ProntoNLP
ProntoNLP turns unstructured text into systematic insights. Purpose-built for quants, analysts, and data scientists.
The ProntoNLP Advantage
ProntoNLP uses a fine-tuned LLM engine, purpose-built for finance and trained on S&P Global content to extract systematic signals from earnings calls, filings, and other textual documents.
Unlike general AI tools, ProntoNLP is specifically designed for market analysis and financial insights, delivering more accurate, relevant information tailored to investment workflows.
What you get:
- Granular insights at the event and sentiment level across companies and sectors
- Systematic signals on financial performance, competitive dynamics, and strategic inflection points
- Easy access to financial text and structured insights through APIs, data feeds, and the MCP connector for use in models, research workflows, and GenAI applications
Built for GenAI Applications
The ProntoNLP MCP Connector integrates directly with MCP-enabled AI platforms such as Claude, ChatGPT and other LLMs, providing access to both source text and finance-specific insights within conversational workflows.
Instead of loading hundreds of earnings call transcripts into an LLM—consuming significant token budgets and requiring the model to identify what matters—ProntoNLP provides structured financial intelligence derived from finance-trained AI models. This helps ground responses in high-quality data, surface relevant insights faster, and support more confident decision-making.
Traditional approach: Upload 50+ transcripts, consume large numbers of tokens, wait for the LLM to review and interpret the content, and hope it identifies the most important signals.
ProntoNLP approach: Query a dataset where the text has already been analyzed and organized into structured financial signals and insights. Get targeted answers in seconds using a fraction of the tokens.
Delivery Channels
API
Integrate ProntoNLP directly into your applications, models, and internal workflows.
Cloud
Access and work with ProntoNLP in cloud environments, including Snowflake, for scalable analysis alongside your broader data ecosystem.
MCP Connector
Connect ProntoNLP to MCP-enabled LLM applications and workflows.
S&P Capital IQ Pro
Use ProntoNLP capabilities within Cap IQ Pro through Document Intelligence to support research and analysis workflows.
Web Platform
Access ProntoNLP through a dedicated web interface for fast, intuitive analysis of financial text.
Xpressfeed™
Deliver ProntoNLP through S&P Global’s enterprise data feed platform for integration into existing data pipelines and downstream workflows.
Who's it for?
Process
Process at Scale
Analyze thousands of earnings transcripts, corporate filings, expert network calls, central bank documents and news articles simultaneously.
Extract What Matters
Fine-tuned LLMs identify material events and remove conversational noise — focusing only on information that impacts strategy and performance.
Organize into Insights
Text is clustered into actionable topics: revenue trends, margin pressure, competitive threats, supply chain issues, new product launches, customer behavior shifts.
Deliver Structured Data
Clean, structured, quantifiable outputs updated intraday and delivered via API, cloud, or MCP connector — eliminating the need to build pipelines and analytics in-house.
Offerings
Case Study
An Investment Firm Uses GenAI to Find Market-Moving Insights in Earnings Calls
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About
A buy-side firm sought to enhance its equity research with advanced AI tools to extract deeper insights from earnings calls and filings.
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Challenge
Traditional models and manual reviews were too slow and limited to keep pace with growing volumes of unstructured financial data. The firm needed a faster, more accurate way to detect signals and strategy shifts.
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Solution
The firm adopted ProntoNLP from S&P Global Market Intelligence, a GenAI-powered platform optimized for finance. It delivers structured sentiment, event detection, and thematic insights from transcripts and filings through user-friendly interfaces and data feeds.
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Outcome
With ProntoNLP, the analysts gained access to hourly updates across 110 key topics, streamlined workflows, and more precise signals. This strengthened their research process and gave them a competitive edge in equity investing.
Videos
ProntoNLP FAQs
Data is updated intraday and delivered in clean, structured formats that eliminate the need to build custom NLP pipelines in-house.
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Learn more about ProntoNLP.