ai-ops-outreach
Generate personalized cold outreach messages for AI Operations clients. Based on Reddit research showing "AI ops managed services" is more valuable than "AI agent building."
Best use case
ai-ops-outreach is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Generate personalized cold outreach messages for AI Operations clients. Based on Reddit research showing "AI ops managed services" is more valuable than "AI agent building."
Teams using ai-ops-outreach should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/ai-ops-outreach/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How ai-ops-outreach Compares
| Feature / Agent | ai-ops-outreach | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Generate personalized cold outreach messages for AI Operations clients. Based on Reddit research showing "AI ops managed services" is more valuable than "AI agent building."
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# AI Ops Client Outreach Generator > "Not 'I will build you an agent.' Instead: 'I will run your AI operations so you never have to think about it.'" — Reddit r/Entrepreneur ## Core Positioning **The problem with "I build AI agents":** - One-time project, race to the bottom - Client gets tool they have to manage themselves - No recurring revenue for you **The AI Ops model:** - You OWN the client's AI operations - They pay monthly for outcomes, not tools - You fix it when it breaks, update it when context changes - Recurring revenue, compounding relationships ## Who to Target ### Tier 1 — Solo Founders / Indie Hackers - Have side projects, no time to manage them - Want "cofounder who works 24/7" - Pain: tasks pile up, nothing gets done consistently - Budget: $200-500/month - Where to find: Twitter/X, Indie Hackers, Product Hunt ### Tier 2 — Small Agencies - Need automation but no technical cofounder - Pain: repetitive tasks eating billable hours - Budget: $500-1,500/month - Where to find: LinkedIn, agency forums, cold outreach ### Tier 3 — Consultants / Professionals - Generate reports, do research, manage clients - Pain: research and reporting eats all their time - Budget: $500-2,000/month - Where to find: LinkedIn, industry communities ## Outreach Message Framework ### Subject Line Options ``` - Your AI operations, handled - [Name], I run AI agents for [their industry] owners - Stop doing [task] manually — I automate it - The "AI cofounder" setup for solo founders ``` ### Body Template (3 variants) **Variant A — Pain-Led** ``` Subject: Stop spending [X] hours/week on [painful task] Hi [Name], You're probably spending too much time on [task]. I run AI operations for [type of person] — which means I handle the [task category] so you don't have to think about it. Most people I work with were doing [specific thing] manually. After 30 days, they get [specific outcome]. No setup fees. $300/month. Cancel anytime. Worth a 15-min call? ``` **Variant B — Social Proof Led** ``` Subject: The AI ops setup that saved [similar person] 20 hrs/week Hi [Name], I manage AI operations for [type of business]. One client — a solo founder like you — was spending every Sunday on content. Now AI handles it while she sleeps. Her only job: review what AI produced. I'm looking for 2 more clients to onboard this month. Is that interesting? ``` **Variant C — Direct** ``` Subject: AI operations manager available Hi [Name], I manage AI agents for [their industry] businesses. My job is to make sure your AI never stops working, never goes off-script, and keeps producing. $300/month, no contract. I handle everything. Interested? ``` ## Customization Per Client Type ### Solo Founder - Lead with "cofounder" framing - Pain points: content, social media, lead research, admin tasks - Price: $200-500/month ### Agency Owner - Lead with "automate your repetitive work" - Pain points: client reporting, lead follow-up, data aggregation - Price: $500-1,500/month ### Consultant - Lead with "research and reports on autopilot" - Pain points: due diligence, market research, competitive analysis - Price: $500-2,000/month ### E-commerce Operator - Lead with "never manually check [competitor X] again" - Pain points: inventory, competitor pricing, customer reviews - Price: $300-800/month ## Discovery Questions (For Call) When they respond, qualify with: 1. "What are you spending the most time on that feels repetitive?" 2. "What tools don't talk to each other that should?" 3. "If you had 10 more hours a week, what would you do with them?" 4. "What's preventing you from [their stated goal]?" ## Follow-Up Sequence After initial message, follow this sequence: | Day | Action | |-----|--------| | Day 1 | Initial message | | Day 3 | Follow-up: "Did you see this?" | | Day 7 | Value-add: share relevant article/insight | | Day 14 | Final: "Worth revisiting?" | ## Output Generate 3 variants of: 1. Subject line 2. Opening hook 3. Body (2-3 paragraphs) 4. CTA All personalized to the specific client type and their known pain points. ## Scripts ### `/scripts/generate_outreach.py` Run: `python3 scripts/generate_outreach.py --client solo_founder --pain "content creation"` Generates a complete outreach message for the specified client type. ## Security Notes - Never include API keys or tokens in messages - Use environment variables for credentials - Verify email addresses before sending
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