Best social media analytics for product managers

The social media analytics space is saturated with roughly 40-60 tools, but nearly all are built for marketers tracking brand mentions, engagement rates, and audience growth. The real gap sits in product-level analytics: tools that connect user behavior across platforms to feature adoption, cohort retention, and product roadmap impact. Most existing solutions (Hootsuite, Sprout Social, Buffer) excel at social listening but fail at answering product questions like "which platform's users have the highest 30-day retention?" or "does TikTok video length correlate with our feature requests?" The pain point is fragmentation—product managers toggle between Mixpanel, Amplitude, platform-native dashboards, and social tools, manually stitching insights together. The real opportunity is a unified layer that treats social platforms as user acquisition and engagement channels, then surfaces behavioral patterns that directly inform product decisions. A founder entering this space should focus on deep integrations with 3-4 major platforms (Instagram, TikTok, LinkedIn, YouTube) and build dashboards specifically for product metrics: activation by platform, feature discovery funnels, and cohort analysis tied to social channel source. The tool must ingest raw social data but surface insights in product language, not marketing language.