Market intelligence platforms: buyer guide (October 2026)

The short answer

Pick by the question your team asks most often.

If the question is "what do analysts, filings and experts say about this market?", buy an AI search platform over licensed research, such as AlphaSense or Northern Light. If the question is "which private companies are in this space, and who funds them?", buy a private-company database, such as CB Insights or Tracxn. If the question is "what changed this week in 30 markets and 10 languages?", buy a monitoring platform with analyst services, such as Valona or Contify. If one person needs company profiles and a news feed, buy a self-serve tool such as Owler.

If you need both research and private-company data, buy one first. Add the second only after the first is used every week.

Why market intelligence platforms matter

Market entry, adjacency and acquisition decisions start with the same questions. How big is this market? Who is in it? Who is funding the challengers? What do customers and experts say is changing?

Without a platform, one analyst reads a broker note, another reads a startup list, a third reads the trade press. The board sees 3 partial pictures with no common source.

A market intelligence platform puts the evidence in one place, with citations. The decision it informs is concrete: whether to enter, partner, build or buy. The cost of a gap is also concrete. A team that misses a funded startup in its target market, or a regulatory change published in another language, leaves that risk out of the decision.

Who buys it

Corporate strategy, corporate development, market intelligence and innovation teams buy these platforms, usually at large companies. Investment, consulting and banking teams buy the research-heavy ones. Triggers include an annual planning cycle, a market entry or acquisition screen, a new head of strategy, and a push to replace several news, research and data subscriptions with one contract. Individual executives and small teams buy self-serve company profile tools.

Before you buy: what teams do without one

Without a platform, teams use analysts with Google, free filings, trade press, a few analyst subscriptions, and spreadsheets of companies. Some outsource desk research to a research firm or consultancy for each project.

That works for 1 or 2 market questions a quarter. Buying pays when several teams ask overlapping questions, when the same analyst subscriptions are bought by different departments, or when the work needs content that is not on the open web: broker research, expert call transcripts, paywalled trade press or verified private-company funding data. A general AI assistant can summarize public pages but cannot cite content you have not licensed.

What good looks like

Capability	What good looks like	Why it matters
Licensed content	A written list of paywalled sources, analyst research and transcripts, with the rights to search, summarize and cite each.	Open-web news is available to every vendor. Licensed content differs by vendor.
Private-company coverage	Profiles with funding rounds, investors and headcount, mapped to a market taxonomy you can filter and export.	Most challengers in a new market are private and absent from filings.
Cited AI answers	Every sentence in an AI summary links to the document and passage it came from.	Uncited AI answers cannot be checked before they reach a board paper.
Internal content	Your own research and decks searchable next to external content, under your existing permissions.	Teams repeat studies they already paid for when old work is not findable.
Monitoring and alerts	Saved searches on markets, companies and topics, with alerts and newsletters in the languages you need.	Annual planning cycles miss changes that happen between them.
Delivery into other tools	An API, Excel and PowerPoint add-ins, or an MCP server that feeds Copilot, ChatGPT or Claude.	Content inside one portal reaches only the people who log in to it.
Analyst support	Named analysts, a stated number of hours, and a turnaround time for custom requests.	Small teams may lack time to read and curate a raw feed.

How market intelligence platforms are built, and who sells each kind

Vendors in this category can take a labeled Spotlight slot on this guide. How Spotlight works

AI search over licensed research

One search and AI layer over licensed documents such as broker and analyst research, filings, earnings transcripts and expert calls, often with your internal files added. AlphaSense and Northern Light work this way.

Fits: Teams whose questions are answered by documents: research, filings and expert interviews.

AlphaSenseStrategy and investment teams that research markets through filings, broker research and expert call transcripts.
Northern Light SinglePointEnterprises that want licensed analyst research, news and their own primary research in one search.

Private-company and market databases

Structured profiles of millions of companies, with funding rounds, investors and a taxonomy of markets maintained by analysts. CB Insights and Tracxn work this way.

Fits: Teams scouting startups, mapping new markets or screening acquisition targets.

CB InsightsCorporate strategy, development and venture teams scouting private companies across tech markets.
TracxnCorporate development, M&A and innovation teams that screen private companies by sector.

Monitoring with analyst services

AI monitors news, websites and paywalled sources in many languages, and the vendor's analysts curate, summarize or write reports on top. Valona, Contify and Evalueserve work this way.

Fits: Global companies tracking many markets that want people, not only software, on the feed.

Valona IntelligenceManufacturing, chemicals, automotive and food companies that want multilingual monitoring plus industry analysts.
ContifyMarket intelligence teams that track many companies and topics across 117+ languages.
Evalueserve InsightsfirstEnterprises that want an intelligence platform run alongside a research team supplied by the vendor.

Self-serve company profiles

Company profiles, competitor lists and a daily news feed, bought online on a self-serve plan with a free tier. Owler works this way.

Fits: Individuals and small teams that need company basics and news, not research.

OwlerIndividuals and small teams that want company profiles and competitor news without a sales process.

How to choose

Documents or companies

Research platforms answer questions from documents. Company databases answer them from structured records. Decide which your team's questions need before comparing features.

Licensed content you would otherwise buy

List the analyst, broker, trade press and transcript sources each vendor licenses. Overlap with subscriptions you already hold is the main source of savings or waste.

How private companies are classified

Taxonomies differ. Ask how a company gets assigned to a market, who maintains the market maps, and how fast a new startup appears.

Human analysts

Some vendors include analysts who curate, summarize or write reports. Others sell software only.

Where answers reach people

Check API access, Office add-ins, Teams, and MCP connections to AI assistants.

Pricing unit

Seats, a platform fee, records accessed, or analyst hours. The unit decides what happens to cost when a second department joins.

How pricing works

Most vendors in this category sell annual contracts after a demo and do not publish prices. A few offer a free tier or a free trial to start, then sell paid plans online or through sales.

Research platforms sell per seat or enterprise-wide. Some charge a platform fee that does not grow with users. Company databases often price data feeds by volume of records accessed. Some monitoring vendors bundle analyst hours. Self-serve tools sell plans online.

Before comparing quotes, fix the inputs: users, departments, markets, languages, internal content volume, API use and analyst hours.

Model	How it works	Watch for
Per seat or enterprise license	Annual subscription priced by named users, or an enterprise-wide license for a whole organization.	The step from a team license to enterprise-wide, and which content packages each tier includes.
Platform fee	One annual fee for the platform, not tied to the number of users.	What the fee scales on instead: content sources, internal documents loaded or business units.
Data and API by volume	Feeds and API access priced by the number of companies or records accessed.	Overage terms and whether internal reuse or redistribution of the data is allowed.
Software plus analyst hours	Platform access bundled with a set amount of analyst time for research, reports and curation.	What happens to unused hours, and the hourly rate for work above the bundle.
Free tier and self-serve plans	A free plan with usage limits, then paid plans bought online.	Limits on profiles viewed, companies followed and exports in each tier.

Implementation

Write down the questionsList the 10 market questions the team answered last year and the sources used for each. Use them as the test set in every demo.
Audit current subscriptionsCollect every analyst, data and news subscription across departments. Mark which ones the new platform replaces and which it must connect to.
Run a scored trialGive 2 or 3 vendors the same questions for 2 to 4 weeks. Score answers on citations, coverage of private companies and time saved.
Connect and loadSet up single sign-on, load internal research where supported, and connect the tools people already use, such as Teams, Excel or an AI assistant.
Measure use before renewalTrack weekly active users and the decisions the platform informed. Cut seats or modules that nobody opens before the renewal date.

Confirm before you sign

A written list of licensed sources, with any that are add-ons marked as such.
The right to quote and cite licensed content in internal board and investment papers.
Coverage of private companies in your target markets, tested on 20 names you choose.
Languages covered, and whether alerts and summaries translate them.
How AI answers cite sources, and what happens when a source is outside your license.
Where internal content is stored, who can see it, and whether it trains any model.
Single sign-on and user provisioning.
API, Office add-in and AI assistant connections included, and any extra fees.
Analyst hours, turnaround times and who the analysts are, if services are included.
Price for adding users, departments or markets at renewal, fixed in the contract.
Export rights for saved searches, reports and data if you leave.

Questions to ask in a demo

Here are 3 market questions we answered last quarter. Answer them live and show the source of each sentence.
Which of the sources in that answer do we license through you, and which are open web?
Show us the 10 most recently funded private companies in our target market. How did they get classified into it?
How long after a startup announces a funding round does it appear in your data?
Load one of our internal research reports. Who at your company can see it, and is it used to train anything?
Show the same answer inside Teams, Excel or our AI assistant. What does each connection cost?
If analysts are included, who are they, how many hours do we get, and what is the turnaround on a custom request?
What is the pricing unit for us, and what would adding a second department cost at renewal?

Frequently asked questions

What is a market intelligence platform?

Software that collects and searches information about markets, companies and trends for strategy and planning teams. Products range from AI search over licensed research and filings, to databases of private companies and their funding, to monitoring services that track news in many languages with analyst support. Gartner evaluated the category for the first time in its Magic Quadrant for Competitive and Market Intelligence Platforms, published on April 21, 2026.

Market intelligence vs competitive intelligence platforms: what is the difference?

Competitive intelligence platforms track named rivals and often deliver battlecards to sales teams. Market intelligence platforms cover whole markets: size, trends, private challengers and regulation, for strategy and corporate development. Gartner covers both in one Magic Quadrant, and several vendors sell to both audiences. Ask who reads the output: sellers or planners.

How much does a market intelligence platform cost?

Most vendors in this guide do not publish prices and sell annual contracts after a demo. Some offer a free tier or trial first. The price depends on the pricing unit: seats or an enterprise license, a platform fee, records accessed through an API, or bundled analyst hours. Fix those inputs and get quotes from at least 3 vendors on the same terms.

What are the alternatives to AlphaSense?

For AI search over licensed research and internal content, Northern Light SinglePoint works the same way. For private-company and startup data, CB Insights and Tracxn are the usual comparisons. For multilingual news monitoring with analysts, look at Valona Intelligence, Contify or Evalueserve Insightsfirst. AlphaSense bought Tegus, an expert call transcript library, in July 2024, so expert transcripts are part of its offer.

Can ChatGPT or Perplexity replace a market intelligence platform?

Not for licensed content. A general assistant searches the open web. Vendors are now licensing content into assistants instead: in March 2026 CB Insights agreed to let Perplexity Pro and Max users cite a curated set of its research reports, and it sells deeper access through MCP or API. Valona offers an MCP server. Check whether a vendor can feed the assistant you already use.

Sources

Written by Stratrix editors from public sources and checked claim by claim by a second AI model against those sources. Vendors named in the editorial sections did not pay to be included. Spotlight listings are paid and labeled. Methodology and corrections

Market intelligence platforms: the 4 approaches and who each fits