Build **NarrativeLock AI**—a $35K/year **B2B SaaS + federated learning platform** that **automates real-time extremist narrative detection and intervention** via **AI-driven behavioral profiling and subpoena compliance**. The platform would: (1) **Deploy ‘NarrativeSense’**: Fine-tuned LLMs (e.g., Llama-3.2-70B) analyzing text, voice, and video for extremist narratives (e.g., ‘“Great Replacement” + “white genocide” = 98% risk—quarantine’); (2) **Provide ‘Behavioral Heatmap’**: User engagement patterns (e.g., ‘User #XYZ: 400% increase in extremist content—flag’); (3) **Integrate with ‘Platform APIs’** (Discord, Twitch, Reddit) to auto-flag/quarantine high-risk content (e.g., ‘Subreddit #ABC: Quarantined—200 subpoenas pending’); (4) **Offer ‘Subpoena Compliance Engine’**: Auto-generates DOJ/FBI reports (e.g., ‘DOJ Form 123: Ready—submit’); (5) **Include ‘Intervention Playbook’**: Pre-approved counter-narratives (e.g., ‘Redirect to mental health resources—approved by DOJ’).

Market Catalyst & News Trigger

"US House Oversight Committee summons CEOs of Discord, Twitch, Reddit to testify on online radicalization"

The Workflow Friction

Social platforms, governments, and law enforcement agencies. Current moderation tools are reactive (e.g., keyword filters) and fail to detect evolving extremist narratives. Platforms face regulatory pressure, fines, and reputational damage, while governments lack scalable tools to monitor and intervene. Platforms lose $2B+ annually in fines and ad revenue due to extremist content. Governments allocate $500M+ yearly to manual monitoring teams, with limited effectiveness.

Problem Summary

Real-world problem signal validation.

One-Shot MVP Builder Blueprint (48 Hours)

A dashboard showing: (1) Real-time narrative detection (e.g., ‘Content #XYZ: 98% extremist risk—quarantine’); (2) Behavioral heatmaps (e.g., ‘User #ABC: 400% increase in extremist content’); (3) Subpoena compliance status (e.g., ‘DOJ Form 123: Ready—submit’); (4) Intervention playbooks (e.g., ‘Redirect to mental health resources’); (5) Regulatory exposure (e.g., ‘Fines avoided: $1.2M/year’).

Recommended Developer Tech Stack

• React
• FastAPI
• PostgreSQL
• Discord API
• Anthropic API