Comparisons

Built from 112,831 indexed articles — coverage volumes, recency and topic spread measured rather than asserted.

From the corpus

• News sources — article volume, recency and topic spread per outlet
• Topics head-to-head — two topics, coverage volume and overlap over time
• Entities head-to-head — two companies or models, mentions and shared context

Landscape guides

• LLM models — context windows, pricing and positioning
• AI assistants — what each one is actually good at
• AI search tools — answer engines and how they cite
• News APIs — coverage, formats and rate limits
• Hosting — where to run an agent-facing service

Topic briefs, entity dossiers and timelines live at /research.

Questions

How are the source comparisons calculated?

From the indexed corpus rather than editorial opinion: article volume per outlet, how recently each published, and the spread of topics each one covers.

What is the difference between the two groups on this page?

The first group is measured from the corpus and changes as articles are indexed. The second group is written landscape guidance that is reviewed and updated by hand.

Can I compare two specific topics or entities?

Yes. The topic and entity comparisons take any two values from the corpus and show coverage volume, overlap and shared context over time.