Stop losing weeks to literature reviews.

Search across academic sources, build a structured evidence matrix, detect research gaps, and export citation-safe reviews — all in one workspace.

See how it works
AI Literature Review Assistant

How it works

From search to export in six steps.

Every step produces a visible, editable artifact. No black boxes. No hidden AI decisions.

01

Search Papers

Query across Semantic Scholar, OpenAlex, arXiv, Exa, and Firecrawl in one search. Language-bias audit included.

02

Save & Screen

Select relevant papers into your project corpus. Deduplication happens automatically across sources.

03

Generate Matrix

AI extracts structured fields: method, dataset, key result, limitation. Edit any cell — your corrections are saved.

04

Explore Knowledge Map

Visualize connections between papers, methods, datasets, and limitations in an interactive force-directed graph.

05

Detect Gaps

Evidence-based research gap detection. Every gap references specific saved papers — no generic future work.

06

Export Review

Generate a citation-safe literature review. The backend validates every citation ID before export. No hallucinated references.

The problem

Literature reviews are broken. Here’s why.

0

% of AI-generated citations are fabricated

Athaluri et al., 2024

0

+ person-hours for a full systematic review

Systematic Review Guide, 2026

0

+ disconnected tools cobbled together

ResearchGold, 2026

0

years to read 105k papers from one search

LessWrong

The trust chain

Can't find papersDon't trust sourcesCan't organizeCan't synthesizeAI invents citationsCan't verifyDon't trust output

Lumen breaks this chain by enforcing evidence at every step. Real papers from real sources. Structured matrix from saved papers. Gaps backed by evidence. Citations validated against your project database before export.

Core capabilities

Everything you need. Nothing you don’t.

Eight features, zero fluff. Every capability supports the evidence chain from search to export.

Library with rows of bookshelves

Multi-Source Search

Search across Semantic Scholar, OpenAlex, arXiv, Exa, and Firecrawl in one query. Partial results shown when one source fails.

5 sourcesLanguage auditDeduplication
Notes and data spread across a desk

Literature Matrix

AI extracts method, dataset, key result, limitation, and relevance for each paper. Edit any cell — your corrections persist.

Structured dataEditableConfidence scores
Open books stacked on a desk

Citation Guardrail

The backend validates every citation ID against your saved project papers. Invalid references are rejected before export. No hallucinated bibliography.

Backend validationDB-backedExport-ready

Knowledge Map

Interactive graph of papers, methods, datasets.

Research Gaps

Evidence-backed gap detection with paper references.

Conflict Detection

Flag opposing findings across studies.

PDF Ingestion

Download, extract, and chunk full-text PDFs.

Agent Audit

Full LangGraph workflow transparency.

Ready to illuminate your research?

Build defensible literature reviews with real papers, structured evidence, and validated citations.

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