AI CPG Packaging Designer
Turn a product brief into shelf-ready, print-correct CPG packaging in a day. AI generates carton, pouch, and label concepts on real dielines with compliant nutrition panels — not generic logos.
A consumer brand lives or dies on the shelf. The carton, pouch, or label is the silent salesperson — and for a new food, beverage, or supplement brand it is also the single most expensive, slowest thing to get right. A naming-and-packaging engagement with a real agency starts around $60,000 and takes two to four months. Even a one-off package from a mid-tier studio runs $3,000+ with three rounds of revisions baked into the timeline. The emerging DTC founder launching one SKU before the next trade show does not have either the budget or the calendar.
Built for Designers, Solo Founders, Side Hustlers.
$3.18T projected global CPG market by 2025 ($821B U.S.), a highly fragmented field where SMBs and DTC brands are the fastest-moving, most underserved segment for design tooling.
Suggested stack: Next.js 14 + Server Actions, Recraft V3 or `gpt-image-1` (with SDXL/Flux fallback), Supabase, A compositing step (Sharp / `@napi-rs/canvas` + a dieline SVG library), `pdf-lib` / a print-PDF pipeline, Clerk + Stripe Billing. Weekend scope: about 10 hours.
The Problem
A consumer brand lives or dies on the shelf. The carton, pouch, or label is the silent salesperson — and for a new food, beverage, or supplement brand it is also the single most…
The Solution
A CPG-specialized design tool that turns a product brief into shelf-ready, print-correct packaging concepts in under a day — not a generic logo maker, but a generator that…
Market Research
$3.18T projected global CPG market by 2025 ($821B U.S.), a highly fragmented field where SMBs and DTC brands are the fastest-moving, most underserved segment for design tooling.
Competitive Landscape
Canva — The dominant SMB design suite (100M+ users) with "Magic Design" AI, brand kits, and a giant template library. Brilliant for social graphics and logos; weak on true…
Business Model
Free demo ($0) — Generate watermarked concepts for one product, no export. Pure top-of-funnel.
Recommended Tech Stack
Next.js 14 + Server Actions — App at `app.product.com`, streaming generation UX so concepts appear progressively. Server Actions orchestrate the generate → composite → export…
AI Prompts to Build This
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1. Project Setup
Build the weekend MVP of "AI CPG Packaging Designer": turn a product brief into packaging concepts laid on a real dieline, then export a print-ready PDF. Stack: Next.js (App Router), TypeScript, Tailwind, Supabase (Postgres, Row Level Security, Storage, Auth with email magic link), an image model (Recraft V3 or gpt-image-1) for the front-of-pack art, Sharp for compositing, pdf-lib for export. Deploy on Vercel. Scope: one category and one dieline, a snack pouch, seeded by hand. Tables (Row Level Security on: every row is scoped brand to user): - brands(id, user_id, name, logo_url, primary_hex, voice_notes) - products(id, brand_id, name, category, flavor, audience, vibe_notes, net_weight, ingredients, allergens jsonb) - concepts(id, product_id, variant_index, art_url, composited_url, model, prompt_used, chosen) - dielines(id, category, name, svg_url, bleed_mm, safe_zone_mm, panel_zones jsonb) - exports(id, concept_id, pdf_url, export_format, created_at) Screens: /brands, /products/new (the brief), /products/[id] (concepts and export). Env vars (names only): NEXT_PUBLIC_SUPABASE_URL, NEXT_PUBLIC_SUPABASE_ANON_KEY, SUPABASE_SERVICE_ROLE_KEY (server only), IMAGE_API_KEY. Do not build: billing, plans or a paid export gate, more than one category, a 3D carton mockup, Clerk, an admin area. Done when: npm run dev starts, you can sign in, and the five tables exist with Row Level Security on and one snack-pouch dieline seeded.
2. Core Feature
Build the one feature that proves the idea: concepts composited on a real dieline, exported as a print PDF. 1. Generate art: call the image model with a prompt built from the brief: "Front-of-pack packaging art for a {category} product called {name}, flavor {flavor}, aimed at {audience}, {vibe} aesthetic. Clean shelf hierarchy, room for a logo lockup top-center and a flavor callout. No text, no nutrition panel, no barcode. High-resolution, print-quality." Make 3 variants. 2. Composite: load the dieline SVG. With Sharp, place each art variant inside the front panel, respecting bleed and the safe zone. Drop placeholder boxes into the panel zones for nutrition facts, ingredients, net weight, allergens and barcode, and overlay the logo if there is one. Save a composited preview PNG per variant. 3. Store each variant in concepts and show the founder the composited previews, never the raw art. The dieline is the product. 4. Export: for the chosen concept, take the compliance panels from a form (nutrition facts, ingredients, net weight, allergen statement) and validate the required fields for the category. Render the final layout at full bleed and export a PDF with pdf-lib: correct trim and bleed, the dieline on its own cut layer, CMYK colors, embedded fonts. Empty state: with no brands, show the brand form first. Done when: a brief produces three composited concepts, and exporting one gives a PDF with the cut layer and the filled compliance panels.3. Landing Page
Build a one-page landing site for AI CPG Packaging Designer. Hero: "Shelf-ready packaging from a product brief, in a day." Sub: "Concepts on a real dieline, with the regulatory panels already placed." One button: Join the waitlist. Sections: the problem (a generic logo maker does not know a carton from a pouch), how it works in three steps (brief the product, generate concepts, refine and export), a before and after of a flat design and a composited dieline, and an FAQ on print file formats and compliance panels. Waitlist: store the email in a waitlist table in Supabase. No other service. Voice: practical, written for a food or supplement founder. Done when: the page renders on a phone and a submitted email appears in the waitlist table.
4. Branding Package
Use a design or image tool for this one. A coding agent cannot draw a logo. Brand for AI CPG Packaging Designer: a wordmark and an icon that suggest a folded carton. Colors: warm off-white, near-black and one confident accent. Type: a sharp sans for the interface. Deliverables: wordmark, icon, a dieline icon set (carton, pouch, label), and one launch graphic of a concept on its dieline. Done when: each deliverable is saved in one folder and the icon reads at 32 px.