage incidents β€” spotting rally and sell-off signals first, alerting investors via SMS / phone / Email.

Free Trial Β· Experience It Now

Enter the stocks you own and your industry β€” generate an industry knowledge graph and experience event-driven quant

Experience the AI Agent Quant System

Fill in the form to instantly generate a web-like knowledge graph for your industry and activate real-time major-event alerts (SMS / phone / Email).

  • 🧠 Generates a complex knowledge graph (web-like links) for your stock's industry
  • πŸ“‘ 24/7 real-time monitoring and research of major events
  • πŸ“² Triple-channel alerts: SMS / phone / Email
  • ⚑ Early-positioning signals, validated by historical cases
πŸ”’ Your information is used only for the trial service and alerts, encrypted in our backend database.

Start Your Trial

Graph generated instantly; alerts activated within 1 business day

Alipay / WeChat Pay Β· Login required

EVENT-DRIVEN MODEL

Major Events Β· The Business Model

How does a fire become a profit? TetraAI's full loop: video capture β†’ knowledge graph research β†’ early entry β†’ event payoff.

β€œHistory doesn't repeat, but it rhymes” Events never repeat in the same way, but the patterns always rhyme β€” TetraAI learns the "rhyme" of market rules from historical knowledge graphs, and positions early when a similar event strikes next.
1 πŸ”₯

Major Event Strikes

Fires in Nanjing / Hong Kong go viral on short-video platforms

β†’
2 πŸ“‘

Real-Time Video Capture

Intelligence Agent monitors Douyin / TikTok short videos 24/7

β†’
3 🧠

Knowledge Graph Research

Matches the "fire β†’ fire-equipment demand β†’ stock rally" pattern

β†’
4 πŸ“Š

Signal Output

Heat / weight / rally probability scores

β†’
5 ⚑

Early Entry

Buy fire-equipment stocks before the market reacts

β†’
6 πŸ’°

Profit on the Event

The sector rallies as the event unfolds β€” early positions profit

πŸ“œ Historical Event Β· Logic Validated

Feb 23, 2024 Β· Nanjing Fire

2024-02-23

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 β€” proving the "real-world event β†’ fire equipment β†’ stock price" transmission pattern is real.

πŸŽ₯Douyin videos show the Nanjing fire
πŸ“ˆFire-equipment demand expectations rise
πŸ“ˆFire-equipment sector rallies, stocks gain (validated)
⚑ Live Case · Early Positioning

2025 Β· Hong Kong Tai Po Wang Fuk Court Fire

2025

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 β†’ fire equipment" pattern and notified trial customers via SMS / phone / Email β€” they entered fire-equipment stocks early and profited as the sector rallied.

πŸ“‘TikTok / Douyin videos capture the Hong Kong fire
πŸ“²SMS / phone / Email alert consumers
⚑Early entry into fire-equipment stocks
πŸ’°Sector rallies on the event β€” profit realized
βœ… Video info β†’ AI research β†’ triple alert β†’ early entry β†’ profit realized
EVENT-DRIVEN MODEL 2

Major Events Β· Sell & Short

How does one short video crash a stock? Customers alerted early profit from both selling and shorting.

1 πŸ”ͺ

Sentiment Event Erupts

Zhang Xiaoquan's knife snaps while smashing garlic β€” video goes viral

β†’
2 πŸ“‘

Short-Video Capture

The Intelligence Agent spots the rapidly spreading "knife snap" sentiment

β†’
3 🧠

Knowledge Graph Research

Matches "product-safety sentiment β†’ falling sales β†’ falling stock"

β†’
4 πŸ“Š

Signal Output

Heat 90 / Weight 83 / Drop probability 87%

β†’
5 πŸ“²

Triple Alert

SMS / phone / Email notify customers to act early

β†’
6 πŸ’°

Sell & Short Profit

Sell the parent stock early + short it β€” both profit

πŸ“œ Historical Event Β· Logic Validated

Zhang Xiaoquan "Knife-Snap" Incident

Historical event

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 β€” proving the "sentiment event β†’ sales β†’ stock price" pattern.

πŸ”ͺKnife-snap short video goes viral
πŸ“‰Product-safety sentiment, sales expectations fall
πŸ“‰Zhang Xiaoquan stock crashes (validated)
⚑ Live Case · Sell & Short

Early Alert Β· Selling & Shorting Profits

Live case

The Intelligence Agent spotted the viral "knife-snap" video; the knowledge graph estimated an 87% drop probability and alerted customers via SMS / phone / Email β€” 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.

πŸ“‘Knife-snap short video detected
πŸ“²SMS / phone / Email alert customers early
πŸ’ΈSell the parent stock early β€” profit
πŸ’°Short Zhang Xiaoquan β€” huge crash profit
βœ… Sentiment video β†’ AI research β†’ triple alert β†’ sell + short β†’ both profit
PARTNERSHIP

Ways to Partner

πŸ“²

Product Trial

Apply for the AI agent quant system β€” the first 500 users enjoy a 30-day free trial.

πŸͺ

Agent Franchise

Join our franchise and revenue-sharing system to build a national sales channel β€” nurturing 100 regional agents.

πŸ“Ί

Media & Advertising

Online marketing on Douyin / TikTok, Zhihu, Xiaohongshu, WeChat / WhatsApp; offline highway billboards, elevator screens, airport media.

Contact Us

πŸ“ž 400-888-8899

πŸ“§ hello@tetraai.example

πŸ“ Haidian, Beijing Β· Tsinghua X-lab

πŸ• Weekdays 9:00 - 18:00

WeChat QR
Scan to add our business consultant

Send a Message

We will contact you within 1 business day

FAQ

Frequently Asked Questions

How is the AI intelligence system different from regular trading software?

Regular software is built on K-lines and technical indicators. TetraAI's system uses multimodal LLMs to monitor global events (text/images/video) in real time, then outputs event heat, impact weight and stock-move probability via knowledge graphs β€” covering event-driven opportunities.

I don't know how to code. Can I still use it?

Yes. The agent system is fully no-code: after subscribing, monitoring, research and alerts run automatically. You simply receive alerts and decide whether to buy or sell β€” no strategy coding needed.

How are event alerts delivered?

Real-time alerts via SMS, phone call and WeChat, plus full research reports on the mobile APP / mini-program / desktop client.

How does the RL trading system control risk?

The Risk Agent supervises every decision: buy/sell autonomy, position limits and drawdown control. Every trade is auditable, and strategy iteration stays within risk budgets.

How fresh is the knowledge graph private data?

The graph updates continuously β€” new events and patterns flow back in real time and are injected into LLM reasoning, keeping research grounded in the latest transmission rules.

How do I become a regional agent?

Fill out the message form above and select "Agent Franchise". We'll contact you within 1 business day to introduce the revenue-sharing and channel policies.

Start Your Trial Now

First 500 users enjoy a 30-day free trial

Fill in the Form
πŸ“ž