Hebbia Alternatives

Hebbia

Best for: Extracting insights from complex unstructured documents — such as contracts, financial reports, and internal memos — using AI-powered search, reasoning, and workflow automation

Hebbia is a search engine and large-language model (LLM) productivity tool founded in 2020. Powered by AI and machine learning, Hebbia generates valuable insights from public and private content through a combination of chat-style search and generative AI. Companies and professionals rely on Hebbia to streamline and automate their research and due diligence processes, without compromising on accuracy.

While Hebbia can parse data using its AI analyst feature, it contains no proprietary data of its own. Users must import external data themselves to access any insights from that data. Hebbia can import SEC Filings, earnings transcripts, and expert calls, but it lacks the other key content sources that are necessary to round out a market research strategy.

Related Reading: AlphaSense vs. Hebbia

Hebbia incorporates the following key features:

Advanced Search Engine

Hebbia offers an advanced search engine that uses AI to delve into unstructured data across documents, emails, and databases. It allows users to input natural language queries to find relevant information quickly, making it easier to locate critical insights hidden within large data sets.

Document Understanding

Hebbia's AI models are capable of deep document understanding, enabling users to extract and summarize information from lengthy reports, research papers, and other text-heavy sources. This feature reduces the time spent reading through documents by providing concise summaries of key points.

Intelligent Indexing

The tool automatically indexes documents and data, organizing information in a way that makes it easily searchable and accessible. This intelligent indexing allows users to structure unorganized data sources, enhancing their ability to retrieve relevant information efficiently.

Customizable AI Models

Hebbia provides customizable AI models that can be tailored to specific industry needs or business requirements. Users can adjust the AI to focus on particular keywords, topics, or types of data, ensuring that the tool delivers the most relevant insights for their specific use cases.

Seamless Integration

Hebbia integrates seamlessly with existing workflows and tools, such as customer relationship management systems, cloud storage solutions, and other enterprise software. This integration allows users to incorporate Hebbia’s capabilities into their current processes without disrupting their workflows.

Interactive Data Visualization

The tool offers interactive data visualization features that help users better understand complex data sets. By presenting information in charts, graphs, and other visual formats, Hebbia enables users to identify patterns, trends, and insights more easily.

Hebbia Pros

• Can index any document of any type, via portal or API
• 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 have access to premium or proprietary content sources, such as broker research or expert calls
• Lacks sentiment analysis features
• No company insights, snapshots, or tearsheets

AlphaSense

Best for: Holistic and comprehensive genAI-driven market intelligence, combining premium external content sources with internal enterprise knowledge

AlphaSense is a leading enterprise-grade market intelligence and AI search platform built for robust market and investment research. 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 No. 8 on CNBC’s 2025 Disruptor 50 list.

Like Hebbia, AlphaSense is designed to accelerate insight discovery for research-intensive teams and is equipped with AI features that streamline the research process. However, while Hebbia focuses on search and discovery of internal documents only, AlphaSense is a one-stop-shop for both external and internal intelligence.

Here’s how AlphaSense enables you to extract insights and intelligence from both high-value internal and external content with the power of generative AI — all on a single platform:

Extensive Out-of-the-Box Content Library

AlphaSense exclusive collection of 10,000+ private, public, premium, and proprietary data sources are unmatched. Our content includes:

• Company documents for both private and public companies, 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
• 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, and allows you to leverage our industry-leading search, summarization, and monitoring tools to enhance and accelerate your research.

AI Search & Summarization Technology

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

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.

When searching for insights, 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 at the same time 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 to save 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

This feature allows you to glean instant 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 is proprietary to AlphaSense and 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 (NLP)-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 the document’s positive, negative, and neutral sentiments.

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 it to make better-informed investment decisions and improve risk management strategies.

Company Perspectives (BamSEC)

Make 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.

Financial Models (Canalyst)

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.

Financial Data

Our Financial Data solution is built to give research professionals a complete, up-to-date view of their competitive landscape. With standardized financials, key performance metrics, and valuation data — as well as purpose-built features such as ready-made comps tables and instant Excel refresh — you can benchmark competitors, spot market shifts, and uncover strategic moves faster than ever before.

Here are the datasets included in Financial Data, as well as how you can use them for CI:

• Historical Financials – Benchmark competitor performance and pinpoint strengths and weaknesses
• Consensus Estimates – Track market expectations and anticipate competitors’ future moves
• Company KPIs – Monitor segment and product-level trends across your peer set
• Market Data – Assess competitive positioning and analyze real-time market reactions
• M&A Transactions – Stay on top of competitor deal activity and strategic direction

Integration Capabilities

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

Our integration capabilities allow for more streamlined collaboration with members across your organization and improve overall team productivity. Our proprietary AI technology allows you to search across all internal and external company content to find crucial insights, 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 provide 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 & 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

Glean

Best for: Efficiently searching for and extracting insights from internal company documents — most relevant for marketing, HR, IT, engineering, sales, and support teams

Glean is an enterprise search and knowledge discovery tool for enterprise organizations. Founded in 2020 by a team of former Google engineers and industry veterans, Glean’s goal is to help teams more efficiently access and utilize their internal knowledge and data, ultimately improving productivity and knowledge sharing within the organization.

As an enterprise search platform, Glean enables organizations to search across various data sources within their internal systems — including documents, emails, databases, collaboration tools, and more. Customers refer to Glean as “Google for the internal workspace,” citing the powerful and customizable search functionality that helps find any topic, project, or technology at work.

In 2023, Glean launched a new suite of generative AI tools — based on their proprietary knowledge model — aiming to improve the accuracy and security of enterprise data and content, as well as enhance productivity and collaboration among teams.

Unlike Hebbia, Glean’s AI is not designed for complex reasoning or multi-document analysis, nor is it built for legal teams. But Glean is much more equipped for enterprise-wide search and helping professionals quickly find information across internal systems than Hebbia.

Glean includes the following key features:

Glean Assistant

This is a digital workplace assistant that can be used for engineering, sales, support, and other queries — pulling answers directly from internal company resources. It integrates with platforms like Slack, Zoom, and Microsoft Teams, allowing it to answer questions posed in those channels.

AI Answers

This is an NLP-based feature that draws from various sources of content, context, and permissions within an organization’s knowledge base to provide a single, concise answer to any query. It’s designed to respect user permissions and data governance rules.

Glean Agents

Glean offers the ability to build and manage AI agents that can proactively engage in everyday tasks and workflows — enhancing productivity and AI adoption within the enterprise.

Company Knowledge and Context

For each company, Glean creates an enterprise knowledge graph, which understands all the content, people, and activity in an organization, as well as how each piece of information relates to one another. This allows Glean to understand each organization’s unique internal language and the specific collaborative relationships between workers. This is also how Glean’s expert detection feature works, wherein they identify and connect users with subject matter experts within their own organization, based on Glean’s analysis of content, activity, and relationships.

Permissions and Data Governance

Glean is committed to complying with all real-time enterprise data permissions and governance rules. This means the platform ensures that each user only has access to information they are allowed to access.

Full Referenceability

Unlike models operating in black-box environments, Glean prioritizes transparency, ensuring that users always know exactly where each piece of information is coming from, as well as who is responsible for it.

Integration Capabilities

Glean integrates with over 100 applications, including Slack, Box, Google Drive, OneDrive, SharePoint, Microsoft Teams, Zoom, and GitHub — facilitating seamless connectivity across various platforms.

Related Reading: AlphaSense vs. Glean

Best Enterprise Search Software (Buyer’s Guide)

Glean Pros:

• Strong tool for searching and discovering any internal company information
• Powerful search functionality, though limited filtering capabilities
• GenAI features that make search faster, easier, and more precise
• Includes guardrails to protect against AI hallucination
• Will cite and link to all source documents
• User-friendly and intuitive interface
• Great collaboration and knowledge-sharing features
• Continuously evolving and adding new features
• Offers 100+ integrations, including with Slack, Box, Google Drive, OneDrive, and Sharepoint
• Robust compliance and end-to-end data security

Glean Cons:

• Limited to only internal content; no premium external content sets available
• Relatively new in the market; product is still developing and learning
• Not built for market research workflows
• Search capabilities are limited in terms of phrase matching and keyword proximity
• Relevance score can be inaccurate, leading to sifting through irrelevant search results
• Limited customization options, which may not be ideal for teams with unique needs
• No ability to set up customizable alerts
• Lack of transparency around how the genAI model interprets and handles queries

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Guru

Best for: Creating a centralized library of all company processes and knowledge

Guru is an AI-powered enterprise search tool that integrates seamlessly into existing workflows. Customers appreciate Guru for centralizing all company knowledge in one place, helping with new hire onboarding, ensuring alignment across the organization, and facilitating better cross-functional collaboration.

Guru and Hebbia both aim to reduce friction in accessing internal knowledge via AI-powered search. But unlike Hebbia, Guru is not meant for deep analysis workflows, nor diligence and synthesis. Instead, it’s ideal for surfacing institutional knowledge quickly — with minimal setup and strong integrations.

Guru provides the following key features to companies that use a multi-tool stack, and particularly those who use Slack as their chat tool:

Integration with Existing Sources

This allows companies to combine existing data, documents, and conversations into a single powerful search engine. Guru provides immediate answers within the current workspace by pulling information from various sources. That way, employees can get answers without having to leave their browser, Teams, Slack, or the Guru app.

AI Capabilities

Guru’s NLP-based search interprets queries and understands your search intent, eliminating the need for keyword-based or exact-match text searches.

Workflow Optimization

Guru’s search feature is optimized for diverse work environments, including integration with Slack. When asking questions in Slack, Guru will automatically suggest answers from reliable knowledge sources to help workers increase productivity and efficiency.

Guru Pros:

• Works well as a library for a company’s processes, knowledge, and useful information
• Integrates seamlessly with tools like Slack and Zendesk
• Integrations make it easy to find and create content

Guru Cons:

• No premium, proprietary content sets
• Not designed for external market intelligence
• Not designed for deep document analysis
• The trial version is limited in some access features
• The search functionality is not very intuitive and requires knowing exactly what you are looking for

Blueflame

Best for: Bringing genAI workflows to alternative investments

Blueflame is a genAI platform tailored for private markets and alternative investment workflows. The platform offers intelligent document processing, enterprise search, no-code workflow automations, and natural language capabilities — built specifically for private equity, venture capital, hedge funds, and private credit workflows.

While Blueflame is a great tool for fundraising and investor relationship workflows, it does not work well as a holistic and comprehensive market intelligence tool. Those looking for portfolio management or valuation analysis will need to supplement with an additional platform. Additionally, Blueflame does not support corporate or consulting workflows at all, and is limited in its support of investment management workflows beyond alternative investments.

Blueflame and Hebbia are both agentic AI platforms, which incorporate multi-step workflows that automate reasoning across documents. Both tools support enterprise-grade workflows like document ingestion, analysis, and insight extraction. However, Blueflame is much more limited in the industries and use cases it serves.

Related Reading: AlphaSense vs. Blueflame

Blueflame incorporates the following features:

AI-Powered Enterprise Search

Blueflame incorporates unified natural-language search across CRMs, DMS platforms, deal pipelines, external market data, messaging tools, and more. Blueflame also provides read/write access into existing systems via connectors for Salesforce, DealCloud, PitchBook, Microsoft 365, Slack, Teams, iManage, Dropbox, S&P Capital IQ, Perplexity, and more.

No-Code Workflow Automations (Blueprints)

Blueflame offers pre-built AI workflows for common tasks, such as due diligence, memo creation, reporting, compliance, and more. With the help of AI, users can easily generate inputs, route documents, notify stakeholders, and push updates to systems (like DealCloud or Salesforce).

Instant Document Intelligence

Blueflame uses its AI layer to automatically summarize CIMs, board decks, earnings calls, and analyst notes. It can also extract and structure data from NDAs, LPAs, and purchase agreements. Finally, Blueflame can generate drafts of IC memos, intro notes, or LP updates from raw input. In this way, Blueflame accelerates the pace of alternative investment research and helps teams easily navigate unstructured data and repetitive documents.

Enterprise-Grade Security

Blueflame abides by enterprise-grade privacy and legal requirements. It is hosted securely on AWS, is SOC 2 Type II certified, and offers SSO/MFA, role-based access, and data-residency controls. Blueflame automations are LLM-agnostic and can leverage OpenAI, Anthropic, Cohere, or other models under the hood.

Task Management

Blueflame has a task management tool for easily tracking deals and collaborating, though users need to fill the templates themselves.

Deep Research

Blueflame has recently integrated Deep Research capabilities from the Perplexity platform for more comprehensive, accurate, and citable insights.

Nexus

A powerful add-on to Blueflame’s platform, Nexus takes unstructured data and turns it into a structured, actionable knowledge base — which is useful for deal teams, allocators, and ops professionals. Blueflame also enables natural language search across the newly structured dataset. The dataset is also designed to compare extracted data across dimensions, such as sectors, document types, or timeline trends.

Integrations

Blueflame incorporates a variety of integrations and has recently implemented Model Context Protocol (MCP) to improve integration capabilities. Some integrations offered include Box, Dropbox, Google, HubSpot, Perplexity, PitchBook, Slack, Salesforce, S&P Capital IQ, Verity, Teams, and more.

Blueflame Pros:

• One of few AI tools that works specifically for alternative investments
• Includes dashboard that tracks every step of a new investment
• Includes task management tool to track deals and collaborate
• Bidirectional integrations with CRM, RMS, Microsoft 365, and many other systems

Blueflame Cons:

• Focused on only one dimension of the workflow
• Limited to fundraising and investor relationship workflows; not a holistic solution
• Users need to fill templates themselves; no automation options
• No premium or proprietary external content sets
• Specific to private equity and alternative investment space; limited use cases beyond
• Uses other vendors for API
• Currently obtains information from public data sources only; no premium, proprietary content sets

Unleash

Best for: Breaking through informational silos to make knowledge truly discoverable

Unleash is a cloud-based enterprise search platform that allows you to search across all of your organization’s apps and knowledge library and find all the information — emails, receipts, images, records, and anything else — in one place. Unleash uses the power of AI and semantic search to understand your search intent and any synonyms of your query, to deliver the most precise and relevant insights.

Like Hebbia, Unleash uses the power of AI and semantic search to help users find answers in internal knowledge faster and more effectively. However, where Hebbia focuses more on synthesis and analysis of internal documents, Unleash excels in discovery and retrieval across knowledge systems.

Unleash includes the following key features:

Workplace Search

This feature gives every team instant access to the resources they need to get their job done. The AI-driven search and LLM technology help ensure you get the right answers, quickly and hassle-free. Enhanced filters also allow you to easily refine your search for more accuracy.

Collections

This is an organizational feature that allows teams to sort internal knowledge into collections within an information hub. This combats information overload and makes it easy to find relevant information quickly.

AI-Powered Bot

This chatbot can be integrated into Slack, Teams, Zendesk, and more to empower your team with instant automated answers sourced directly from your company’s knowledge base.

Go Links

Unleash helps with link management by turning long and complicated URLs into short and sweet go links, helping with information management, sharing, and retrieval.

Unleash Pros:

• Uses AI and semantic search to understand related keywords and synonyms
• Seamlessly integrates with company portals
• Meets the highest industry standards for enterprise-grade data protection and security
• Easy to install, configure, and use

Unleash Cons:

• No premium, proprietary content sets
• Some limitations when using company’s infrastructure instead of their cloud
• Struggles with surfacing relevant insights when information is fragmented across sources

How to Choose an Alternative to Hebbia

Hebbia is a useful AI-powered tool for indexing internal content, such as PDFs, powerpoints, spreadsheets, transcripts, as well as some publicly available external documents, such as earnings transcripts and news sources. It works well for certain financial services institutions and law firms, though it falls short for corporations. Hebbia is also not the right choice for teams looking for comprehensive and holistic market intelligence, nor is it ideal for lightweight, company-wide internal knowledge discovery.

If you are looking for an alternative to Hebbia, consider the following criteria in your search:

• Data coverage: Does your chosen platform offer access to multiple insights, perspectives, and data points? Some platforms come with premium content sets like broker research and expert calls, while others allow users to upload external content themselves. Still others have no external content sets whatsoever and focus exclusively on internal search and knowledge discovery. Choose an option that serves your intelligence purposes and offers comprehensive features that will keep you informed and enhance your strategy.
• Pricing: Does your chosen tool fit within your budgetary restrictions? Some tools are more expensive than others, even with exceptional features. Choose a platform that meets your budget or offers maximum value for less.
• Collaboration and workflow features: Some platforms come equipped with features that streamline collaboration and data sharing, leading to productivity gains. Some have customizable tools that automate workflows and increase efficiency. Ensure that the platform you select has tools that will make your work easier and faster, without sacrificing on quality.
• Security and compliance: Not every tool is built for enterprise security. It’s important that you ensure your chosen tool meets all the highest security and compliance standards, particularly if it will be handling sensitive data.
• User interface and user experience: A market intelligence platform should streamline your workflow and enhance your research process. Make sure that the solution you select is truly benefiting you, whether by saving time, increasing confidence, widening the breadth of your research, or all of the above.
• Additional features: Each platform comes equipped with a unique set of features that are designed to make your job easier. Consider which features are most paramount to your process and workflow — do you need proprietary content sets, smart search functionality, generative AI, sentiment analysis? Make sure the platform you choose supports your unique business needs.

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