Forward to: Trading Team

Commodity Markets
Workflows

Ten agent workflows for the Trading Team — metal price tracking, supply-demand modeling, futures market intelligence, producer cost curve analysis, stockpile and inventory monitoring, trade flow analysis, currency impact assessment, offtake agreement tracking, market sentiment analysis, and commodity market dashboards — enabling data-driven trading and hedging decisions powered by comprehensive domain intelligence.

These workflows display realistic demo data for demonstration. In production, the agents connect to your real mining and resources data via MCP services or CSV import.
Deployment Options
The entire platform is available as a self-hosted solution or managed service
Self-Hosted
RECOMMENDED FOR ENTERPRISE
Deploy the entire platform on your own infrastructure. Your data never leaves your environment. Bring your own LLM API key (OpenAI, Claude, Gemini) or use local LLMs. Full source code delivered.
Complete source code (Python agents, PHP dashboards, MCP services)
Data stays on your servers — no external data transfer
MCP connectors for your existing data sources, APIs, and internal platforms
Custom integration and onboarding support available
$999
2 AI Agents
5 integration hrs
$1,999
5 AI Agents
10 integration hrs
$3,999
10 AI Agents
20 integration hrs
one-time license + (optional) $999/yr updates
Managed Platform
FOR AGENCIES & TEAMS
We host and operate the platform for you. Upload data or connect your platforms via secure MCP services or using API. No infrastructure management needed.
Fully managed — no DevOps required on your side
Secure data upload or API-based MCP integration
Dashboard access with your own branded login
Automatic updates and new agent releases
$999/mo
2 AI Agents
5 integration hrs
$1,999/mo
5 AI Agents
10 integration hrs
$3,999/mo
10 AI Agents
20 integration hrs
includes hosting, updates & support
* price may be higher in cases of very high AI processing volumes/demands
Both options include MCP services with connectors for your existing data sources, APIs, and internal platforms. Data dictionaries define the schema contract between each agent and your data sources.
See example of production dashboards: Programmatic Trading AI Agent Dashboards →

1Metal & Mineral Price Tracking

AI agent monitors exchange domains, commodity data providers, and analyst firms for real-time price intelligence, forecast changes, and pricing methodology updates across metals and minerals.

1
Track Price Intelligence
/products/press/blogOpenPageRank
COMMODITY PRICE INTELLIGENCE ════════════════════════════════════════════════════════ lme.com — London Metal Exchange /press: Copper 3-month contract at $9,840/t — up 4.2% MoM /products: New lithium futures contract launching Q2 2026 SIGNAL: Copper bull trend confirmed — review hedge positions platts.com — S&P Global Platts /products: Iron ore 62% Fe index at $128/t — 3-month high /blog: Analyst consensus sees $120-140 range through H2 2026 SIGNAL: Iron ore above forecast — evaluate production acceleration kitco.com — Kitco Metals /press: Gold at $2,340/oz — central bank buying continues SIGNAL: Gold above budget price of $2,200 — positive margin impact

2Supply-Demand Modeling

AI agent monitors producer announcements, industry associations, and research firms for supply disruptions, demand shifts, and structural market changes that affect commodity balances.

1
Model Supply-Demand Balance
/press/investors/blogIAB Categories
SUPPLY-DEMAND BALANCE INTELLIGENCE ════════════════════════════════════════════════════════ COPPER: Supply: Deficit 340kt | Demand: +4.2% YoY (EV/grid) codelco.com /press: Production cut 5% — grade decline at Chuquicamata icsg.org /press: Global refined deficit widening SIGNAL: Structural deficit — bullish price outlook LITHIUM: Supply: Surplus 22kt LCE | Demand: +28% YoY pilbaraminerals.com.au /investors: Expanding Pilgangoora capacity SIGNAL: Oversupply easing Q3 — prices stabilizing above $15/kg IRON ORE: Supply: Balanced | Demand: China stimulus uncertain SIGNAL: China property data mixed — hedge downside risk

3Futures Market Intelligence

AI agent monitors derivatives exchanges, broker platforms, and financial data providers for futures curve shifts, open interest changes, and speculative positioning data.

1
Track Futures Positioning
/products/press/docsOpenPageRank
FUTURES MARKET INTELLIGENCE ════════════════════════════════════════════════════════ cmegroup.com — CME Group /products: Copper futures open interest at 3-year high /press: New micro gold contract launched — retail participation up SIGNAL: Record copper open interest — institutional positioning bullish lme.com — LME /press: Aluminum forward curve in backwardation — supply tightening /docs: Updated warehouse inventory data — stocks down 22% SIGNAL: Backwardation + falling stocks = physical shortage imminent FUTURES CURVE SUMMARY: Copper: Backwardation — near-term premium Gold: Contango — carry trade favorable Nickel: Flat — uncertain direction

4Producer Cost Curve Analysis

AI agent monitors mining company financial disclosures for cost data, enabling construction of industry cost curves by commodity and identification of marginal producers.

1
Build Cost Curves
/investors/pressOpenPageRankCountries
GOLD PRODUCER COST CURVE — 42 PRODUCERS ════════════════════════════════════════════════════════ Rank Producer AISC($/oz) Production(Moz) 1 Polyus $680 2.8 5 Newmont $1,050 6.2 15 Kinross $1,280 2.1 35 Centerra $1,520 0.4 42 Endeavour Silver $1,680 0.2 OUR POSITION: Rank 12 at $1,180/oz 75th percentile support: $1,380/oz Marginal producer price: $1,680/oz SIGNAL: Our cost position provides healthy margin at current $2,340/oz

5Stockpile & Inventory Monitoring

AI agent monitors exchange warehouse reports, port data, and producer inventory disclosures for commodity stock levels, drawdown rates, and supply chain bottlenecks.

1
Track Global Inventories
/products/pressCountries
GLOBAL INVENTORY TRACKING ════════════════════════════════════════════════════════ lme.com — LME Warehouse Data Copper: 128,000t — down 34% YoY (5.2 days consumption) Aluminum: 542,000t — down 12% YoY Nickel: 44,000t — up 8% YoY shfe.com.cn — Shanghai Futures Exchange Copper: 62,000t — near 10-year low ALERT: Combined LME+SHFE copper at critical low — supply squeeze risk INVENTORY SIGNALS: Copper: CRITICAL — 5.2 days | Aluminum: LOW — 14 days Zinc: ADEQUATE — 22 days | Nickel: COMFORTABLE — 28 days

6Trade Flow Analysis

AI agent monitors shipping data, customs agencies, and trade associations for commodity trade flow patterns, tariff changes, and logistics disruptions affecting global metal and mineral markets.

1
Track Trade Flows
/products/press/docsCountries
COMMODITY TRADE FLOW INTELLIGENCE ════════════════════════════════════════════════════════ customs.gov.cn — China Customs /press: Copper concentrate imports +18% YoY — smelter expansions SIGNAL: Chinese demand strength — supports concentrate premiums trade.gov — US Trade Data /press: New critical minerals tariff exemptions announced SIGNAL: Lithium import duties reduced — evaluate US market entry KEY TRADE ROUTES: Chile→China copper: +12% | Australia→China iron ore: flat DRC→Global cobalt: -8% (artisanal supply restrictions) Indonesia→Global nickel: +22% (processing capacity added)

7Currency Impact Assessment

AI agent monitors central bank domains, economic data providers, and FX platforms to assess currency movements that impact mining costs, revenues, and hedging strategies.

1
Assess Currency Impacts
/press/productsCountries
CURRENCY IMPACT ASSESSMENT ════════════════════════════════════════════════════════ rba.gov.au — Reserve Bank of Australia /press: Rate hold at 4.1% — AUD weakens to 0.64 USD SIGNAL: Weak AUD benefits Australian gold producers — costs in AUD, revenue in USD bcrp.gob.pe — Central Reserve Bank of Peru /press: PEN stable at 3.72/USD — inflation under control SIGNAL: Stable PEN — Peru copper cost assumptions hold CURRENCY IMPACT MATRIX: AUD/USD (0.64): +$42/oz gold margin uplift ZAR/USD (18.4): +$18/oz for SA operations CLP/USD (920): Neutral for Chile copper CAD/USD (0.73): Slight cost headwind for Canadian ops

8Offtake Agreement Tracking

AI agent monitors mining company and buyer domains for offtake agreement announcements, contract renegotiations, and streaming/royalty deals that signal market pricing and demand commitments.

1
Track Offtake Deals
/investors/press/partnersOpenPageRank
OFFTAKE AGREEMENT INTELLIGENCE ════════════════════════════════════════════════════════ tesla.com — Tesla /press: Lithium offtake with Albemarle — 5-year, 25,000t/yr LCE SIGNAL: Major EV maker locking supply — lithium demand confirmed glencore.com — Glencore /investors: Cobalt streaming deal with Wheaton — $500M upfront /press: Renegotiating copper concentrate terms with Chinese smelters SIGNAL: TC/RC under pressure — smelter competition for concentrates DEAL TRACKER: New offtakes this quarter: 18 Avg deal tenor: 4.2 years | Avg volume: 15,000t EV-related deals: 72% of total (Li, Ni, Co, Cu)

9Market Sentiment Analysis

AI agent monitors financial media, investment bank domains, and commodity conferences for shifts in market sentiment, analyst upgrades/downgrades, and speculative positioning changes.

1
Gauge Market Sentiment
/blog/press/eventsPersonas
MARKET SENTIMENT INTELLIGENCE ════════════════════════════════════════════════════════ goldmansachs.com — Goldman Sachs /press: Copper target raised to $11,000/t — "new oil" thesis SIGNAL: Major bank bullish upgrade — momentum building woodmac.com — Wood Mackenzie /blog: Gold to remain elevated — central bank demand structural /events: Mining investment forum — record attendance expected SIGNAL: Industry confidence at multi-year high SENTIMENT DASHBOARD: Copper: BULLISH (8/10) | Gold: BULLISH (7/10) Lithium: NEUTRAL (5/10) | Iron ore: CAUTIOUS (4/10) Nickel: BEARISH (3/10) — Indonesia oversupply fears

10Commodity Markets Dashboard & Report

AI agent synthesizes all commodity market intelligence into an executive dashboard — providing the trading team with real-time visibility into prices, supply-demand, sentiment, and risk across all tracked commodities.

1
Generate Markets Dashboard
/investors/press/productsOpenPageRankCountries
COMMODITY MARKETS DASHBOARD — FEBRUARY 2026 ════════════════════════════════════════════════════════ PRICES (vs budget): Gold: $2,340/oz +6.4% | Copper: $9,840/t +8.2% Iron ore: $128/t +2.4% | Lithium: $15.2/kg -12% SUPPLY-DEMAND: Copper deficit: 340kt — widening | Lithium surplus: easing Inventories: Copper critical | Aluminum low SENTIMENT: Overall mining sentiment: Bullish (6.5/10) New offtake deals: 18 this quarter | EV-driven: 72%
2
Generate Markets Report

Commodity Markets Report — February 2026

EXECUTIVE SUMMARY ──────────────────────────────────────── Commodities tracked: 12 metals & minerals Producers monitored: 42 (cost curve data) Exchange data: LME, CME, SHFE coverage Trade flows: 28 country pairs analyzed KEY INSIGHTS Copper in structural deficit with critically low inventories — bullish outlook confirmed by Goldman Sachs $11k target. Gold supported by central bank buying above $2,300. Lithium surplus easing as demand growth outpaces new supply. Currency tailwinds from weak AUD benefiting Australian gold margins.

Agent Comparison

Overview of all AI agents deployed in the Commodity Markets workflow and their specific functions.

Agent NamePurposeDescriptionKey Outputs
Price TrackerMetal Price IntelligenceMonitors exchange domains, data providers, and analyst firms for real-time pricing, forecasts, and methodology updates.Price alerts, forecast changes, index comparisons
Supply-Demand ModelerBalance AnalysisMonitors producer announcements and research firms for supply disruptions, demand shifts, and structural market changes.Balance forecasts, deficit/surplus alerts, demand projections
Futures AnalystDerivatives IntelligenceTracks derivatives exchanges and financial platforms for futures curves, open interest, and speculative positioning.Curve analysis, positioning data, hedging recommendations
Cost Curve BuilderProducer Cost AnalysisMonitors mining company financial disclosures to build and update industry cost curves by commodity.Cost curve rankings, marginal producer identification, margin analysis
Inventory MonitorStockpile TrackingTracks exchange warehouses, port data, and producer inventories for commodity stock levels and drawdown rates.Inventory alerts, days-of-consumption metrics, supply squeeze warnings
Trade Flow AnalystGlobal Trade PatternsMonitors shipping data, customs agencies, and trade associations for commodity flow patterns and tariff changes.Trade flow maps, tariff alerts, logistics disruption warnings
FX Impact AgentCurrency AssessmentMonitors central banks and FX platforms to assess currency movements impacting mining costs and revenues.Currency impact matrices, hedge recommendations, cost sensitivity analysis
Offtake TrackerAgreement IntelligenceMonitors mining and buyer domains for offtake announcements, contract renegotiations, and streaming deals.Deal alerts, pricing benchmarks, demand commitment tracking
Sentiment GaugeMarket SentimentMonitors financial media and investment banks for sentiment shifts, analyst calls, and speculative positioning.Sentiment scores, analyst consensus, momentum indicators
Markets SynthesizerExecutive DashboardAggregates all commodity market intelligence into dashboards for trading team decision-making.Executive dashboards, weekly reports, trading recommendations

Frequently Asked Questions

Common questions about AI agent commodity markets workflows for mining and natural resources.

How do AI agents detect commodity supply disruptions before they impact prices?
AI agents monitor producer domains for early disruption signals including production guidance cuts on /investors pages, force majeure announcements on /press pages, labor dispute signals from /careers page changes, and permit delays from /compliance pages. These signals are detected before official market-moving announcements, giving the trading team advance positioning time. Historical analysis shows these signals precede price moves by 2-4 weeks on average.
What exchanges and data sources does the futures agent monitor?
The Futures Analyst agent monitors LME (lme.com), CME Group (cmegroup.com), SHFE (shfe.com.cn), and ICE (theice.com) for futures pricing, open interest, warehouse inventories, and settlement data. It also tracks commodity data providers like S&P Global Platts and Fastmarkets for physical market benchmarks. The agent correlates exchange data with producer domain signals to identify physical-paper market divergences.
How accurate are the cost curve rankings?
Cost curve rankings are built from publicly disclosed AISC (All-In Sustaining Cost) data extracted from mining company /investors pages across 42+ producers per commodity. The agent updates rankings quarterly as companies release financial results. Rankings achieve 90%+ accuracy compared to specialist consultancy models because the underlying data comes directly from audited financial disclosures.
Can the agents track impact of trade policy changes on commodity markets?
Yes. The Trade Flow Analyst monitors customs agency domains, trade department websites, and industry associations across 28+ countries for tariff changes, export restrictions, and trade agreements. When a policy change is detected, the agent models the potential impact on trade flows and commodity pricing using historical analogs and current supply-demand balances.
How is market sentiment quantified?
The Sentiment Gauge agent monitors financial media, investment bank /press pages, commodity conference /events pages, and analyst /blog content to generate a 1-10 sentiment score for each commodity. The score incorporates analyst consensus direction, language tone analysis, speculative positioning data, and conference attendance trends. Sentiment shifts of 2+ points trigger alerts for the trading team.

Top 10 Ways AI Agents Transform Commodity Markets Intelligence

How domain intelligence powers next-generation commodity trading and market analysis.

1

Early Supply Disruption Detection

AI agents detect production cuts, force majeure events, and labor disputes from producer domains weeks before official market announcements, enabling proactive hedging and trading decisions.

2

Real-Time Cost Curve Updates

Producer cost data from 42+ miners is continuously extracted from investor disclosures to maintain live cost curves that identify price floors and marginal producers for each commodity.

3

Inventory Critical Level Alerts

Exchange warehouse data across LME, SHFE, and CME is monitored for inventory drawdowns that signal supply squeezes, with alerts triggered when stocks fall below consumption thresholds.

4

Trade Policy Impact Modeling

Tariff changes, export restrictions, and trade agreements are detected from government domains and modeled for their impact on commodity flows and regional price premiums.

5

Currency-Adjusted Margin Analysis

Central bank policy signals and FX movements are automatically translated into margin impact assessments for each operating jurisdiction, informing hedge strategy decisions.

6

Offtake Deal Intelligence

New offtake agreements, streaming deals, and contract renegotiations are tracked across mining and buyer domains to assess demand commitments and pricing benchmarks.

7

Quantified Sentiment Scoring

Market sentiment for each commodity is quantified on a 1-10 scale using analyst consensus, financial media tone, and speculative positioning data from institutional domains.

8

EV Demand Signal Tracking

Electric vehicle manufacturer domains are monitored for battery chemistry changes, production targets, and raw material procurement strategies that drive critical mineral demand.

9

Futures Curve Anomaly Detection

Agents identify unusual futures curve shapes, open interest changes, and physical-paper divergences that signal upcoming price moves or market structure shifts.

10

Integrated Trading Dashboard

All market intelligence is synthesized into real-time dashboards covering prices, supply-demand, sentiment, and risk — enabling faster, more informed trading and hedging decisions.

Explore AI Agent Database
Get in Touch

Interested in AI Agent Domain Intelligence?

For pricing, subscription options, custom database builds, or enterprise partnerships — contact us below.

Power Your AI Agents with Domain Intelligence

Subscribe to the AI Agent Domain Database — continuous access to 102M domains, 20 page types each, quarterly refreshes, and real-time change signals.

AI Agent Database View Pricing

Annual subscription includes quarterly data refreshes, change detection alerts, and priority API access.