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:

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