The strategy
1. Structure as an LLC taxed as S-Corp
First $43K? Single-member LLC. Once revenue hits $60K+, elect S-Corp status. Pay yourself a reasonable salary ($25-30K) and take the rest as distributions. Distributions are not subject to self-employment tax — that's 15.3% saved on every dollar above your salary.
2. Write off everything
Compute costs, Claude API credits, cloud hosting, GPU time for image generation — all deductible. Software subscriptions, phone, internet, home office deduction. An AI persona business is uniquely write-off-friendly because almost every cost is a technology expense.
3. Section 179 — accelerate your deductions
Buy hardware for AI training or inference? Section 179 lets you write off the entire cost in year one instead of depreciating over 5 years. A $5K GPU cluster becomes a $5K deduction immediately.
4. Retirement as a tax shield
A Solo 401(k) lets you contribute up to $23K as employee + 25% of net profit as employer. On $43K of self-employment income, that's roughly $15-18K in tax-deferred space. You pay zero tax on money that goes into retirement accounts.
5. Health insurance deduction
Self-employed? Your health insurance premiums are deductible above the line. For a young operator, that's $300-500/month straight off your taxable income.