Navigating today’s markets means filtering through an overwhelming flow of information and trying to pinpoint the insights that actually matter. The challenge isn’t access to data, but rather identifying timely, reliable intelligence that can directly inform strategy and drive performance.

Legacy expert network models often add friction with slow scheduling, costly markups, and fragmented workflows. At moments when accuracy and speed matter most, delays create real risk.

Modern expert network models were created to solve part of this problem with streamlined processes and fast-tracked AI technology. These networks quickly connect companies with subject-matter experts — from former executives to product engineers to customers themselves — who can provide firsthand perspectives on industries, companies, and trends.

With AlphaSense Expert Insights, this model has been redefined into a unified workflow — combining calls, transcripts, and AI-powered research to deliver insights continuously, not episodically.

These qualitative insights add depth to traditional quantitative research and are often used in investment due diligence, market landscaping, and strategic planning. By layering experiential knowledge from industry operators into data-driven research, professionals can shift their research approach from reactive to proactive.

Below, we explore the leading expert network providers in today’s market.

AlphaSense

Best for: Corporate, financial services, and consulting professionals who want more than just expert calls — combining qualitative insights with structured market intelligence and advanced AI search

AlphaSense is a leading enterprise-grade AI platform built for robust financial and market research. AlphaSense uses AI to turn a vast universe of financial and market data into structured, digestible, actionable insights. Features such as integrated workflow support and comprehensive monitoring and analysis tools enable users to take more confident, strategic action.

Consistently ranked as an industry leader by TrustRadius and G2, AlphaSense was also named for the second year in a row in Inc’s 2025 Best in Business list in the “Best AI Implementation” and “Best in Innovation” categories.

Key AlphaSense features include:

Curated, Premium Datasets

AlphaSense is the only tool that combines public and private financial data with expert call transcripts, broker research, and news in one place. By bringing together qualitative and quantitative insights, AlphaSense gives you the necessary context to make smarter and better informed decisions.

Premium External Market Insights

Our library of qualitative content includes:

• Wall Street Insights, a collection of equity research that features more than 1,700 broker sources, including Goldman Sachs, Morgan Stanley, Bank of America, and Citi
• Expert calls, which includes over 240,000 interviews with pre-qualified experts and the ability to conduct your own 1:1 calls with 70% cost savings compared with traditional expert networks. This also includes AI-led interviews with validated industry experts, which result in faster, more consistent, and more scalable insight extraction.
• Company documents and filings, including earnings transcripts, company presentations, SEC and global filings, ESG reports, and press releases
• Live transcripts that allow users to view past, current, and upcoming event transcripts in a calendar, as well as view transcripts of ongoing events in real time
• News, trade journals, and regulatory coverage

Company Perspectives

AlphaSense streamlines access to SEC filings, earnings and events transcripts, financial documents, and more. Users can easily search across multiple companies and SEC filings, as well as explore past filings, create models, and benchmark company performance, without needing to pull up individual filings to manually track a company’s metrics.

Internal Content Integration

Users can integrate and query their own internal content in AlphaSense alongside the premium external sources listed above. This includes:

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

Internal content is easily and securely integrated through our Ingestion API or enterprise-grade connectors, which support Egnyte, Microsoft 365/Sharepoint, Box, Google Drive, S3, and more. Our integration capabilities allow for more streamlined collaboration with members across your organization and improved 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.

Financial Data

AlphaSense provides access to the following crucial quantitative insights:

• Historical Financials & Estimates: Standardized statements and consensus data across 19,000+ public companies
• Sector-Specific KPIs: Detailed operating metrics sourced from institutional-grade Canalyst models
• Transaction Intelligence: Details on nearly 1 million M&A deals and 750,000 private funding rounds, enriched with AI-generated deal rationale and strategic context
• Dynamic Peer Sets: 125+ pre-built industry comparables with sector-specific metrics

Channel Checks

AlphaSense Channel Checks is a living channel intelligence system. Thousands of consistent conversations every month surface clean, comparable signals on demand and pricing from ground-level channel sources weeks before the market catches on. Our AI-led interviews surface demand trends, pricing movements, and competitive dynamics as they happen instead of in static postmortem reports.

AI-powered synthesis turns expert perspectives into actionable intelligence instantly, not over the course of weeks. You can simultaneously interrogate dozens of Channel Check interviews across peer sets to extract demand, inventory, and pricing insights in seconds. And with full transcript access, you can build conviction through source-level verification and defend investment recommendations with primary source evidence, eliminating the trust gap inherent in third-party research summaries.

AI Search and Summarization Technology

Our industry-leading generative AI tools are purpose-built to deliver business-grade insights, leaning on 10+ years of AI tech development. Our suite of tools currently includes:

Generative Search

Generative Search is a conversational search experience that allows users to ask natural-language questions and source intelligence at scale from across premium external content, internal knowledge, and quantitative data sources. Each answer provides citations to the exact snippet of text from where the information was sourced, so that it can always be referenced back.

With Deep Research mode, users can automate the creation of in-depth analysis about companies, trends, or industry topics. The model conducts dozens of searches, parses through thousands of potentially relevant results, and reasons over all of it to produce comprehensive, detailed analysis about any topic — in a fraction of the time it would take a human.

You can also take Generative Search on the go with our mobile app, giving you access to instant answers, wherever you work.

Generative Grid

Generative Grid applies multiple genAI prompts to 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 clients to summarize documents using pre-built criteria to save time when executing repeatable workflows.

Smart Summaries

Every earnings transcript in AlphaSense features an AI-generated Smart Summary, which creates a tearsheet of key takeaways, analyst Q&A, and the most critical topics discussed in each call. AlphaSense users leverage Smart Summaries during earnings season to extract the most crucial insights from each call in just minutes, ensuring a comprehensive and timely view of key insights.

Sentiment Analysis

Sentiment Analysis, a natural language processing (NLP)-based feature, parses content and identifies nuances in language such as tone and subjective meaning. It then uses color coding to help users identify instances of positive, negative, and neutral sentiment throughout the document.

Integrated Workflows

The AlphaSense platform includes the following features that help research professionals conduct key workflows with greater speed and confidence:

• AlphaSense Excel Add-In: Excel tool with custom formulas and simple syntax, analysis templates, and pre-built Industry Comps to quickly get you up and running.
• Canalyst Model Access: 4,500+ ready-to-use models with detailed financials, operating metrics, and segment breakdowns.
• Purpose-built automations: One-click agents that run full earnings workflows, from in-depth call analysis to tracking a company’s self-reported guidance to extracting key themes from analyst Q&As.
• Domain-Specific AI: Unlike generic AI tools, our AI is trained and benchmarked to understand sector dynamics, valuation methodologies, and market context just like an analyst would.

Monitoring, Analysis, and Collaboration Tools

AlphaSense is designed to help users uncover insights faster with the following tools:

• 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 return data without reading through pages of documents.
• Snippet Explorer allows you to effortlessly assess any topic or theme and all its historical mentions in a single view.
• A mobile app that lets you track real-time alerts and run AI searches on the go, ensuring you never miss a critical insight.
• 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:

• Extensive content database that spans key market perspectives, including broker research, expert calls, company documents, news, and regulatory sites
• Extensive quantitative insights and financial data workflow and analysis tools
• 14+ years of investment in AI
• AI and genAI tools that users can apply to integrated internal content alongside platform content
• 4,500+ 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 real-time alerts
• All-in-one research platform
• User-friendly interface
• Internal note-taking, sharing, and collaboration features
• Support for APIs and integrations
• Supports enterprise-level organizations and teams
• A mobile app designed for on-the-go workflows, providing access to our full content library, generative search, and alerts
• Excellent customer support team, including 24/7 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

Gerson Lehrman Group (GLG)

Best for: Professionals and organizations primarily focused on qualitative, one-on-one expert consultations at scale

GLG is one of the longest-standing players in the expert network industry, founded in 1998. Today, it offers a network of more than 1.2 million vetted professionals spanning industries, geographies, and seniority levels. GLG’s client base includes financial institutions, consulting firms, life sciences organizations, technology companies, and large enterprises.

White it provides scale and depth, GLG primarily supports qualitative research through expert calls. For clients looking for additional qualitative insights — such as those found in broker research, news, or company documents, or those looking for more quantitative insights, or advanced AI-powered workflows, a supplementary platform to GLG would be necessary.

Related Reading:

AlphaSense vs GLG

GLG Alternatives & Competitors

GLG offers the following features:

GLG Member Interactions

GLG Member Interactions connects you with experts for one-on-one sessions across specific topics, businesses, or industries. This service offers private meetings, placements, or expert witness services.

GLG Library

A subscription service to GLG Library grants you access to event transcripts and on-demand video replays. This service utilizes AI-powered interactive tools for insight generation through its AI Assistant, which users can chat with to extract insights from content.

GLG Integrated Insights

GLG Integrated Insights allows mid-sized and large businesses to outsource all research to GLG. The service packages detailed quantitative and qualitative research via market assessments, company research studies, and competitive landscape analyses to ensure a well-rounded outlook for consumers.

GLG Surveys

GLG Surveys helps you meet your research objectives by delivering a full spectrum of insights from the world’s most diverse source of first-hand B2B expertise.

GLG Events

GLG Events connects you with live and on-demand content that will augment your research journey, including conversations with experts and industry peers on trends, professional development, and company-specific exploration.

GLG Qualitative

GLG Qualitative provides you with in-person or virtual focus groups, workshops, discussion panels, moderated calls, or other insight-gathering experiences with Network Members.

myGLG Client Portal

GLG has recently released a new digital client interface and project hub where you can:

• Easily search and discover GLG experts directly within the network
• Launch and manage expert projects — from initiating calls to tracking schedules
• Centralize and manage your project workflows, from call planning to team collaboration to post-call next steps
• Extract insights from completed calls with built-in analytics and synthesis tools

Some of the advanced synthesis and search capabilities may only be available to a subset of GLG users.

GLG Pros:

• Access to over 1 million subject matter experts
• Serves multiple types of clients, including Fortune 100 companies, law firms, investment firms, and more
• Offers both qualitative and quantitative insights beyond just expert calls
• Provides a massive library of expert calls and transcripts
• Robust compliance framework

GLG Cons:

• No broker research
• No access to earnings transcripts, company filings, press releases, or real-time market news
• No in-depth fundamental data or historical financials
• Content is restricted to expert calls and conventional qualitative and quantitative research findings

Third Bridge

Best for: Investment professionals who want both custom expert calls and access to a strong transcript subscription product — without quantitative insights or AI capabilities

Third Bridge is a private research firm that offers unique insights and analysis to asset managers, corporations, and consultants.

Third Bridge uses primary research techniques — including interviews with industry experts and professionals — to gather information on various companies, industries, and topics. These insights help investors make better decisions, assess market opportunities, and develop business strategies.

However, Third Bridge lacks certain qualitative content sets necessary for full-scale market research, such as broker research, company documents, and news. The platform is also lacking AI search capabilities, which are key for accurate and comprehensive market intelligence. For organizations that need both qualitative insights and a richer mix of quantitative data, company fundamentals, and advanced AI analysis, AlphaSense is a better option.

Third Bridge offers the following features:

Forum

This archive contains analyst-led investigative interviews to give global industry knowledge and full sector insights. Its library has over 60,000 transcripts and conducts over 10,000 interviews annually.

Maps

Third Bridge keeps track of public and private company value chains to help users speed up their early research. It uses a proprietary market research model to rank, filter and prioritize companies to enable investors to make decisions fast.

Connections

Third Bridge connects clients to relevant experts through a global network, leveraging thorough pre-qualification processes and a compliance framework.

Primers and Tearsheets

Third Bridge provides fundamental information on privately held companies, enabling quick knowledge-building during early-stage research.

Surveys

Surveys empower clients to source large volumes of high-quality insights and to validate their hypotheses with ease. Third Bridge provides responses from hard-to-find experts across all major sectors, pre-screened to meet clients’ project-specific needs.

Advisory Solutions

Third Bridge Advisory Solutions facilitates high-quality deal collaborations between top-tier industry advisors and leading PE firms. Third Bridge helps private equity teams gain an edge by carefully identifying and sourcing bespoke senior advisors with high-impact potential to lend their expertise across the entire deal cycle.

Third Bridge Pros:

• Over 60,000 call transcripts in the Third Bridge Forum library
• Enables clients to conduct one-on-one interviews with pre-qualified experts
• Uses a proprietary company ranking model
• Extensive network of experts across various industries

Third Bridge Cons:

• Cannot upload internal content
• Lacks broker research, company documents, and news for holistic market research
• No quantitative data, such as company fundamentals and financial data
• No advanced AI-powered smart search or sentiment analysis

AlphaSights

Best for: Deal teams and consultants who need fast, curated expert matches and exclusively qualitative insights under tight deadlines

AlphaSights is a leading global expert network that connects businesses with industry experts to provide insights and advice for strategic decision-making. AlphaSights provides its clients with information services that help them make better business decisions and deliver outstanding results.

The AlphaSights network of experts is suitable for investment bankers, private investment firms, mutual funds, management consulting firms, corporations, and non-government organizations. The platform combines expert network coverage, technology, and compliance to provide business intelligence and analysis to its clients.

AlphaSights is primarily geared towards qualitative insights, which may not meet the needs of teams that require detailed quantitative analysis and data-driven decision-making. The platform also lacks certain critical qualitative content sets, such as broker research, company documents, and news. Additionally, AlphaSights has no AI-powered search capabilities or sentiment analysis, which makes it insufficient for conducting full-scale market or investment research. Organizations that require broad quantitative datasets, automated insights, or deeper company-level intelligence may find platforms like AlphaSense more suited to their needs.

AlphaSights includes the following key features:

Expert Consultations

AlphaSights provides access to pre-qualified industry experts for video or in-person sessions. Experts are typically sourced and scheduled within 24–48 hours, depending on complexity.

Content Library

AlphaSights features a searchable archive of previously conducted expert interviews, transcripts, and insights — allowing clients to access curated intelligence on demand.

Surveys and Custom Insights Projects

Clients can request quantitative surveys or qualitative insight collection across specific expert audiences. This is especially useful for hypothesis testing, market validation, or structured data gathering efforts from a targeted group of experts.

AI-Powered Tools

AlphaSights introduced several AI tools in 2024 to summarize expert calls, synthesize briefs, and generate project briefs automatically.

Customizable Workflow Tools

AlphaSights features a centralized dashboard for managing expert consultations, recordings, transcripts, and collaborative team efforts. There are also scheduling, tagging, and categorization tools for streamlining the research process, as well as real-time notifications for tracking work progress.

AlphaSights Pros:

• Large network of industry specialists
• Serves multiple industries and business functions
• Offers expert calls and consultations
• Incorporates customizable workflow tools for productivity and collaboration
• Incorporates some AI tools

AlphaSights Cons:

• Limited to qualitative data
• No advanced AI-powered smart search or sentiment analysis
• No broker research, company documents, or news
• Cannot upload internal content
• Scheduling process for expert consultations can be time-consuming

Related Reading: AlphaSights vs Third Bridge

Top AlphaSights Alternatives

AlphaSense vs AlphaSights

Guidepoint

Best for: Organizations seeking a balance of expert access, surveys, and moderated research sessions at competitive pricing

Guidepoint is a leading expert network platform that provides expert consultations to business professionals seeking industry expertise and insights. Its global network of over 1 million industry experts offers valuable insights and advisory services to help its clients make more informed business decisions.

Guidepoint is ideal for organizations seeking expert insights and data-driven solutions for decision-making, as it provides expert consultations and access to a wide network of industry specialists. Guidepoint is primarily used by finance, consulting, and corporate strategy professionals who require expert opinions and insights for primary research to research markets.

While Guidepoint excels in providing direct access to industry experts, its focus on primary research through expert interactions can be limiting. The platform primarily offers qualitative insights, which might not be sufficient for users requiring a broader view of market trends. Guidepoint also lacks crucial secondary research capabilities, such as broker reports and real-time market data.

Finally, because the research process in Guidepoint relies heavily on human interaction with experts, the automation and AI features are more focused on streamlining workflows and identifying experts — but they are limited in terms of their ability to accelerate or enhance the research. Users needing qualitative datasets beyond expert transcripts, quantitative insights, and advanced AI search capabilities should consider an alternative platform.

Related Reading:

Guidepoint vs GLG (vs AlphaSense)

Guidepoint Alternatives and Competitors

Guidepoint offers the following features:

One-on-One Expert Consultations

Guidepoint arranges direct, confidential conversations between clients and prequalified experts from its vast network. These consultations can often be scheduled within hours, providing rapid access to specialized knowledge.

Global Expert Network

With over 1.4 million experts across more than 150 industries, Guidepoint facilitates over 1,000 interactions daily, serving a diverse clientele that includes institutional investors, multinational investment banks, consulting firms, corporations, and professional services.

Expert Surveys

Clients can gather insights from up to 100 experts through scalable surveys and comprehensive questionnaires, typically delivered within 36 hours.

Guidepoint Insights

This service offers moderated research sessions, including teleconferences, group meetings, and roundtables, focusing on essential topics and industry overviews. Users can also access audio and transcripts from these sessions in an online content library.

Guidepoint Qsight

For healthcare and medtech clients, Guidepoint offers Qsight, a data product built to complement its expert network. Qsight combines traditional research with proprietary datasets and survey panels to deliver recurring insights into procedure trends, purchasing behavior, and brand performance.

Sub-offerings include Qsight Tracker, which surveys physicians on a monthly basis, and Qsight Sales Measurement, which tracks point-of-sale data from aesthetics and MedTech practices.

Compliance Framework

Guidepoint ensures compliance and privacy through confidentiality agreements and strict protocols for all its expert consultations.

User-Friendly Tools

Guidepoint's platform offers user-friendly AI and automation tools for scheduling consultations, managing appointments, and accessing transcripts and audio recordings, enhancing the efficiency of research workflows.

Guidepoint Pros:

• Vast network of industry experts across various industries
• Provides quick access to relevant expertise, often within hours
• Offers tailored research services, allowing clients to receive insights specific to their needs
• Provides confidential consultations
• Offers various ways to connect with experts, including calls, surveys, and events
• User-friendly platform
• Ability to access expertise at any time, across different time zones

Guidepoint Cons:

• Limited quantitative research for comprehensive market intelligence
• Lack of crucial market research content, such as broker reports and real-time market data
• Quality and relevance of experts provided can vary
• Scheduling consultations can be time-consuming
• Research scope is limited to expert calls and consultations
• Expensive expert consultations are cost-prohibitive for businesses with limited budgets
• Relies heavily on human expertise and lacks automation and AI features for accelerating and enhancing market research

Frequently Asked Questions

Why do you need an expert network?

Expert networks provide clients access to various experts with specific, niche perspectives and expertise that cannot be found anywhere else. Rather than spending hours searching manually through published research, you can surface that same intel through expert networks in a fraction of the time — whether it be from a consultation with an expert or a content library. More importantly, the best expert networks implement rigorous compliance standards that limit the exchange of information, safeguarding both client and expert from potential risk.

Expert networks also provide a more cost-effective way for investors to access industry insights in a shorter turnaround. Rather than spending countless hours searching for a person to interview, you can use expert transcript libraries to streamline this process and deliver answers in a searchable format. When seeking out an expert network, look for depth of experience, both in the professionals helping you reach your research goals and the network that fuels its insights.

Who uses expert networks?

No longer just a powerful resource for the financial services space, expert calls provide valuable insights to corporate strategists and competitive intelligence professionals across industries, giving them a competitive advantage.

Knowledge professionals of every seniority level and role rely on expert networks to enable strategic decision-making. The industries using expert networks the most are: information technology, industrials, media, healthcare, pharmaceutical, biotech, energy, consulting, asset management, hedge funds, private equity, venture capital, investment banking, and sell-side equity research.

How do various industries benefit from expert networks?

​​Major industries leverage expert networks to evaluate market landscapes, understand various perspectives, and scout out trends worthy of investment. From financial services and consulting to life sciences and technology, professionals utilize expert insights to drive major financial and operational decisions that will impact their present and future performance — and consequently, keep them ahead of the competition.

How do you choose the right expert network for your needs?

If you’re questioning what to look for in an expert network, especially if it will be a long-term engagement, you need to outline your expectations and needs. Then, once you have a clear idea, use these questions below to help you decide what platform will give you the most ROI for your investment:

1. Do they have relevant experts specially vetted for your project or consultation needs?
2. Are their experts rooted in the subject or industry to ensure reliable insights?
3. Do they have a competitive pricing strategy in place?
4. Do they have a quick turnaround time to provide insights when needed?
5. What sort of support are you seeking from an expert network?
6. Do they have the kind of machine learning and AI functionalities that elevate and speed up research processes?

Try AlphaSense for Free

AlphaSense is redefining expert networks into Expert Insights — where trusted human voices meet AI speed and scale. With the largest transcript library, integrated call services, and proprietary AI tools, AlphaSense transforms research from episodic to continuous, helping you move from questions to conviction faster than ever.

AlphaSense takes a unique approach to market intelligence by unifying an unparalleled content universe of Expert Insights and financial data with an unmatched AI technology research stack. AlphaSense transforms expert networks into a far more powerful service: a centralized, proactive intelligence platform.

With AlphaSense, you gain access to experts and the ability to connect their perspectives to the data and market signals that drive real business outcomes. The result is faster, deeper, and more actionable intelligence that helps you cut through the noise, anticipate change, and act with confidence.

Start your free trial today.