AI Prompts Library

Review this AI feature spec before engineering starts. Most AI features fail on the same handful of unanswered questions.

Check each and report GAP or OK with a one-line justification:

1. What happens when the model is wrong? Is there a recovery path, or does the user just get a bad answer?
2. What does the user see while waiting?
3. How is quality measured after launch? Name the metric.
4. What is the cost per user per month at the projected volume?
5. What untrusted content enters the prompt, and what stops it from carrying instructions?
6. Which decisions does the model make that a human should approve?
7. What is the fallback if the provider has an outage?
8. Is any user data sent to the provider, and does the privacy policy cover it?
9. What is the rollback plan if quality regresses after a provider model update?

Then name the single largest risk and what would de-risk it cheapest.

Spec:
[PASTE]

Create e-commerce product card sections that present product grids, filters, ratings, configurable options, comparison layouts, carousels, and purchase actions, helping shoppers browse and compare products.

Create e-commerce product category sections that organize category chips, promo cards, icon grids, link columns, and member deal cards, helping shoppers discover product groups quickly.

Create e-commerce product information sections that explain product descriptions, technical details, questions, warranty, reviews, highlights, and supporting media, helping shoppers evaluate product details before purchase.

Create e-commerce product overview sections that present product imagery, ratings, prices, delivery details, configurator options, buy cards, and purchase actions, helping shoppers evaluate and buy individual products.

Create e-commerce product review sections that summarize ratings, show review feeds, collect customer feedback, display photos and avatars, and support helpfulness, replies, reports, and review forms.

A photorealistic studio shot of [PRODUCT].

Lighting: three-point softbox, key light at 45 degrees, soft shadows.
Lens: 85mm f/1.4 portrait lens, shallow depth of field, bokeh on background.
Background: gradient from #f8f8f8 to #e0e0e0, subtle.
Camera angle: slightly above product, 30-degree downward tilt.
Details: visible material texture, sharp focus on front face, branded label legible.
Mood: premium, aspirational, e-commerce ready.
Format: 1024x1024, centered, generous negative space for copy overlay.