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Practical research examples

Copy focused questions, select output types and test a representative sample.

Use these patterns with typed enrichment. Each item supplies known facts in input and one question. They are task examples, not pre-verified results.

GoalUseful inputQuestionOutput
Careers URLCompany name and websiteFind the official careers page for this company.{"type":"url"}
Hiring signalCompany name, website and roleDoes the company currently advertise an open software engineering role?{"type":"checkbox"}
Professional profilePerson name, company and websiteFind the professional LinkedIn profile of this person at this company.{"type":"url"}
Contact detailProfessional profile URLFind this person's work email, not a general company inbox.{"type":"email"}
Country classificationCompany and official websiteIn which of these countries is the headquarters?{"type":"text","enum":["Germany","Austria","Switzerland"]}
CountCompany website and a clear definitionHow many office locations are listed on the official contact page?{"type":"number","integer":true,"minimum":0}

For hiring questions, false means a negative answer, not an absent result. If the evidence does not establish the answer, it should remain unknown. An allowed-value list restricts format; it does not justify choosing a country when none fits.

Build a useful pilot

Select a few representative inputs, including an ambiguous name and a case where you expect no result. Review entity identity, sources, answer type and actual cost. A well-known company alone is not a representative quality benchmark.

Once the pilot meets your needs, send larger batches. Keep the same question and output definition when comparing runs. Changes to the question, available inputs or source freshness can change the answer.

Use the catalog for fixed operations

If you need an existing platform operation such as a job search or web search, first look for it in the Catalog. A direct call avoids an extra research-model decision when the tool and parameters already express the task. Use enrichment when a question requires interpreting or combining evidence.