OSTRTA - AI Reputation Manager

Your brand, optimized for AI search

Monitor how your brand appears on ChatGPT, Perplexity, Claude, and Gemini—then automatically generate and distribute content to fix any issues.

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Project Status

Started: 2026-02-13
Status: Week 1 - Building MVP
Launch Target: 2026-03-06 (3 weeks)
Domain: ostrta.com

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The Vision

We're SEO for the AI era.

Monitor → Detect → Generate → Distribute → Measure

1. Monitor how brands appear on AI search engines
2. Detect negative mentions, missing info, wrong positioning
3. Generate corrective content (blog posts, articles, social)
4. Distribute to blog, Medium, LinkedIn, PR sites
5. Measure improvements in AI perception over time

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Product Tiers

• Monitor ($99/mo): Track 10 queries, weekly reports, alerts
• Monitor + Fix ($299/mo): + Auto-generate 4 articles/month, auto-publish
• Full Service ($999/mo): + 12 articles/month, multi-channel distribution, strategy calls

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Target Market

Japanese companies expanding globally:

• Struggle with English content
• Don't understand Western AI platforms
• Have budget for brand management (¥5k-100k/month)
• Need bilingual support (JP/EN)

Positioning: "Make sure ChatGPT represents your brand correctly in English markets"

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Tech Stack

• Backend: FastAPI (Python)
• Agents: LangGraph
• Database: Postgres + Redis
• Frontend: Next.js
• Hosting: Render ($5k credits = 1 year free)
• Auth: NextAuth.js or WorkOS
• Payments: Stripe

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MVP Timeline (3 Weeks)

Week 1 (Current): Monitoring + Detection

• Set up Render infrastructure
• Build monitoring agent (query AI platforms)
• Store baseline results
• Build detection logic
• Daily report emails

Week 2: Content Generation

• Build strategy agent (analyze gaps)
• Build content generation agent (write articles)
• Human approval workflow
• Brand voice learning

Week 3: Distribution + Launch

• WordPress, Medium, LinkedIn integrations
• Measurement loop
• Customer dashboard
• Stripe billing
• Beta launch (5 customers)

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Revenue Targets

• Month 1: ¥50k (~$350) - 5 customers
• Month 2: ¥150k (~$1,050) - 15 customers
• Month 3: ¥300k (~$2,100) - 30 customers
• Month 6: ¥600k (~$4,200) - 50 customers

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Documentation

Main Project Doc: ~/.openclaw/workspace/memory/ostrta-ai-reputation-manager.md
Pivot Explanation: ~/.openclaw/workspace/memory/2026-02-13-pivot-explanation.md
Multi-Project Guide: MULTI-PROJECT-GUIDE.md - How to work on multiple projects without context pollution

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Repository

GitHub: https://github.com/ostrta/ostrta-ai-reputation

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Let's build this. 🚀