Comparisons

Products, tools and models side by side, measured the same way.Two to ten options measured the same way, by our own test or from the public record: prices, specs, benchmarks, filed revenue. Every figure dated and sourced.

ComparisonsOct 14, 06:03 UTC

Top 10 AI visibility players in 2026: revenue, users, marketing spend and moat

Profound raised $180M at a $1.8B valuation, Adobe paid $1.9B for Semrush and Sitecore bought Scrunch AI for about $225M. Meanwhile bootstrapped tools such as Rank Prompt and AEO Engine show $43K and $135K of verified monthly revenue on TrustMRR.

8 min read

ComparisonsOct 13, 18:37 UTC

Gemini 4 Argon vs Muse Wonder: same $4/$20 list price, different access and strengths

Google's Gemini 4 Argon and Meta's Muse Wonder both list at $4 per million input tokens and $20 per million output tokens. Argon costs half that through November, and Meta's stronger Wonder Full is not sold through its API.

7 min read