Derived Insights

Derived Insights transform Kpler's Fundamental Intelligence—real-time physical asset data, trade flows, inventories—into actionable market views, supply-demand forecasts, and strategic intelligence. Rather than handing you raw data for analysis, Derived Insights apply proprietary models and expert analysis to answer the questions that matter: "What market moves are likely next?" "Where are supply-demand imbalances emerging?" "What compliance risks should I monitor?" This translation layer takes the complexity out of raw data and delivers decision-ready intelligence tailored to different use cases—whether you're trading energy markets, monitoring sanctions, or forecasting prices.

Kpler's Derived Insights combine AI-driven models trained on 15+ years of historical data with expert human analysis from seasoned market researchers. The models identify patterns competitors miss because they're working with fragmented data or delayed reports; the expert overlay validates models, incorporates geopolitical context, and adjusts for structural market changes. This combination delivers 18-month price and balance forecasts, daily market calls, and weekly/monthly research that competitors can't replicate with just data access. The result: intelligence that's both statistically rigorous and grounded in real-world market understanding—enabling you to make confident decisions ahead of consensus.

Derived Insights spans three primary intelligence categories. Defense Intelligence helps government and compliance teams detect sanctions violations and illicit maritime activity through pattern recognition and behavioral analysis. Market Insights deliver commodity market research, supply-demand analysis, and forward-looking market views grounded in proprietary data. Risk & Compliance Intelligence provides vessel screening, ownership verification, and operational risk assessment. This breadth means whether you're trading energy markets, managing government compliance, or analyzing supply chains, Derived Insights provides specialized intelligence tailored to your specific decisions and risk concerns.

^{Derived Insights delivers intelligence in formats tailored to how different stakeholders work. Traders get real-time market calls and alerts on emerging opportunities. Analysts receive detailed research reports with supporting data for deeper analysis. Researchers access datasets and historical patterns for academic or policy work. Compliance teams get alerts on sanctioned entities and suspicious activity. Rather than forcing everyone into the same data format, Derived Insights recognizes that a trader needs speed, an analyst needs depth, and a compliance officer needs structured risk assessment. This flexibility ensures every stakeholder gets intelligence optimized for their specific decisions.}

In fast-moving commodity, energy, and shipping markets, the difference between knowing what happened yesterday and understanding what's happening today often determines trading success. Kpler's team produces 5,000+ research pieces annually—market updates, deep dives, forecasts, scenario analyses—ensuring you always have current expert perspective on evolving conditions. Combined with continuous monitoring of 2m+ trades and 9k+ sanctioned vessels, this research creates a feedback loop: market observations inform analysis, analysis identifies patterns, patterns become forecasts. This continuous intelligence flow keeps you ahead of markets where competitors relying on delayed reports or point-in-time analysis are always behind.

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Kpler has 15+ years of longitudinal trade and vessel movement data. This historical depth is critical for back-testing quantitative models, identifying structural trade patterns, and providing a foundation for AI and machine learning that cannot be recreated by newer entrants to the market.