AI-generated visibility summary
AI visibility summary for Daytona
Daytona’s AI visibility is moderate but uneven. Its overall mention rate of 56% and citation rate of 40% yield a composite score of 41.5, placing it in a tie with competitor E2B and behind leaders Modal (51.5) and Northflank (45.9). Daytona performs strongest on Google Search, where it achieves a 70% mention rate and a 50% citation rate, its highest engine score of 55.8. Its weakest engine is Perplexity, with a 50% mention rate but only a 10% citation rate, resulting in a score of 33.0. Competitor pressure is most acute from Modal, which leads in consensus score (56.4) and raw score (46.7), and from E2B, which matches Daytona’s overall score while achieving higher mention counts in high-volume prompts. Citation gaps are evident: Daytona’s own domain accounts for only 34 citations, while competitor domains like modal.com (64) and northflank.com (53) appear more frequently as cited sources. Additionally, top-cited domains such as reddit.com and github.com are not brand-owned, limiting Daytona’s control over its narrative. A practical implication is that Daytona should prioritize improving its citation rate on Perplexity and in discovery-intent prompts, where competitors like E2B and Modal dominate mentions and citations.
