Portfolio

Platform · 2026

Target Intelligence

A market research tool that collects public web pages only from targets a person has approved, follows crawling rules, and turns the results into reports with sources.

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Target Intelligence workspace login page

About the project

Target Intelligence is a tool HankyeulLab built for its own market research. Given a research goal, the AI organizes the scope and suggests targets, but collection only starts after a person approves each target one by one.

While collecting, it checks robots.txt on every request, waits two seconds between requests to the same site and caps the number of pages per site. Sentences in the report carry their sources, and items without evidence are left blank rather than made up.

Operated by
HankyeulLab (in-house)
Project type
  • Data Collection & Reports
  • Admin Dashboard
Our role
Planning, Development, Operations

Collect only what is approved, report with sources

  • Framing the question

    From a written research goal, the AI sets the objective, scope and period and asks back when something is unclear.

  • Suggested targets, human approval

    Suggested targets are added with collection switched off. A person approves them one at a time and records a reason when excluding one.

  • Check before collecting

    Before a run starts, the tool lists the sites it will visit and the expected number of requests, and runs only after confirmation.

  • Change detection

    When a page is collected again, changes to its title or main text are flagged.

  • Market entry scoring

    Ten criteria are scored from 1 to 5, and the overall score stays empty if any criterion lacks evidence.

  • Reports with sources

    Results become an HTML report in 25 sections, with source links and labels for estimates and items that need review.

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