Can you replicate the "$2,000/week AI grandma" claim? The arithmetic says: not in a week.

“The video creator used AI to make $2000 profit in one week by creating videos of a 70-year-old grandma. Monetized through TikTok Shop Affiliate.”

The score says the mechanism exists and the costs are survivable. This audit asks the next question: what would it actually cost you to replicate it, and where does the claimed 7-day window break?

Every number below carries one of three labels. Receipts beat vibes — and a modeled number is not a receipt.

Priced bill of materials for one AI-grandma video pipeline. Prices from tables v3.0, dated 2026-07-20.

True cost per video

• generation: 30s × $0.10/s = $3.00
• voiceover: ≈400 chars × $0.05/1k = $0.02
• your time: 45 min × $30/hr = $22.50
• true cost per video = $25.52 ≈ $25.50 (before $19.99/mo fixed)

What a video earns

TikTok Shop affiliate commissions run 5–20% of sale price, set per seller and category. On typical $20–$100 items that is roughly $1–$20 per converting sale. The creator’s conversion rate is UNVERIFIED, so we model three average commission yields per posted video.

Break-even table (cash basis, labor excluded)

Sanity checks

• 119 × $16.98 = $2,020.62 ≥ $2,019.99 needed ($2,000 + $19.99 fixed) — clears
• 118 videos falls short at $2,003.64 — 119 is the floor
• 119 videos × 45 min = 89.3 hours of production in one week (12.8 h/day)
• at $10 average: 217.5 hours — more than 31 h/day, which does not exist
• labor at $30/hr → any average commission under $25.52/video is net-negative: you are paying to work

Path to your first published video. Honestly generic until our probe runs — the launch playbook replaces this with the measured sequence, including where we got stuck.

1. Create the TikTok account and apply to TikTok Shop Affiliate. Note the follower minimum on fresh accounts — this is the hidden queue (see 08).
2. Pick one product niche with 10–20% commission and enough sellers to switch products without switching formats.
3. Script a 30-second video: hook, one product point, call to action. Roughly 400 characters of voiceover.
4. Generate the grandma footage on a Veo-class model: ~30s at ~$0.10/s ≈ $3.00 per video.
5. Generate the voiceover (≈$0.02), assemble and caption in CapCut, export vertical 9:16.
6. Publish with the affiliate product link. Log actual cost and actual minutes against the modeled $3.02 and 45 min — your first two real data points.

• Synthetic-content account bans. TikTok enforcement on undisclosed AI-generated people is active and inconsistently applied. One strike can zero the distribution channel — and the account is the entire business.
• Commission clawbacks. Returns and cancellations claw back affiliate commissions before settlement. Gross commission on screen is not net commission in the bank.
• Payout latency vs the claimed window. ~15–45 day settlement means the “$2,000 in one week” framing cannot be cash-in-hand in one week, even if every other number holds.
• Saturation of the AI-grandma niche. The format is cheap to copy — that is the pitch — so feeds flood with clones and per-video reach decays. Early-mover screenshots do not price in the crowd they attract.

Pre-committed stop rules. Decide them now, while you are sober about the math.

• GATE 1 · WEEK 1First video live with all-in spend ≤ $30 (modeled: $19.99 CapCut + $3.02 variable = $23.01). If setup costs blow past $30, the cost model is already wrong — stop.
• GATE 2 · WEEKS 2–3Average ≥ 1,000 organic views per video across your posted set. Below that benchmark the reach that carries the whole model is absent — stop.
• GATE 3 · MONTH 1Settled commissions ≥ stack cost ($19.99 + variable spend). If not, the arithmetic is telling you plainly: you are paying to work.