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AI Research Search with Verified Citations
Build a research search tool that combines exact paper retrieval, access-status detection, and AI-assisted claim tracing into primary sources. The strongest signal is repeated dissatisfaction with publisher search and the clear productivity gain users report when AI helps them navigate citation chains.
이것이 중요한 이유
You are trying to verify a technical claim or locate a specific paper, and the current process is messy. One tool is better for discovery, another for PDFs, and a third for understanding how a result connects back to prior work. Even when you know the author and title, native library search can flood you with irrelevant results. AI can help, but generic assistants are not dependable enough when you need traceable sources. What you really want is a single interface that finds the exact paper, shows whether you can access it, and walks you through the evidence chain without forcing you to juggle tabs and guess which citation is trustworthy.
- · Researchers, graduate students, analysts, and technical professionals who frequently need to find, verify, and download scholarly papers fast.을(를) 위해 제작되었습니다.
- · 가장 유력한 수익화 모델: Freemium.
고충 · 내러티브
You are trying to verify a technical claim or locate a specific paper, and the current process is messy. One tool is better for discovery, another for PDFs, and a third for understanding how a result connects back to prior work. Even when you know the author and title, native library search can flood you with irrelevant results. AI can help, but generic assistants are not dependable enough when you need traceable sources. What you really want is a single interface that finds the exact paper, shows whether you can access it, and walks you through the evidence chain without forcing you to juggle tabs and guess which citation is trustworthy.
점수 세부
시장 신호
시장 진출 전략
Independent researchers and graduate students in computer science and adjacent technical fields who search for papers several times per week.
~100K heavy users globally in the initial niche
SEO long-tail
$19/month
25 paying users and 200 weekly active users completing at least 3 verified paper retrievals each within 30 days
MVP 범위 · 1~2주
- Ingest metadata from Crossref and one open scholarly dataset into PostgreSQL
- Build title-author-DOI exact match search API with relevance tuning
- Create a simple web UI for search results and access-status labels
- Add paper detail pages with outbound links to open copies when available
- Instrument analytics for search success rate and click-through to full text
- Add LLM-based claim-to-source tracing using abstract and reference metadata
- Render citation paths visually from result to prior sources
- Implement saved searches and export to BibTeX and CSV
- Launch a browser extension that adds 'find verified source' to selected text
- Recruit 20 beta users and measure exact-match retrieval satisfaction
차별화
실패 가능 요인
자가 반박 — 가장 중요한 신뢰 신호
- 1Search quality may not surpass free incumbents enough to change entrenched behavior.
- 2Without broad full-text access, users may still need to leave the product too often, weakening retention.
- 3LLM-based source tracing could occasionally hallucinate links, and even rare errors may destroy trust in a research workflow.
근거 요약
AI가 이 인사이트를 합성한 방법 — 직접 인용 없음
The most repeated practical complaint was poor search and retrieval inside publisher systems, especially for exact paper lookups and filtering. Several commenters also described strong value from AI when it helps locate primary sources and follow citation chains. Together, that suggests a commercially relevant need for a tool that combines high-precision paper search with transparent, citation-grounded AI assistance.
액션 플랜
코드를 작성하기 전에 이 기회를 검증하세요
권장 다음 단계
개발 시작
강한 수요 신호 감지. 실제 고통과 지불 의지 확인 — MVP 개발을 시작하세요.
랜딩 페이지 카피 키트
실제 Reddit 댓글 기반의 바로 사용 가능한 문구 — 그대로 붙여넣기 가능합니다
헤드라인
AI Research Search with Verified Citations
서브 헤드라인
Build a research search tool that combines exact paper retrieval, access-status detection, and AI-assisted claim tracing into primary sources. The strongest signal is repeated dissatisfaction with publisher search and the clear productivity gain users report when AI helps them navigate citation chains.
대상 사용자
대상: Researchers, graduate students, analysts, and technical professionals who frequently need to find, verify, and download scholarly papers fast.
기능 목록
✓ Exact-match paper finder using title, author, DOI, and fuzzy metadata reconciliation ✓ AI claim-to-primary-source tracing with visible citation paths ✓ One-click detection of accessible full text, author copies, and open versions ✓ Saved research trails and exportable citation bundles
어디서 검증할까요
r/HN · front_page에 랜딩 페이지 링크를 공유하세요 — 바로 이 고통이 발견된 곳입니다.
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