sentiment analysis

What is multi entity sentiment code and do we use it to decode complex market narratives?

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In today’s interconnected financial landscape, events rarely impact a single entity in isolation. Headlines often bundle together multiple assets, economies, and companies, each influenced in different ways and to varying degrees. Traditional sentiment analysis tools, while useful, tend to fall short in these nuanced scenarios – typically tagging sentiment to one main entity per text … Read more

Political risk: Our latest Political Tension Index analysis reveals systemic global instability

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political risk

We have released our comprehensive 12-month analysis from the Political Tension Sentiment Index, revealing that global political sentiment has remained overwhelmingly negative throughout the period – driven by sustained trade conflicts, high-profile leadership events, and frequent diplomatic flashpoints. Our Index, which leverages advanced machine learning to track sentiment across thousands of headlines in near real … Read more

Enhancing inflation nowcast accuracy with machine learning-driven sentiment analysis

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inflation nowcast

This article provides an overview of the five key methods by which Permutable’s advanced sentiment data feeds and machine learning capabilities can enable inflation nowcast professionals to enhance their forecasting models through real-time processing of global media, commodity signals, and market sentiment, offering institutional investors, central banks, and financial analysts unprecedented data inputs for their … Read more

Enhancing oil price forecast accuracy with real-time sentiment analysis

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oil price forecast

This article explores how advanced AI-driven sentiment analysis is transforming oil price forecasting by processing thousands of news sources hourly to identify narrative drivers that precede market movements. It is written for energy traders, commodity analysts, quantitative researchers, risk managers, and institutional investors seeking enhanced oil market intelligence. The crude oil market represents one of … Read more

Predicting market movements through advanced sentiment analysis

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Predicting market movements

This article explores how advanced narrative intelligence and real-time AI0driven sentiment analysis are transforming the way professional traders and systematic investors approach predicting market movements. When Brent crude spiked from $69 to $74 in June 2025, traditional analysts were still parsing Middle Eastern headlines whilst our War Sentiment Index had already flagged the narrative shift … Read more

Permutable launches War Sentiment Index: Real-time geopolitical risk analytics for institutional investment strategies

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Geopolitical risk analytics: Permutable's War Index v Crude Oil (Last 12 Months)

We are pleased to announce that we have officially launched our  War Sentiment Index, an advanced real-time geopolitical risk analytics feed that measures worldwide conflict sentiment, delivering institutional investors critical intelligence on geopolitical factors driving market instability. As current Middle East tensions from the Iran-Israel situation, broader regional conflicts, and persistent Russia-Ukraine hostilities fuel substantial … Read more

Founder analysis: How our real-time war sentiment data predicted the Iran oil price surge

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Iran oil price surge war sentiment

On the evening of June 12th, our War Sentiment Index – one of 22 proprietary macro indices we’ve developed at Permutable AI – began detecting unusual patterns in media coverage surrounding Middle Eastern tensions. What unfolded over the next 16 hours demonstrates precisely why we built these systems and why they’re becoming indispensable for serious … Read more

How real-time AI news analysis is transforming institutional trading

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AI news analysis

This article is an in-depth exploration of how advanced AI news analysis is reshaping institutional trading strategies, examining the evolution from traditional news feeds to intelligent, real-time market intelligence that enables superior investment decision-making. It is written for asset managers, hedge funds, research analysts, portfolio managers, and institutional trading professionals seeking to leverage cutting-edge news … Read more

7 use cases of AI-driven market insights for asset managers in 2025

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AI-driven market insights for asset managers

This article explores how artificial intelligence is transforming asset management through sophisticated data analysis and predictive insights and is aimed at asset managers, portfolio managers, investment professionals and financial analysts seeking competitive advantages through technology. The integration of artificial intelligence into asset management has now moved far beyond theoretical discussions to practical, everyday applications that … Read more

Forecasting natural gas prices in real-time: How our LLM-driven sentiment analysis recently captured a 5.5% trade

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Forecasting Natural Gas Prices

This case study examines how Permutable AI’s Trading Co-Pilot accurately Henry Hub natural gas price movements through advanced sentiment analysis leading to a 5.5% gain, demonstrating the power of AI-driven intelligence for knowing when the market is about to turn. It is aimed at energy traders, commodity fund managers, and institutional investors seeking cutting-edge methods … Read more