Generative APIs vs flat stock

Both have a job. Mixing them is how vibecoders stay solvent.

	Generative image APIs	Epochal Stock API
Pricing shape	Per image / credits / GPU time	$50 USD/month flat
Unique synthesis	Yes — model samples from prompts	No — licensed catalog images
Best for	Final creatives, brand-new concepts	Prototypes, fixtures, placeholders, content drafts
Retry loops	Expensive	Search/list metadata within 30 requests/minute per account
Auth	Provider keys	Bearer key server-side only

Decision rule

If deleting the prompt would still leave an acceptable stock photo, do not call the generative API. Call Epochal. If the product literally is the generated image, keep Flux / GPT Image / friends.

Stock examples for this page

Pulled server-side from Epochal tags: business, abstract, office. Previews are cached; API keys never hit the browser.

Energy Consultant With Thermal Imaging Camera in Neon-Lit Setting — stock example for comparison and decision framing — Energy Consultant With Thermal Imaging Camera in Neon-Lit Setting

Separated Couple During Mediation Session in Modern Setting — stock example for comparison and decision framing — Separated Couple During Mediation Session in Modern Setting

Female Engineer in Hijab Greeting Customer at Office Setting — stock example for comparison and decision framing — Female Engineer in Hijab Greeting Customer at Office Setting

Co-parents Coordinating a Shared Calendar in a Cozy Cafe — stock example for comparison and decision framing — Co-parents Coordinating a Shared Calendar in a Cozy Cafe

Freelancer Sorting Invoices and Receipts in a Home Office — stock example for comparison and decision framing — Freelancer Sorting Invoices and Receipts in a Home Office

Cargo Bike Courier Wearing Winter Clothing in Warehouse Setting — stock example for comparison and decision framing — Cargo Bike Courier Wearing Winter Clothing in Warehouse Setting

Pick a model guide