Executive Summary

Many small businesses and independent creators who acquire users through Reddit, Discord and other community channels routinely lose leads hidden in comments, replies and DMs because manual monitoring is slow and error-prone; with an addressable base of roughly 60 million SMBs and creators, even a small recovery rate translates to meaningful revenue. Missed follow-ups translate directly into lost deals and wasted organic reach, and the people most affected are lean marketing teams and solo founders who cannot afford dedicated community managers. The product would be an AI follow-up and comment reminder assistant that watches specified threads and DMs, detects intent and urgency with intent-classification models, generates suggested replies and follow-up schedules, and syncs leads to CRM and analytics while keeping a human-in-the-loop for final send-off. This market is attractive now: estimated at $12.0B (60M x $200 ARR) with a market score of 92/100 and revenue potential of 88/100, driven by creator- and community-led growth, improvements in LLM summarization and reply generation, and a shift toward asynchronous selling that favors automated DM/comment workflows. To stand out you should focus on platform-aware integrations and compliance (Reddit API limits and moderation rules), explainable intent signals so users can trust automated suggestions, high precision to avoid false positives, and turnkey templates for different use cases (sales outreach, customer support, community nurturing). Strengths include clear ROI per recovered lead and a medium competitive landscape that rewards product polish; challenges are platform policy risk, initial trust and onboarding friction, and the need for continual model tuning to community norms.

Market Opportunity

Missed leads from Reddit: AI follow-up & comment reminder assistant targets a $12.0B = 60M SMBs & creators x $200 ARR total addressable market with medium saturation and a year-over-year growth rate of 18%.

Key trends driving demand: Creator & community-led growth -- startups and creators increasingly acquire users via Reddit/Discord/Twitter communities rather than ads, increasing demand for tools that manage these channels.; Advances in conversational AI -- LLMs now enable reliable summarization, intent detection, and reply generation at low latency.; Shift to asynchronous selling -- remote work and distributed communities favor DM/comment follow-ups over calls, making automation valuable.; Platform diversity -- users engage across many community platforms, creating need for unified inbox and follow-up orchestration..

Key competitors include Zapier, Hootsuite, Awario, Notion (used as a workaround), Boomerang for Gmail (follow-up reminders as an adjacent workaround).

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Missed leads from Reddit: AI follow-up & comment reminder assistant

Executive Summary

Market Validation

Market Opportunity

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