What Does AI Agent Work Actually Cost?
One of the most common questions from teams evaluating AI agents is: "What will this cost us?" The answer has historically been hand-wavy estimates. Not anymore.
Using anonymized data from ClawHQ, we've compiled the most comprehensive set of AI agent cost benchmarks available. These are real production costs from real teams.
Customer Support Tasks
- Ticket classification/routing: $0.001-0.003 per ticket
- FAQ response generation: $0.005-0.02 per response
- Technical troubleshooting: $0.02-0.10 per session
- Full ticket resolution (Tier 1): $0.01-0.05 per ticket
Comparison: Human support costs $5-15 per ticket. AI agents handle Tier 1 at 99% less.
Content Production Tasks
- Blog post draft (800-1500 words): $0.05-0.30 per post
- Social media post: $0.002-0.01 per post
- Email draft: $0.005-0.03 per email
- SEO keyword research: $0.01-0.05 per query
- Content brief generation: $0.02-0.08 per brief
Comparison: Freelance blog posts cost $100-500. AI drafts cost $0.05-0.30 (plus human editing time).
Research & Analysis Tasks
- Company research report: $0.10-0.50 per report
- Competitive analysis: $0.05-0.25 per analysis
- News summary/digest: $0.02-0.08 per digest
- Data extraction from documents: $0.01-0.05 per document
Development Tasks
- Code review (per PR): $0.02-0.15 per review
- Test generation: $0.05-0.20 per test file
- Documentation update: $0.02-0.10 per page
- Bug triage: $0.01-0.05 per issue
Operations Tasks
- Data cleanup/formatting: $0.005-0.02 per record
- Invoice processing: $0.01-0.05 per invoice
- Report generation: $0.02-0.10 per report
- Lead qualification: $0.005-0.03 per lead
Monthly Fleet Cost Benchmarks
What teams typically spend for a full agent fleet:
- Indie developer (2-3 agents): $20-80/month
- Startup (5-10 agents): $200-800/month
- Growth company (10-25 agents): $500-2,500/month
- Enterprise (25-100+ agents): $2,000-15,000/month
Add ClawHQ cost: Free for 3 agents, $19/mo Pro, $49/mo Team, custom Enterprise.
ROI Calculation Framework
For any task, calculate ROI as:
ROI = (Human cost per task × Tasks per month) ÷ (AI cost per task × Tasks per month + ClawHQ cost)
For a support team handling 1,000 Tier 1 tickets/month:
- Human cost: $5/ticket × 1,000 = $5,000/month
- AI cost: $0.03/ticket × 1,000 = $30/month + $29 ClawHQ = $59/month
- ROI: 85x return
Using Benchmarks to Optimize
Compare your costs in ClawHQ against these benchmarks. If you're above the high end:
- Check your model selection — you may be overpaying for the task
- Review prompt efficiency — verbose prompts cost more
- Look for retry loops — failed tasks that retry add up
