Manual Data Entry
Extracting comparable data from dozens of papers into spreadsheets takes weeks.
Average 40 hours per matrix
Literature Review Matrices That Build Themselves
Stop spending weeks creating comparison tables manually. AI analyzes
Create publication-ready matrices in minutes, not days
Literature Matrices Take Forever to Build
Comparing studies systematically is painfully manual
Inconsistent Categories
Each paper describes methods differently - standardizing is impossible.
60% of comparisons invalid
Error-Prone Process
Copy-paste errors and missed details compromise matrix accuracy.
30% contain errors
Static Results
Add new papers? Start over. Change categories? Rebuild everything.
5+ iterations typical
Comparison Confusion
Deciding what to compare across diverse studies is overwhelming.
50% unsure of categories
Format Frustration
Creating publication-ready tables that fit journal requirements.
3+ hours on formatting
Intelligent Matrix Generation
AI extracts, standardizes, and compares study data automatically
Smart Data Extraction
AI reads papers and extracts comparable data points automatically
- Methodology extraction
- Sample size identification
- Results standardization
- Quality assessment
Adaptive Categories
Matrices organize around your research questions, not rigid templates
- Custom comparison dimensions
- Flexible categorization
- Multi-level analysis
- Dynamic reorganization
Living Documents
Add papers and the matrix updates automatically with new comparisons
- Real-time updates
- Version control
- Collaborative editing
- Export flexibility
From Papers to Publication Matrix
1
Upload Your Papers
Import PDFs or connect your reference library
2 minutes
- Bulk PDF upload
- Reference manager sync
- DOI import
- Citation extraction
2
Define Comparison Framework
Tell AI what aspects of studies to compare
5 minutes
- Research question mapping
- Comparison dimensions
- Custom categories
- Quality criteria
3
AI Matrix Generation
AI extracts and organizes data into publication-ready tables
15 minutes
- Automated extraction
- Data standardization
- Comparison analysis
- Gap identification
What Researchers Say
My literature review matrix that would have taken 3 weeks was done in 2 hours. The AI caught details I would have missed.
The adaptive categories feature is brilliant. Changed my research focus mid-review and the matrix reorganized instantly.
Literature Matrix Questions
How accurate is the automated data extraction?
96% accuracy rate for standard data points like sample sizes, methodologies, and key findings. Every extraction is linked to the source location in the paper, allowing easy verification and correction if needed.
Can I customize what data gets extracted?
Absolutely. Define your own comparison categories based on your research questions. The AI adapts to extract exactly the data points you need for meaningful comparison across studies.
What happens when I add new papers to my collection?
The matrix automatically updates with new comparisons. The AI extracts data from new papers using your established categories and integrates them seamlessly into existing analysis.
Does this work for qualitative studies?
Yes. The AI understands qualitative methodologies and can extract themes, participant characteristics, data collection methods, and analytical approaches for meaningful comparison across qualitative research.
Can I export matrices for publication?
Multiple export formats including publication-ready tables for Word, LaTeX formatting for journals, and interactive versions for online supplements. All properly formatted with citations.
How does this handle conflicting findings across studies?
The AI identifies contradictions and inconsistencies across studies, highlights methodological differences that might explain conflicts, and suggests ways to synthesize divergent findings meaningfully.
Can multiple people work on the same matrix?
Full collaborative features with real-time editing, comment threads, and version tracking. Perfect for research teams working on systematic reviews or meta-analyses.
Create Perfect Literature Matrices
Stop building tables manually - let AI do the heavy lifting
- ✓ Automatic data extraction
- ✓ Publication-ready formatting
- ✓ 7-day free trial
- ✓ Collaborative features