AI tools consistently favor incumbents in SaaS recommendations, study finds

A study by DEV Community tested how four major AI models — ChatGPT, Claude, Perplexity, and Gemini — recommend software tools across three developer SaaS categories, running each query 20 times per category. In product analytics, Mixpanel and Amplitude were named in all 20 responses, revealing a near-impenetrable top tier that leaves little room for challengers on generic queries. The feature flags category showed a more competitive landscape, with eight tools earning repeated mentions alongside leader LaunchDarkly, suggesting real opportunity for lesser-known players. Error monitoring was dominated by Sentry, but notably, Datadog — a major monitoring platform — scored low when the question was framed for small dev teams, showing that query phrasing can shift AI recommendations significantly. The findings suggest that SaaS challengers should focus on specific sub-intent queries rather than competing head-on with incumbents on broad category searches.