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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.
Warum das wichtig ist
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.
- · Entwickelt für Researchers, graduate students, analysts, and technical professionals who frequently need to find, verify, and download scholarly papers fast..
- · Wahrscheinlichste Monetarisierung: Freemium.
Der Schmerz · Narrativ
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.
Score-Details
Marktsignal
Markteinführung
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-Umfang · 1–2 Wochen
- 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
Differenzierung
Warum dies scheitern könnte
Selbstwiderlegung — das wichtigste Vertrauenssignal
- 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.
Evidenzzusammenfassung
Wie KI diese Erkenntnis synthetisiert hat — keine wörtlichen Zitate
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.
Aktionsplan
Validiere diese Gelegenheit, bevor du Code schreibst
Empfohlener nächster Schritt
Bauen
Starke Nachfragesignale erkannt. Echter Schmerz und Zahlungsbereitschaft vorhanden — fang an, ein MVP zu bauen.
Landing Page Textpaket
Druckfertige Texte basierend auf echten Reddit-Kommentaren — direkt einfügen
Überschrift
AI Research Search with Verified Citations
Unterüberschrift
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.
Für Wen
Für Researchers, graduate students, analysts, and technical professionals who frequently need to find, verify, and download scholarly papers fast.
Funktionsliste
✓ 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
Wo Validieren
Teile deine Landing Page in r/HN · front_page — genau dort wurden diese Schmerzpunkte entdeckt.
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