AlphaSense vs Hebbia

AlphaSense vs Hebbia: Key Differences

Hebbia is an AI-powered research and analysis platform that enables users to interrogate and analyze their internal content — including documents, spreadsheets, transcripts, and web sources — through a chat-like interface powered by large-language models. Hebbia is primarily designed to index internal content, as well as some publicly available external documents, such as earnings transcripts and news sources. Here’s how it compares to AlphaSense and how you can choose the right platform for your business needs.

AlphaSense

AlphaSense is a secure, end-to-end AI-powered market intelligence platform, intended for financial research and business professionals looking to increase research productivity through AI and automation.

Consistently ranked as an industry leader by TrustRadius and G2, AlphaSense was also recently named one of Fortune’s Top 50 AI Innovators and was ranked #8 on CNBC’s 2025 Disruptor 50 list.

Here’s how our platform enables you to extract insights and answers from both high-value internal and external content with the power of artificial intelligence — all on a single platform.

Extensive Out-of-the-Box Content Library

AlphaSense’s exclusive collection of 10,000+ private, public, premium, and proprietary data sources is unmatched in the industry. Our content includes:

• Company documents for both private and public firms, including earnings transcripts, company presentations, SEC and global filings, ESG reports, and press releases
• Wall Street Insights®, an exclusive collection of equity research covering more than 1,000 broker sources, including Goldman Sachs, Bank of America, and Wells Fargo
• Expert call transcript library with over 200,000 vetted interviews (including with competitors, suppliers, customers, and KOLs). Learn more about the combined offering of AlphaSense and Tegus here
• News, industry reports, trade journals, and regulatory documents

Enterprise Intelligence

AlphaSense’s Enterprise Intelligence solution allows you to integrate and query your own internal content alongside the premium external sources listed above. That includes:

• Internal research, notes, and presentations
• CIMs, virtual data rooms, and investment memos
• Reports from industry and market intelligence providers
• Emails, newsletters, web pages, and RSS feeds

In this way, AlphaSense centralizes all your internal and external knowledge in one place. With AlphaSense, enterprise users can leverage industry-leading search, summarization, and monitoring tools to enhance and accelerate your research. Our genAI capabilities deliver instant, accurate, and secure summarizations with the ability to ask follow-up questions across both your proprietary internal data and hundreds of millions of premium external documents.

AI Search & Summarization Technology

AlphaSense has invested 10+ years into the development of our tech stack. Our industry-leading suite of AI tools, purpose-built to deliver business-grade insights, includes:

Generative Search

Generative Search, now with Deep Research capabilities, transforms how users can extract insights from our vast library of premium content sources. Generative Search is trained to think like an analyst, so it understands the market research intent behind your natural language queries.

Generative Search helps you get up to speed on a company or topic by instantly surfacing the answers you need. You can dig deeper into topics by asking follow-up questions or choosing a suggested query. Each answer provides citations to the exact snippet of text from where the information was sourced, so that it can always be referenced back.

Generative Grid

Generative Grid applies multiple genAI prompts across many documents simultaneously to quickly provide organized answers to research questions at scale, in an easy-to-read table format. This enables users to summarize documents using pre-built criteria, saving time when executing repeatable workflows.

Generative Grid pulls data from both premium external documents in the AlphaSense platform and users’ internal content. From there, users can choose pre-built templates or create their own to automate routine workflows. Each summary provides a direct citation to the source material it was pulled from.

Users can leverage this tool to track earnings transcripts, compare competitors at a glance, parse through deal rooms in seconds, track macro event impacts, or analyze merger proxy filings, among many use cases.

Smart Summaries

Smart Summaries can instantly surface earnings insights (reducing time spent on research during earnings season), quickly capture company outlook and bull/bear cases from analyst research, and generate an expert-approved SWOT analysis straight from former competitors, partners, and employees. All Summaries provide you with citations to the exact snippets of text from where the summaries are sourced — combining high accuracy with easy verification.

Smart Synonyms™

This unique feature, proprietary to AlphaSense, has the ability to understand both the keyword and search intent behind any of your queries — factoring in search results that include variations in business language. For example, a search for “TAM” will also bring back results on “addressable market” and “market size.”

Sentiment Analysis

Sentiment Analysis, a natural language processing-based feature, parses through content and identifies nuances in the tone and subjective meaning of text. It then uses color coding to help readers identify passages in the document that have positive, negative, and neutral sentiment.

Additionally, this technology assigns each search term a numerical sentiment change score to help users track any slight change in market sentiment over time. Users can take advantage of this feature to make better-informed investment decisions and improve risk management strategies.

Company Perspectives (BamSEC)

BamSEC effectively makes quantitative investment research easier by transforming how you work with public company data. By streamlining access to SEC filings, earnings and events transcripts, financial documents, and more, BamSEC enables analysts to focus on what matters, save time, and do better work.

BamSEC allows users to search across multiple companies and SEC filings. Customers can use these documents to perform due diligence on companies and explore performance metrics efficiently. Using the tables on BamSEC, users can explore past filings, create models, and benchmark company performance — all in one place — without needing to pull up individual filings to manually track a company’s metrics.

Financials and Metrics (Canalyst)

Users gain instant access to over 4,000 global fundamental models and over 60 industry dashboards, all hand-built and sourced by sector-focused analysts. Unlike building your own models and comp sheets, using our off-the-shelf models, dashboards, and data reduces your time spent on manual data sourcing — allowing you to focus your time on analyzing data, not aggregating it.

Integration Capabilities

Users can easily integrate content at enterprise scale through our Ingestion API or enterprise-grade connectors — including Microsoft 365/Sharepoint, Box, Google Drive, S3, Egnyte, and more.

Our integration capabilities allow for more streamlined collaboration with members across your organization, improving overall team productivity. Our proprietary AI technology surfaces crucial insights across both internal and external company content, catching what other platforms miss in a secure and automated way.

AlphaSense also offers content processing and content management. Content processing allows company recognition within user documents, while content management features support custom tags, metadata, and folder structures to better search through internal content.

Monitoring, Analysis, and Collaboration Tools

AlphaSense is designed to help users find insights faster. In order to do that, we offer a number of tools that extend beyond search and summarization to help users accelerate research tasks.

• Customizable dashboards create a centralized information hub for monitoring key companies and themes, while tailored alerts enable real-time updates.
• Powerful collaboration tools like Notebook+ and commenting features help teams manage and share insights more effectively.
• Table Tools allow you to move faster with spreadsheet-style visualizations directly from company filings, so you can chain together, edit, and optimize tables for analysis.
• Image Search allows you to discover insights buried in charts to quickly capture data without reading through pages of documents.
• Snippet Explorer allows you to effortlessly look at any topic or theme and all its historical mentions in a single view.
• Automated Monitoring allows you to set up real-time alerts that send instant updates on any relevant market movements, news, emerging trends, and competitor activities. We also generate snapshots of companies and topics regularly that keep you ahead of the curve with actionable insights.

AlphaSense Pros:

• Exclusive content universe that spans key market perspectives, including broker research, expert calls, company documents, news, and regulatory sites
• 10+ years of investment in AI
• Incorporates AI search technology, machine learning, and sentiment analysis
• Generative AI features like Deep Research, Generative Search, Smart Summaries, and Generative Grid for enhanced and streamlined workflow
• AI and genAI tools can be applied to integrated internal content
• 4,000+ pre-built financial models that update automatically
• Live transcripts that allow users to view past, present, and future event transcripts in a calendar and view event transcripts in real time
• Automated and customizable alerts
• All-in-one research platform
• Mobile app that includes all platform content and AI search capabilities
• User-friendly interface
• Internal note-taking, sharing, and collaboration features
• Support for APIs and integrations
• Supports enterprise-level organizations and teams
• Enterprise-grade data production complying with global security standards: SOC2, ISO270001, FIPS 140-2, SAML 2.0
• Excellent customer support team, including 24/5 chat with product specialists, a Live Help button on the website, and regular live AlphaSense Education webinars

AlphaSense Cons:

• Visualization tools are limited at this time
• Collaboration tools are limited to users with AlphaSense licenses

Hebbia

Hebbia is an AI-powered research and reasoning platform that is designed for knowledge-intensive industries like finance, law, and consulting. Hebbia enables users to interact with vast amounts of unstructured data — documents, filings, transcripts, spreadsheets, and more — using natural language queries.

While Hebbia is mostly used to index users’ internal data, it also can source external content, such as company websites, news sources, and financial reporting data. However, Hebbia does not aggregate premium or proprietary external content sources, which are necessary for comprehensive holistic market intelligence.

Hebbia is primarily used to understand and synthesize information from multiple sources simultaneously using large language models. In this way, it saves users time and enables them to make decisions faster.

Hebbia’s key features include:

Multi-Document Reasoning

Hebbia can analyze and synthesize insights from thousands of PDFs, PowerPoints, spreadsheets, and research reports in a single query, saving hours of time that would otherwise be spent on manual research. However, the documents that can be sourced from are limited to users’ internal data and public external sources, such as earnings calls, SEC filings, and news.

Chat and Workspace Interface

Hebbia’s chat-like interface allows users to easily ask natural language questions and get fast responses sourced from their uploaded internal data and public external sources. Results include citations, links, and suggestions for follow-up questions.

The workspace, known as Matrix, is a spreadsheet-like grid that serves as a collaborative multi-agent AI environment. In the grid, each cell represents an AI-generated answer or extracted insight from a specific source or set of sources. This allows knowledge workers to extract the insights they need from hundreds of documents at once.

Integrations

Hebbia integrates with both internal enterprise systems and external content systems, and these integrations then feed the retrieval and reasoning engine. This allows users to query across their entire body of knowledge without needing to toggle between different platforms or conduct manual searches. In addition to publicly available data sources, Hebbia integrates with tools like Slack, Microsoft Teams, DropBox, SharePoint, Google Drive, Snowflake, and Databricks to fit seamlessly into users’ existing workflows.

Hebbia Pros:

• Intuitive chat and matrix interfaces
• Features intelligent semantic search
• Pre-indexes company filings and research
• Supports uploads of private company data
• Offers a full suite of collaborative tools and access controls
• Features end-to-end encryption

Hebbia Cons:

• Relatively new in the market; product is still developing and learning
• Only able to access public content; limited industry expertise
• Must import data from external sources; does not come with pre-built domain data or curated content sets
• Does not have access to proprietary content sources, such as broker research or expert calls
• Lacks sentiment analysis features
• LLM outputs can occasionally be inconsistent or require validation, especially with numerical or compliance-sensitive data

Features Comparison