Competitor Matrix: Turn Research Into Structure

Build a structured competitor comparison from research files. Cowork reads your research notes and creates a side-by-side matrix in minutes.

Access scope

~/Research/Competitors

read write rename delete

Why? Read research files; write to save the comparison matrix. No rename or delete needed.

Why this workflow matters

Competitive analysis is essential for strategy, but the work is tedious: you spend hours collecting notes, organizing information, and building a usable comparison. A competitor matrix is the fastest way to surface differences, but manually building one is slow and error-prone.

With Cowork, you dump your research into a folder and get a structured matrix in minutes. Cowork reads your notes, extracts key attributes, and builds a side-by-side comparison. You spend your time on strategy analysis, not data entry.

This workflow is ideal for:

• Product managers preparing quarterly competitive reviews for leadership
• Sales teams researching competitors for deals and RFP responses
• Business development evaluating potential partners or acquisition targets
• Marketing conducting positioning research and messaging analysis
• Strategy teams building market intelligence and industry benchmarks

Before you start: Organize your research

This workflow works best with organized, source-based research. Cowork will read PDFs, Word docs, images, web exports, and text notes. Give it clear, structured input and you'll get better matrices.

Research folder structure (recommended):

Competitors/
├── Acme Corp/
│   ├── pricing_page.html
│   ├── features_overview.pdf
│   └── notes_2026.txt
├── Zenith Inc/
│   ├── website_export.html
│   ├── feature_comparison.png
│   └── recent_research.md
└── UniDirect Solutions/
    ├── marketing_materials.pdf
    └── capabilities_brief.docx

Cowork will read all these files and consolidate them into a single matrix. Make sure your notes clearly identify which company each file is about.

Pro tip: Include your research sources

Add a note at the top of each file with the date and URL: "Acme Corp website, Feb 2026, acme.com/pricing". Cowork will include sources in the matrix so you know where each fact came from.

Step-by-step: What Cowork does

Collect competitor research

Save your notes, screenshots, or exported web content about each competitor into one folder.

Define the comparison dimensions

Tell Claude which attributes to compare: pricing, features, target market, positioning, etc.

Review the draft matrix

Check each cell for accuracy. Claude may make inferences — verify against your source material.

Export and use

The matrix is saved as a file. Copy into a spreadsheet or doc for sharing.

Defining your comparison dimensions

The key to a useful matrix is telling Cowork exactly what to compare. Be specific. Vague dimensions ("How good are they?") produce weak matrices. Precise dimensions produce sharp insights.

❌ Weak dimensions

• Features
• Pricing
• Company size
• Market presence

✓ Strong dimensions

• Starter plan price per user/month
• Supports real-time collaboration
• Founded (year) and current headcount
• Geographic focus: US, EU, or global

Tell Cowork your dimensions explicitly: "Compare these 5 companies on: pricing (individual plan), team collaboration features, API availability, SOC 2 compliance, and target market." Cowork will produce a matrix with exactly those rows.

Tips for best results

Use primary sources: Website pricing pages, official PDFs, and help docs produce more accurate matrices than secondhand notes. If you've only found partial information, tell Cowork: "If you can't find a value, write N/A or TBD."

Name files clearly: Files like "CompetitorA_pricing.pdf" are easier to organize than generic names. Cowork can trace the source of each cell back to the file it came from.

Include pricing history if available: Note when you captured pricing. "Acme Corp pricing as of Feb 2026" is more useful than undated numbers.

Ask for uncertainty flags: "Flag any values where the research is more than 3 months old or where you had to infer." This tells you which cells need verification.

Common questions

How accurate are the matrices?

Cowork's accuracy depends on your research quality. If your research is thorough and well-organized, the matrix will be highly accurate. If research is scattered or incomplete, the matrix reflects that. Always verify key findings against original sources.

What format is the matrix in?

Cowork saves as markdown table format by default, which you can copy directly into a spreadsheet, Google Doc, or Notion. You can ask Cowork to format as HTML, CSV, or a JSON structure if you need a different format.

Can I update the matrix later?

Yes. Save the matrix, update your research folder with new information, and run the workflow again with "update the existing matrix." Cowork will revise cells with new data while preserving your notes.

What if competitors don't have public information?

Tell Cowork: "If you can't find pricing (it's not public), write Private or Contact Sales. If a feature isn't documented, write Not confirmed." This keeps your matrix honest about what you actually know.