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Sleepwalker AI visibility studies, news and updates

Sleepwalker publishes AI visibility studies, product news and updates. Research explains how AI models cite sources, mention brands and change over time.

05 Aug 2026 study

Gemini 3.5 Flash vs. 3.5 Flash Lite vs. 3.6 Flash: Citation reproducibility test in two runs

We ran 50 consumer-electronics prompts across three Gemini Flash models twice. Citation volume, source mix and domain patterns were similar across both runs. Exact citation URLs required a repeat run for context.