By the end of this guide you will have a short market research report: a clear question, evidence gathered from online conversation and web sources, the main themes and trends, and a recommendation you can defend. AI does the heavy lifting on collection and summarising. You decide what to ask and which findings to trust.
To do market research with AI, you pick tools for the kind of evidence you need: consumer conversation, written web research, or structured data pulled from pages. This guide compares five tools from our Research and search category and nearby marketing tools, using only what each listing states.
Key takeaways
- Define the decision first, then collect evidence with the right tool: social listening for consumer opinion, a research agent for written reports, a scraping API for structured data.
- The main decision is how much you want to run yourself. GPT Researcher is open source and self-hosted, Brandwatch and Kare AI are sold through sales teams, and Holo and ScrapeGraphAI list plans on their pricing pages.
- AI findings are not a survey. They show what is online, which may not reflect your customers. Check sources and sample before you act.
- Collect only public data, respect each site's terms, and follow privacy rules when you handle personal information.
What you need before you start
- A decision to inform. For example whether to enter a market, price a product or choose a message.
- A target audience. Who you want to understand, in a sentence.
- A list of questions. Three to seven things you need to learn.
- A place for notes. A spreadsheet or document with sources and dates.
- Time. A first pass takes a day or two. A thorough study takes longer.
- Difficulty. Moderate. Self-hosted or API tools need some technical skill.
Which kind of AI tool fits this job
Pick by the type of evidence you need.
Social listening and consumer insight. Brandwatch searches a large archive of public posts, news, forums, blogs and review sites, segments results with categories and rules, and analyses sentiment, key topics, demographics, entities and images on dashboards. Prices are not published, so you request a quote.
Research agents that write reports. GPT Researcher is open source. It splits a question into sub-questions, searches in parallel, reads more than 20 sources, and writes a report with citations. It can also research your own PDFs and spreadsheets. Kare AI sells agents as a managed service. Its Analyst AI product monitors markets, competitors and named accounts and sends cited signals to your inbox, Slack or CRM.
Structured data from web pages. ScrapeGraphAI is a web scraping API and open source library. You describe what you want in plain language and get JSON back, and it can crawl a site or monitor pages for changes.
Trend tracking inside a marketing tool. Holo creates ads, social posts, emails and blog content in your brand voice, and its offering includes competitor tracking and trend analysis.
Step 1: Define the decision and the questions
You end this step with a research brief that fits on half a page.
- Write the decision the research will inform.
- List three to seven questions, such as who the buyers are, what they complain about and who else serves them.
- Define the market: region, segment and time frame.
- Decide what evidence would change your mind.
Check it worked by confirming that each question would affect the decision.
Step 2: Choose your sources and tools
Match each question to a source of evidence.
- For opinions and sentiment, plan to use social listening such as Brandwatch.
- For overviews, reports and competitor pages, plan a research run with GPT Researcher or a managed service such as Kare AI.
- For prices, product lists or reviews on web pages, plan a scrape with ScrapeGraphAI.
- Check the comparison table below for plan limits and setup effort.
Check it worked by having each question assigned to at least one source.
Step 3: Gather background with a research agent
Start with an overview so you know what to look for in the data.
- Pose a specific question to GPT Researcher, such as "How is the market for this product category segmented, and who are the main suppliers?"
- Use deep research mode if you want it to branch into follow-up questions.
- Point it at your own PDFs or spreadsheets if you have internal data.
- Note that GPT Researcher needs Python, an LLM API key and a search API key, and that output quality depends on the model and search provider you configure.
Check it worked by having a cited report whose main claims you can trace to links.
Step 4: Listen to what consumers are saying
Online conversation shows language, concerns and trends.
- In Brandwatch, search for your product category, brand names and the problems your product solves.
- Segment results with categories and rules, then look at sentiment, key topics and demographics on a dashboard.
- Use image analysis if visual content matters, since the tool detects objects, scenes and logos.
- Save example posts that illustrate each theme, with dates.
Check it worked by being able to name the three or four most common themes and show real examples.
Step 5: Collect structured data from the web
Numbers beat impressions when you compare products, prices or features.
- List the pages you want, such as competitor pricing pages or product listings.
- Check each site's terms of use and robots rules before scraping. The tools cannot decide what is permitted for you.
- In ScrapeGraphAI, describe the data you want in plain language and have it return JSON. Its crawl endpoint follows links across a site, and the monitor endpoint watches pages for changes and sends webhook alerts.
- Put the results in a spreadsheet and check a sample by hand.
Check it worked by comparing five rows of output with the original pages.
Step 6: Analyse and spot trends
Combine the sources and look for patterns.
- Compare what the report says with what consumers say. Note where they agree and where they do not.
- Look for changes over time, such as new complaints or a rising topic.
- Use Holo's trend analysis and competitor tracking if you want these views alongside content planning, and remember it is a marketing tool rather than a research instrument.
- Write down the three strongest findings and the evidence for each.
Check it worked by testing each finding: does at least one independent source support it?
Step 7: Validate and write the report
Findings from the internet are a starting point, not proof.
- Fact-check key numbers against primary sources.
- State the limits of your evidence, including who is not represented in online conversation.
- Recommend one or two actions, and what you would test next, such as a survey or customer interviews.
- Have a colleague challenge the conclusions before you share them.
Check it worked by having a report that says what you know, what you do not, and what you suggest doing.
Tools for this job compared
| Tool | Good fit for | Pricing | Stated limits |
|---|---|---|---|
| Brandwatch | Social listening and consumer insight for brand, PR and research teams | Contact sales | Prices not published; some social features vary by package and region |
| GPT Researcher | Cited research reports you host yourself | Open source | Needs Python, an LLM key and a search key; users must fact-check reports; no first-party hosted service |
| ScrapeGraphAI | Structured data from web pages | Freemium, paid from $20/mo (checked 24 Oct 2026) | Free plan includes 500 credits and 10 requests per minute; proxy rotation on Growth and above |
| Kare AI | Managed market and account monitoring | Contact sales | No public rate card; delivered as a managed service rather than self-serve software |
| Holo | Marketing content with competitor and trend tracking | Paid | No free trial; a creation costs 2 credits; some features limited to the Scale plan |
Prices and plan limits change, so confirm the current terms on each vendor's site before you subscribe.
Common mistakes to avoid
- Treating online chatter as a representative sample. Social posts come from people who post, not from all your customers. Fix it by stating the limits and confirming key findings with a survey or interviews.
- Skipping fact-checks on AI reports. GPT Researcher's own listing says users are responsible for fact-checking its cited reports. Fix it by opening the sources behind each important claim.
- Scraping without checking the rules. Sites have terms of use, and personal data brings legal duties. Fix it by reading terms, collecting only public business data, and taking advice if unsure.
- Starting with a tool rather than a question. It leads to a pile of data with no decision attached. Fix it by writing the decision and the questions first.
- Underestimating setup. Self-hosted tools need technical work, and enterprise tools need a sales process. Fix it by checking setup requirements before you commit to a timeline.
How we put this together
This is an evidence-based guide built from each tool's listing in our directory, which is compiled from the vendor's own site and pricing page. It is not a review based on using the tools. We don't rank tools, and nobody paid to be included. Some outbound links may be affiliate links; see our disclosure.
Frequently asked questions
Is there a free way to do market research with AI?
Partly. GPT Researcher is free open source software, though you pay for the LLM and search APIs you configure. ScrapeGraphAI has a Free plan with 500 credits. Brandwatch does not publish prices, so you get a quote from its sales team.
Can AI replace surveys and interviews?
No. AI can summarise what is published online and extract data from pages, but it cannot tell you what your specific customers think. Use it to prepare and to find hypotheses, then validate with surveys or interviews.
How long does market research with AI take?
It depends on the scope, and these listings don't give a time for a full study. GPT Researcher's listing says a deep research run typically takes 30 to 60 seconds per query, but reading, checking and writing up take most of the time.
Is it legal to scrape websites for market research?
It depends on the site's terms, your location and what data you collect. Check each site's terms, avoid personal data unless you have a lawful basis, and take legal advice for anything commercial or large scale.
Which tool can track competitors for me?
Several can, and we don't rank them. Kare AI's Analyst AI monitors competitors and named accounts, ScrapeGraphAI can monitor pages for changes, and Holo lists competitor tracking. Pick based on whether you want a managed service, an API or a marketing tool.
Compare more options in our Research and search category. For a closer look at rivals, see how to do competitor analysis with AI.
