Most people selling "AI image upscaling" as a service price it wrong — they charge per-image like it's 2019 stock photography. That caps your income at whatever you can manually process.

Here's the pricing structure that actually scales:

Tier 1 — Starter (one-off image batches)

Entry point for cold traffic. Low commitment, proves quality fast. This is your lead magnet, not your profit center.

Tier 2 — Pro (bulk monthly packages)

For clients with recurring volume (e-commerce sellers, photographers, real estate). This is where most of your margin lives because you batch-process with the same workflow.

Tier 3 — Vault/Retainer (weekly recurring)

Your highest-value clients get a weekly subscription that includes priority turnaround + access to a live coaching/support call archive. Recurring weekly billing (not monthly) compounds faster and reduces churn because the commitment feels smaller per charge, even though annualized it's higher LTV.

The key mistake: skipping straight to Tier 3 without Tier 1 traffic first. You need the cheap entry point to build a client list before you can upsell into the recurring tier.

If you're building an AI upscaling (or any AI productized service) business and want the full breakdown — outreach scripts, fulfillment SOPs, and the exact ladder — I put it all together after running this as a real offer. Happy to answer questions on pricing/positioning in the comments.