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Creating a Research agent

The Research Agent allows you to enrich user or account profiles by sending requests in natural, human-like language - as if you were talking to a person. Based on your prompt, the agent returns st...

The Research Agent allows you to enrich user or account profiles by sending requests in natural, human-like language - as if you were talking to a person. Based on your prompt, the agent returns structured data that can be used to update existing attributes or create new ones for a selected user or account.

Creating a Research agent

Go to the Agents section and select "Create agent" -> "Research agent".

Next, choose the data type the agent will work with: User or Account.

In this guide, we’ll create a Research Agent for users , but the process is the same for accounts.

Once the agent is created, you’ll see the Research Agent editor. Below is a breakdown of the main sections:

  1. Question section. A single prompt the agent will process.

  2. Prompt. The content of your question. It should be written in clear, natural language.

  3. Output type. Choose an existing attribute or create a new one to store the agent's response.

  4. Attribute. The specific attribute that will be updated after the agent runs.

  5. Add a question. You can define multiple questions per agent. All questions will be executed in a single run.

  6. Test. Select a sample user or account to test the agent and ensure your prompt works as intended.

Apply Filters (Optional)

You can define which users or accounts the Research Agent should run for by applying filters. These filters can contain just attributes, so you can't apply filters based on user/account behaviour.

📘 Good to know

If a user doesn't match the filters defined in the Research Agent but reaches a journey step where the agent is used, the journey flow will end for that user at that point.

Once your agent is created and tested, you can start using it in your journeys to dynamically enrich user or account data!

Research agent templates

Research agentDescription
Recent 10-KFinds whether a company files a 10-K or 20-F and retrieves the latest filing.
Public PricingSummarizes pricing tiers trials and usage or overage details.
Main InvestorsLists key investors and the latest funding round.
Is SaaS Company?Determines if the company delivers software primarily as a cloud-hosted service.
Is B2B Company?Confirms whether the company mainly sells to businesses.
Free PlanChecks if a free plan exists and notes key limits.
Free TrialVerifies if a time-boxed trial exists and its terms.
Is PLG Company?Assesses whether the company shows PLG characteristics.
Public CompanyChecks if the company is publicly traded and provides ticker/exchange.
Main CustomersIdentifies notable customers backed by official references.
Main CompetitorsLists close competitors with short rationale.
Products OfferedSummarizes the company's main products or modules.
How Do They Make MoneyDescribes the company's revenue model.
New Products or ServicesNotes major product or service launches in the past 12 months.
Latest NewsSummarizes significant news from the last 6-12 months.
Customer TestimonialsExtracts short attributed customer quotes.
Case StudiesLists top case studies with key outcomes.
Is Hiring?Determines if the company is hiring and the approximate number of roles.
Is Hiring ExecsChecks for open executive-level roles.
Published Content & ArticlesProfiles a persona's publishing topics and cadence.
Speaking EngagementsMaps a persona's speaking topics event tiers and audiences.
Social EngagementProfiles social reach posting cadence and content mix.
Business PartnershipsSummarizes public partnerships and the users partnership role.

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