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◎ CASE / 007AI AGENTKR2024◎ SHIPPED
Consulting FirmPOWERED BY CREWLESS

KR Research Agent

KR Research Agent
ROLE
AI Agent Design & Build
PERIOD
2024
MARKET
KR
HEADLINE
8h→30min · Research time
(01) Challenge · The problem
Starting point

Consulting research consumes most of a day in the repetitive work of collecting, organizing, and summarizing scattered Korean-language sources. While junior consultants were tied up gathering material, little time remained for actual analysis and insight.

(02) Solution · How we solved it
Approach

Korean-language sources are collected via web scraping and embedded into PGVector as a searchable knowledge base. On top of it, a Claude agent synthesizes relevant material into a research draft with organized citations, freeing consultants to focus on verification and analysis.

(03) System · How it runs

Running on the engine.

INTAKE
QUERY · TOPIC
CREW
LESS
ORCHESTRATOR
CRAWL AGENT
SOURCE FETCH
INDEX AGENT
VECTOR STORE
SYNTH AGENT
REPORT DRAFT
>pipeline · research-agent-korean · production● IN PRODUCTION
Runtime log · Sample run
(04) Outcomes · Results

Proven by numbers.

8h→30min8h→30min
Research time
A full day of collecting and organizing material was compressed into a single agent cycle.
AutoAuto
Source organization
Collected material is organized with its sources automatically, producing a verifiable draft.
1-click0-click
Research draft
Enter a topic and the entire flow, from collection to draft, runs in one pass.
(05) Stack · Tools used

Trusted tools only.

01 · AI
  • Claude API
02 · Data
  • Web Scraping
  • PGVector
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