Your codegen does not know unit economics
LLM scaffolds optimize for working demos, not cheap Recraft V4 usage.
CI & fixtures · Recraft V4
Screenshot pipelines need determinism; Recraft V4 provides creative variance. Verification pipelines should not inherit creative Recraft V4 habits from demos.
LLM scaffolds optimize for working demos, not cheap Recraft V4 usage.
Dev servers re-run pipelines that casually call Recraft V4.
Gray boxes look amateur; stock via a flat plan looks shipped without Recraft V4 rates.
When you finally need Recraft V4, you still have runway because fixtures used stock.
Design token PRs should not regenerate product shots. Keep media orthogonal to style changes—download fixtures once from Epochal and keep Recraft V4 out of the pipeline.
When the image does not need a unique Recraft V4 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 Recraft V4 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: server, technology, design. Previews are cached; API keys never hit the browser.






For non-unique needs, yes in practice. Keep Recraft V4 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.
Only if you truly need generative regression coverage. Daily PR pipelines should use stock fixtures instead.