Your codegen does not know unit economics
LLM scaffolds optimize for working demos, not cheap Amazon Titan Image G1 v2 usage.
Content placeholders · Amazon Titan Image G1 v2
You can still commission or generate finals after the message is proven. Editorial teams move faster when Amazon Titan Image G1 v2 is not on the draft critical path.
LLM scaffolds optimize for working demos, not cheap Amazon Titan Image G1 v2 usage.
Dev servers re-run pipelines that casually call Amazon Titan Image G1 v2.
Gray boxes look amateur; stock via a flat plan looks shipped without Amazon Titan Image G1 v2 rates.
When you finally need Amazon Titan Image G1 v2, you still have runway because fixtures used stock.
If design later wants a generative hero, replace one asset—not the entire draft history of Titan re-rolls. Use Epochal while copy iterates.
When the image does not need a unique Amazon Titan Image G1 v2 synthesis, use Epochal Stock Developer Image API: a single plan at $50 USD/month with no free tier and no per-image fee. You get full catalog access, 30 requests/minute per account (all keys share the bucket), and unlimited original downloads with one concurrent transfer. Authenticate server-side only with a Bearer key—never expose secrets in browser JavaScript. Keep Amazon Titan Image G1 v2 for finals that must be generative; let Epochal cover prototypes, fixtures, and placeholders.
curl -sS "https://epochalstock.com/api/v1/images?tags=workspace,startup&limit=12" \
-H "Authorization: Bearer $EPOCHAL_API_KEY"Keys stay on your server. Never pass ?api_key= or ship secrets to the browser.
Pulled server-side from Epochal tags: marketing, design, server. Previews are cached; API keys never hit the browser.






For non-unique needs, yes in practice. Keep Amazon Titan Image G1 v2 when the asset must be uniquely generated for brand or campaign finals.
One plan: $50 USD/month, no free tier, no per-image fee. Catalog access with 30 requests/minute per account.
Original downloads are unlimited with one concurrent transfer per account. API requests share a 30/minute account bucket.
After messaging and layout lock, if the final creative must be uniquely generated. Until then, licensed stock is enough.