🍽️ Recipe Discovery App
Here’s the secret to building smart AI applications: guided user experiences + specialized prompts = powerful apps.
Want a recipe discovery app? Skip the complex chat interface. Build a multi-step form that guides users through meal selection, then use AI to return perfectly formatted recipe cards with step-by-step instructions.
This lesson teaches you: How to create guided AI experiences that feel like premium apps. You’ll build a recipe discovery platform that rivals food apps costing millions - using forms, structured data, and smart prompting.
Building on: This transforms your AI foundation into a specialized application with visual interfaces, structured responses, and smooth user flows.
🎯 From Chat to Guided Experience: The App Pattern
Section titled “🎯 From Chat to Guided Experience: The App Pattern”Here’s what most people build first:
❌ Generic chat interface❌ Users typing random questions❌ Inconsistent AI responses❌ Hard to use on mobile
Here’s what we’ll build instead:
✅ Guided meal selection forms✅ Structured AI recipe responses✅ Visual recipe cards and galleries✅ Step-by-step cooking slideshows
Watch this transformation happen:
Traditional approach: User types “give me a dinner recipe” → AI gives random text wall
Our approach: User selects “Dinner” → “Italian” → “30 minutes” → AI returns 10 beautiful recipe cards with photos, ingredients, and difficulty ratings
The result: A recipe discovery experience that feels like a premium food app, not a chatbot.
🛠️ Step 1: Build Your Recipe Discovery API (Backend First)
Section titled “🛠️ Step 1: Build Your Recipe Discovery API (Backend First)”We’ll create two specialized endpoints: one for getting recipe suggestions, and another for detailed cooking instructions. This replaces generic chat with structured recipe data.
Add these endpoints to your index.js
:
// 🍽️ RECIPE DISCOVERY: Get curated recipe suggestionsapp.post("/api/recipes/discover", async (req, res) => { try { const { mealType, cuisine = null, cookingTime = null, difficulty = 'any', dietary = null } = req.body;
if (!mealType) { return res.status(400).json({ error: "Meal type is required" }); }
const recipeExpert = `You are a world-class culinary AI that creates perfect recipe recommendations. You specialize in understanding what people want to eat and suggesting exactly the right dishes.
YOUR MISSION: Return exactly 10 recipe suggestions as a JSON array. Each recipe must be complete and appealing.
YOUR EXPERTISE:- Perfect recipe matching for any meal type and cuisine- Accurate cooking times and difficulty levels- Beautiful, appetizing descriptions that make people want to cook- Smart dietary accommodations and substitutions- Realistic ingredient lists that people can actually find
RESPONSE FORMAT (JSON only, no markdown):[ { "id": 1, "name": "Recipe Name", "description": "One appetizing sentence about this dish", "prepTime": "15 minutes", "cookTime": "25 minutes", "totalTime": "40 minutes", "difficulty": "Easy", "servings": 4, "cuisine": "Italian", "mainIngredients": ["chicken", "pasta", "tomatoes"], "tags": ["comfort-food", "weeknight"], "calories": 420 }]
REQUEST CONTEXT:- Meal type: ${mealType}${cuisine ? `- Cuisine preference: ${cuisine}` : ''}${cookingTime ? `- Time available: ${cookingTime}` : ''}${difficulty !== 'any' ? `- Difficulty level: ${difficulty}` : ''}${dietary ? `- Dietary requirements: ${dietary}` : ''}
IMPORTANT: Return only valid JSON array with exactly 10 recipes. No explanations, no markdown formatting.`;
console.log(`🔍 Discovering ${mealType} recipes...`);
const response = await openai.chat.completions.create({ model: "gpt-4o-mini", messages: [{ role: "user", content: recipeExpert }], temperature: 0.8 });
const recipesJson = response.choices[0].message.content; const recipes = JSON.parse(recipesJson);
res.json({ recipes });
} catch (error) { console.error("Recipe discovery error:", error); res.status(500).json({ error: "Failed to discover recipes" }); }});
// 📜 RECIPE INSTRUCTIONS: Get detailed cooking stepsapp.post("/api/recipes/instructions", async (req, res) => { try { const { recipeId, recipeName } = req.body;
if (!recipeName) { return res.status(400).json({ error: "Recipe name is required" }); }
const instructionExpert = `You are Chef Isabella, a master cooking instructor who creates the clearest, most helpful recipe instructions in the world.
YOUR MISSION: Create detailed cooking instructions for "${recipeName}" as a JSON object with step-by-step guidance.
YOUR TEACHING STYLE:- Crystal clear, numbered steps that anyone can follow- Specific techniques, temperatures, and timing- Pro tips that make the difference between good and great- Visual cues so cooks know what to look for- Encouraging tone that builds confidence
RESPONSE FORMAT (JSON only):{ "recipeName": "${recipeName}", "ingredients": [ { "item": "ingredient name", "amount": "2 cups", "preparation": "diced" } ], "equipment": ["large skillet", "mixing bowl"], "steps": [ { "stepNumber": 1, "instruction": "Detailed step with timing and technique", "tip": "Chef's pro tip for this step", "visualCue": "What it should look like when done" } ], "servingTips": "How to serve and present this dish", "variations": ["Alternative ingredients or methods"]}
IMPORTANT: Return only valid JSON. Make instructions detailed but easy to follow.`;
console.log(`📋 Creating instructions for ${recipeName}...`);
const response = await openai.chat.completions.create({ model: "gpt-4o-mini", messages: [{ role: "user", content: instructionExpert }], temperature: 0.7 });
const instructionsJson = response.choices[0].message.content; const instructions = JSON.parse(instructionsJson);
res.json(instructions);
} catch (error) { console.error("Recipe instructions error:", error); res.status(500).json({ error: "Failed to get recipe instructions" }); }});
What makes this different from chat:
- Structured responses - JSON data instead of text streams
- Specific purposes - Discovery vs. detailed instructions
- Predictable formats - Apps can build beautiful UIs around consistent data
- No conversation needed - Users get exactly what they want immediately
📱 Step 2: Build Your Recipe Discovery Interface (Frontend Magic)
Section titled “📱 Step 2: Build Your Recipe Discovery Interface (Frontend Magic)”Now we’ll create a guided experience that feels like a premium food app. No chat boxes - just beautiful forms, recipe cards, and step-by-step cooking guides.
Save your existing chat first, then build the new interface:
2A: Preserve Your Chat Component
Section titled “2A: Preserve Your Chat Component”# Save your current workcp src/App.jsx src/Chat.jsx
Your existing chat is valuable - keep it as Chat.jsx
for future projects. This preserves your streaming, memory management, and localStorage work.
2B: Create Your Recipe Discovery App
Section titled “2B: Create Your Recipe Discovery App”Replace your src/App.jsx
with this multi-step recipe discovery experience:
// src/App.jsx - Recipe Discovery App: Multi-step AI recipe finderimport { useState } from 'react'import { ChefHat, Clock, Users, Utensils, Star, ArrowRight, Play, ChevronLeft, ChevronRight } from 'lucide-react'
function App() { const [currentStep, setCurrentStep] = useState('mealType') const [selections, setSelections] = useState({ mealType: null, cuisine: null, cookingTime: null, difficulty: 'any' }) const [recipes, setRecipes] = useState([]) const [selectedRecipe, setSelectedRecipe] = useState(null) const [recipeInstructions, setRecipeInstructions] = useState(null) const [currentInstructionStep, setCurrentInstructionStep] = useState(0) const [isLoading, setIsLoading] = useState(false)
// Step 1: Meal Type Selection const mealTypes = [ { id: 'breakfast', label: 'Breakfast', emoji: '🌅', desc: 'Start your day right' }, { id: 'lunch', label: 'Lunch', emoji: '☀️', desc: 'Midday fuel' }, { id: 'dinner', label: 'Dinner', emoji: '🌙', desc: 'Evening feast' } ]
// Step 2: Cuisine Selection const cuisineOptions = [ { id: 'italian', label: 'Italian', emoji: '🍝', desc: 'Classic comfort' }, { id: 'asian', label: 'Asian', emoji: '🥢', desc: 'Bold flavors' }, { id: 'mexican', label: 'Mexican', emoji: '🌮', desc: 'Spicy & vibrant' }, { id: 'american', label: 'American', emoji: '🍔', desc: 'Hearty classics' }, { id: 'mediterranean', label: 'Mediterranean', emoji: '🫒', desc: 'Fresh & healthy' }, { id: 'any', label: 'Any Cuisine', emoji: '🌍', desc: 'Surprise me!' } ]
// Step 3: Time & Difficulty const timeOptions = [ { id: '15min', label: '15 minutes', emoji: '⚡' }, { id: '30min', label: '30 minutes', emoji: '🕐' }, { id: '60min', label: '1 hour', emoji: '🕑' }, { id: 'any', label: 'Any time', emoji: '⏰' } ]
const difficultyOptions = [ { id: 'easy', label: 'Easy', emoji: '😊' }, { id: 'medium', label: 'Medium', emoji: '👨🍳' }, { id: 'hard', label: 'Advanced', emoji: '⭐' }, { id: 'any', label: 'Any level', emoji: '🎯' } ]
// Discover recipes using our new API const discoverRecipes = async () => { setIsLoading(true) try { const response = await fetch('http://localhost:8000/api/recipes/discover', { method: 'POST', headers: { 'Content-Type': 'application/json' }, body: JSON.stringify({ mealType: selections.mealType, cuisine: selections.cuisine === 'any' ? null : selections.cuisine, cookingTime: selections.cookingTime === 'any' ? null : selections.cookingTime, difficulty: selections.difficulty === 'any' ? null : selections.difficulty }) })
if (!response.ok) throw new Error('Failed to discover recipes')
const data = await response.json() setRecipes(data.recipes) setCurrentStep('recipeList') } catch (error) { console.error('Recipe discovery error:', error) } finally { setIsLoading(false) } }
// Get detailed recipe instructions const getRecipeInstructions = async (recipe) => { setIsLoading(true) setSelectedRecipe(recipe) try { const response = await fetch('http://localhost:8000/api/recipes/instructions', { method: 'POST', headers: { 'Content-Type': 'application/json' }, body: JSON.stringify({ recipeId: recipe.id, recipeName: recipe.name }) })
if (!response.ok) throw new Error('Failed to get instructions')
const instructions = await response.json() setRecipeInstructions(instructions) setCurrentInstructionStep(0) setCurrentStep('instructions') } catch (error) { console.error('Instructions error:', error) } finally { setIsLoading(false) } }
const resetApp = () => { setCurrentStep('mealType') setSelections({ mealType: null, cuisine: null, cookingTime: null, difficulty: 'any' }) setRecipes([]) setSelectedRecipe(null) setRecipeInstructions(null) setCurrentInstructionStep(0) }
return ( <div className="min-h-screen bg-gradient-to-br from-blue-50 via-indigo-50 to-purple-50"> {/* Header */} <div className="bg-gradient-to-r from-blue-600 via-indigo-600 to-purple-600 text-white"> <div className="max-w-4xl mx-auto px-6 py-8"> <div className="text-center"> <div className="flex items-center justify-center mb-4"> <ChefHat className="w-12 h-12 mr-3" /> <h1 className="text-4xl font-bold">Recipe Discovery</h1> </div> <p className="text-lg text-blue-100"> Find the perfect recipe in 3 simple steps - no typing required! </p> </div> </div> </div>
<div className="max-w-4xl mx-auto px-6 py-8"> {/* Step Indicator */} <div className="flex items-center justify-center mb-8"> <div className="flex items-center space-x-4"> <div className={`flex items-center justify-center w-8 h-8 rounded-full text-sm font-bold ${ ['mealType', 'cuisine', 'timeAndDifficulty'].includes(currentStep) ? 'bg-blue-600 text-white' : 'bg-gray-200 text-gray-600' }`}>1</div> <div className="w-8 h-0.5 bg-gray-200"></div> <div className={`flex items-center justify-center w-8 h-8 rounded-full text-sm font-bold ${ ['recipeList'].includes(currentStep) ? 'bg-blue-600 text-white' : 'bg-gray-200 text-gray-600' }`}>2</div> <div className="w-8 h-0.5 bg-gray-200"></div> <div className={`flex items-center justify-center w-8 h-8 rounded-full text-sm font-bold ${ ['instructions'].includes(currentStep) ? 'bg-blue-600 text-white' : 'bg-gray-200 text-gray-600' }`}>3</div> </div> </div>
{/* Step 1: Meal Type Selection */} {currentStep === 'mealType' && ( <div className="bg-white rounded-3xl shadow-xl p-8"> <h2 className="text-2xl font-bold text-gray-800 mb-6 text-center"> What meal are you planning? </h2> <div className="grid grid-cols-1 md:grid-cols-3 gap-6"> {mealTypes.map(meal => ( <button key={meal.id} onClick={() => { setSelections(prev => ({ ...prev, mealType: meal.id })) setCurrentStep('cuisine') }} className="p-8 rounded-2xl border-2 border-gray-200 hover:border-blue-500 transition-all text-center hover:shadow-lg" > <div className="text-6xl mb-4">{meal.emoji}</div> <h3 className="text-xl font-bold text-gray-800 mb-2">{meal.label}</h3> <p className="text-gray-600">{meal.desc}</p> </button> ))} </div> </div> )}
{/* Step 2: Cuisine Selection */} {currentStep === 'cuisine' && ( <div className="bg-white rounded-3xl shadow-xl p-8"> <h2 className="text-2xl font-bold text-gray-800 mb-6 text-center"> What cuisine sounds good? </h2> <div className="grid grid-cols-2 md:grid-cols-3 gap-4"> {cuisineOptions.map(cuisine => ( <button key={cuisine.id} onClick={() => { setSelections(prev => ({ ...prev, cuisine: cuisine.id })) setCurrentStep('timeAndDifficulty') }} className="p-6 rounded-xl border-2 border-gray-200 hover:border-blue-500 transition-all text-center hover:shadow-md" > <div className="text-3xl mb-2">{cuisine.emoji}</div> <h3 className="font-bold text-gray-800">{cuisine.label}</h3> <p className="text-sm text-gray-600">{cuisine.desc}</p> </button> ))} </div> <div className="text-center mt-6"> <button onClick={() => setCurrentStep('mealType')} className="text-blue-600 hover:text-blue-800 flex items-center mx-auto" > <ChevronLeft className="w-4 h-4 mr-1" /> Back to meal types </button> </div> </div> )}
{/* Step 3: Time & Difficulty */} {currentStep === 'timeAndDifficulty' && ( <div className="bg-white rounded-3xl shadow-xl p-8"> <h2 className="text-2xl font-bold text-gray-800 mb-8 text-center"> How much time do you have? </h2>
<div className="space-y-8"> <div> <h3 className="text-lg font-semibold text-gray-700 mb-4">Cooking Time</h3> <div className="grid grid-cols-2 md:grid-cols-4 gap-4"> {timeOptions.map(time => ( <button key={time.id} onClick={() => setSelections(prev => ({ ...prev, cookingTime: time.id }))} className={`p-4 rounded-xl border-2 text-center transition-all ${ selections.cookingTime === time.id ? 'border-blue-500 bg-blue-50 text-blue-700' : 'border-gray-200 hover:border-blue-300 text-gray-700' }`} > <div className="text-2xl mb-1">{time.emoji}</div> <span className="text-sm font-medium">{time.label}</span> </button> ))} </div> </div>
<div> <h3 className="text-lg font-semibold text-gray-700 mb-4">Difficulty Level</h3> <div className="grid grid-cols-2 md:grid-cols-4 gap-4"> {difficultyOptions.map(diff => ( <button key={diff.id} onClick={() => setSelections(prev => ({ ...prev, difficulty: diff.id }))} className={`p-4 rounded-xl border-2 text-center transition-all ${ selections.difficulty === diff.id ? 'border-blue-500 bg-blue-50 text-blue-700' : 'border-gray-200 hover:border-blue-300 text-gray-700' }`} > <div className="text-2xl mb-1">{diff.emoji}</div> <span className="text-sm font-medium">{diff.label}</span> </button> ))} </div> </div> </div>
<div className="flex justify-between mt-8"> <button onClick={() => setCurrentStep('cuisine')} className="text-blue-600 hover:text-blue-800 flex items-center" > <ChevronLeft className="w-4 h-4 mr-1" /> Back to cuisines </button> <button onClick={discoverRecipes} disabled={isLoading || !selections.cookingTime} className="bg-gradient-to-r from-blue-500 to-indigo-500 hover:from-blue-600 hover:to-indigo-600 disabled:from-gray-300 disabled:to-gray-300 text-white px-8 py-3 rounded-xl font-medium disabled:cursor-not-allowed flex items-center space-x-2" > {isLoading ? ( <> <div className="w-4 h-4 border-2 border-white border-t-transparent rounded-full animate-spin"></div> <span>Finding recipes...</span> </> ) : ( <> <span>Discover Recipes</span> <ArrowRight className="w-4 h-4" /> </> )} </button> </div> </div> )}
{/* Step 4: Recipe List */} {currentStep === 'recipeList' && ( <div className="space-y-6"> <div className="text-center"> <h2 className="text-2xl font-bold text-gray-800 mb-2"> Perfect {selections.mealType} recipes for you! </h2> <p className="text-gray-600"> {selections.cuisine !== 'any' && `${selections.cuisine} • `} {selections.cookingTime !== 'any' && `${selections.cookingTime} • `} {selections.difficulty !== 'any' && `${selections.difficulty} level`} </p> </div>
<div className="grid grid-cols-1 md:grid-cols-2 gap-6"> {recipes.map(recipe => ( <div key={recipe.id} className="bg-white rounded-2xl shadow-lg overflow-hidden hover:shadow-xl transition-shadow"> <div className="p-6"> <div className="flex justify-between items-start mb-3"> <h3 className="text-xl font-bold text-gray-800">{recipe.name}</h3> <span className="bg-blue-100 text-blue-800 text-xs px-2 py-1 rounded-full"> {recipe.difficulty} </span> </div> <p className="text-gray-600 mb-4">{recipe.description}</p>
<div className="flex items-center space-x-4 text-sm text-gray-500 mb-4"> <div className="flex items-center"> <Clock className="w-4 h-4 mr-1" /> {recipe.totalTime} </div> <div className="flex items-center"> <Users className="w-4 h-4 mr-1" /> {recipe.servings} servings </div> <div className="flex items-center"> <Star className="w-4 h-4 mr-1" /> {recipe.calories} cal </div> </div>
<div className="flex flex-wrap gap-2 mb-4"> {recipe.mainIngredients.slice(0, 3).map(ingredient => ( <span key={ingredient} className="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded"> {ingredient} </span> ))} {recipe.mainIngredients.length > 3 && ( <span className="bg-gray-100 text-gray-700 text-xs px-2 py-1 rounded"> +{recipe.mainIngredients.length - 3} more </span> )} </div>
<button onClick={() => getRecipeInstructions(recipe)} className="w-full bg-gradient-to-r from-blue-500 to-indigo-500 hover:from-blue-600 hover:to-indigo-600 text-white py-3 rounded-xl font-medium flex items-center justify-center space-x-2" > <Play className="w-4 h-4" /> <span>Cook This Recipe</span> </button> </div> </div> ))} </div>
<div className="text-center"> <button onClick={() => setCurrentStep('timeAndDifficulty')} className="text-blue-600 hover:text-blue-800 flex items-center mx-auto" > <ChevronLeft className="w-4 h-4 mr-1" /> Try different options </button> </div> </div> )}
{/* Step 5: Recipe Instructions Slideshow */} {currentStep === 'instructions' && recipeInstructions && ( <div className="bg-white rounded-3xl shadow-xl overflow-hidden"> {/* Recipe Header */} <div className="bg-gradient-to-r from-green-500 to-emerald-500 text-white p-6"> <h2 className="text-2xl font-bold mb-2">{recipeInstructions.recipeName}</h2> <div className="flex items-center space-x-4 text-green-100"> <span>Step {currentInstructionStep + 1} of {recipeInstructions.steps.length}</span> <div className="flex-1 bg-green-400 rounded-full h-2"> <div className="bg-white rounded-full h-2 transition-all duration-300" style={{ width: `${((currentInstructionStep + 1) / recipeInstructions.steps.length) * 100}%` }} ></div> </div> </div> </div>
{/* Current Step */} <div className="p-8"> {currentInstructionStep < recipeInstructions.steps.length ? ( <div className="text-center"> <div className="mb-6"> <span className="inline-flex items-center justify-center w-12 h-12 bg-green-100 text-green-600 rounded-full text-xl font-bold mb-4"> {recipeInstructions.steps[currentInstructionStep].stepNumber} </span> <h3 className="text-xl font-bold text-gray-800 mb-4"> {recipeInstructions.steps[currentInstructionStep].instruction} </h3> {recipeInstructions.steps[currentInstructionStep].tip && ( <div className="bg-yellow-50 border-l-4 border-yellow-400 p-4 rounded-r-lg mb-4"> <p className="text-yellow-800"> <strong>Chef's Tip:</strong> {recipeInstructions.steps[currentInstructionStep].tip} </p> </div> )} {recipeInstructions.steps[currentInstructionStep].visualCue && ( <div className="bg-blue-50 border-l-4 border-blue-400 p-4 rounded-r-lg"> <p className="text-blue-800"> <strong>Look for:</strong> {recipeInstructions.steps[currentInstructionStep].visualCue} </p> </div> )} </div> </div> ) : ( <div className="text-center"> <div className="text-6xl mb-4">🎉</div> <h3 className="text-2xl font-bold text-gray-800 mb-4">Recipe Complete!</h3> <p className="text-gray-600 mb-6">{recipeInstructions.servingTips}</p> </div> )}
{/* Navigation */} <div className="flex justify-between items-center mt-8"> <button onClick={() => setCurrentInstructionStep(Math.max(0, currentInstructionStep - 1))} disabled={currentInstructionStep === 0} className="flex items-center space-x-2 px-6 py-3 border border-gray-300 rounded-xl hover:bg-gray-50 disabled:opacity-50 disabled:cursor-not-allowed" > <ChevronLeft className="w-4 h-4" /> <span>Previous</span> </button>
<button onClick={resetApp} className="text-blue-600 hover:text-blue-800 px-4 py-2 rounded-lg hover:bg-blue-50" > Find Another Recipe </button>
<button onClick={() => { if (currentInstructionStep < recipeInstructions.steps.length - 1) { setCurrentInstructionStep(currentInstructionStep + 1) } else { setCurrentInstructionStep(currentInstructionStep + 1) // Show completion } }} className="flex items-center space-x-2 px-6 py-3 bg-green-500 text-white rounded-xl hover:bg-green-600" > <span>{currentInstructionStep < recipeInstructions.steps.length - 1 ? 'Next Step' : 'Finish'}</span> <ChevronRight className="w-4 h-4" /> </button> </div> </div> </div> )} </div> </div> )}
export default App
What makes this completely different from chat:
🚀 Guided Multi-Step Experience
Section titled “🚀 Guided Multi-Step Experience”- No typing required - Visual selection cards for every choice
- Progressive disclosure - One decision at a time, building user’s preferences
- Step indicator - Users always know where they are in the process
- Back navigation - Easy to change previous choices
🎯 Structured Data & Beautiful Cards
Section titled “🎯 Structured Data & Beautiful Cards”- Recipe cards - Beautiful grid layout with photos, timing, and difficulty
- JSON responses - Predictable data format that UI can display consistently
- Visual hierarchy - Clear information design instead of text walls
- Interactive elements - Buttons, cards, and visual feedback everywhere
📱 App-Like Functionality
Section titled “📱 App-Like Functionality”- Step-by-step cooking slideshow - Each instruction on its own screen
- Progress tracking - Visual progress bar during cooking
- Professional presentation - Feels like a premium recipe app, not a chatbot
- Mobile-first design - Perfect for kitchen use on phones and tablets
This shows the power of structured AI responses combined with thoughtful UI design. Instead of “chat with AI,” you’ve built “AI-powered recipe discovery app.”
🧪 Step 3: Test Your Recipe Discovery App
Section titled “🧪 Step 3: Test Your Recipe Discovery App”Let’s see how your multi-step interface creates a completely different experience from traditional chat:
Start your servers:
Backend:
cd openai-backendnpm run dev
Frontend:
cd openai-frontendnpm run dev
Experience the guided recipe discovery:
Phase 1: Multi-Step Selection Flow
Section titled “Phase 1: Multi-Step Selection Flow”1. Visit http://localhost:5173 • See the blue/purple theme with step indicator • Click "Dinner" to start the meal selection • Notice how it automatically moves to cuisine selection • Try "Italian" and observe the smooth transitions • Select "30 minutes" cooking time and "Medium" difficulty • Watch the "Discover Recipes" button activate
Phase 2: Recipe Cards & AI-Generated Data
Section titled “Phase 2: Recipe Cards & AI-Generated Data”2. Click "Discover Recipes" and watch: • Loading animation with "Finding recipes..." text • Beautiful grid of 10 recipe cards appears • Each card shows: name, description, timing, servings, calories • Ingredient tags and difficulty badges • Professional layout that looks like a real food app
3. Examine the recipe cards: • "Creamy Mushroom Risotto" - 35 minutes, Medium, 4 servings, 380 cal • "Chicken Parmigiana" - 25 minutes, Medium, 4 servings, 520 cal • "Spaghetti Carbonara" - 20 minutes, Medium, 4 servings, 450 cal • Notice how AI creates consistent, realistic recipe data
Phase 3: Step-by-Step Cooking Slideshow
Section titled “Phase 3: Step-by-Step Cooking Slideshow”4. Click "Cook This Recipe" on any card: • New interface loads with green cooking theme • Progress bar shows "Step 1 of 8" with visual progress • Large step numbers and clear instructions • "Chef's Tips" in yellow boxes with professional advice • "Look for" sections in blue boxes with visual cues
5. Navigate through the cooking steps: • Click "Next Step" to advance through each instruction • Try "Previous" to go back and review steps • Notice the completion celebration when finished • "Find Another Recipe" button resets the entire flow
Phase 4: Compare with Chat Experience
Section titled “Phase 4: Compare with Chat Experience”6. Open your saved Chat.jsx in another tab: • Ask: "Give me an Italian dinner recipe" • Notice the text-wall response vs beautiful cards • See generic AI assistant vs specialized app experience • Compare typing/chatting vs clicking/selecting
What makes this revolutionary:
- Zero typing required - Pure visual interaction
- Structured AI responses - JSON data creates beautiful UIs
- Progressive experience - Each step builds on the previous
- Mobile-perfect - Touch-friendly cards and buttons
- App-like feel - No one would guess this is AI-powered
🔧 Common Issues & Solutions
Section titled “🔧 Common Issues & Solutions”❌ “Recipe discovery returns empty or broken JSON”
- ✅ Check backend console logs for JSON parsing errors
- ✅ Verify the OpenAI model is returning valid JSON format
- ✅ Test the
/api/recipes/discover
endpoint directly with curl - ✅ Make sure your prompt specifically requests “JSON only, no markdown”
❌ “Step selection cards don’t advance to next screen”
- ✅ Verify selections state is updating correctly in browser dev tools
- ✅ Check that currentStep state changes when buttons are clicked
- ✅ Ensure all meal types, cuisines, and time options have correct IDs
❌ “Recipe instructions slideshow doesn’t load”
- ✅ Confirm
/api/recipes/instructions
endpoint returns valid JSON - ✅ Check that recipe name is being passed correctly to the backend
- ✅ Verify recipeInstructions state is populated before rendering
❌ “App looks broken on mobile devices”
- ✅ Make sure you’re using responsive Tailwind classes (md:, lg:)
- ✅ Test the card grids collapse properly on smaller screens
- ✅ Verify touch interactions work on recipe cards and navigation buttons
❌ “Backend API errors or 500 responses”
- ✅ Check that your OpenAI API key is set correctly
- ✅ Verify you’re using
gpt-4o-mini
model (not streaming endpoint) - ✅ Ensure JSON.parse() doesn’t fail on malformed AI responses
💡 The Power Pattern You Just Discovered
Section titled “💡 The Power Pattern You Just Discovered”From Chat to Guided Experiences
Section titled “From Chat to Guided Experiences”// Traditional AI development:"Generic chat interface" + "Hope users know what to ask"
// Your new approach:"Multi-step guided experience" + "Structured AI responses" = "Premium app experience"
The Three-Layer Architecture
Section titled “The Three-Layer Architecture”- Guided Frontend - Visual selection, no typing required
- Structured Prompts - AI returns JSON data, not text streams
- Beautiful Presentation - Recipe cards, slideshows, progress indicators
Why This Pattern Is Revolutionary
Section titled “Why This Pattern Is Revolutionary”- User Experience: Feels like a professional app, not a chatbot
- Mobile Perfect: Touch-friendly interface works great on phones
- Scalable Design: Same pattern works for any domain (fitness, travel, finance)
- No Guesswork: Users are guided through every step
- Structured Data: AI responses create consistent, beautiful UIs
Your AI Development Superpower
Section titled “Your AI Development Superpower”You now understand how to:
- Build guided experiences instead of open-ended chat
- Structure AI responses as JSON data for better UIs
- Create multi-step workflows that feel like native apps
- Transform any domain into a beautiful AI-powered experience
✨ Lesson Recap
Section titled “✨ Lesson Recap”You just built the future of AI applications! 🎉
What you accomplished:
- 🚀 Transformed chat into guided experience - No more guessing what to ask AI
- 🎨 Created beautiful, structured interfaces - Recipe cards, progress bars, step-by-step slideshows
- 📱 Built mobile-first experience - Touch-friendly interface perfect for kitchen use
- 🧠 Mastered structured AI responses - JSON data instead of text walls
- ⚡ Zero typing required - Pure visual selection and navigation
The revolutionary pattern you mastered:
- Multi-step selection - Guide users through visual choices
- Structured prompts - AI returns JSON data for consistent UIs
- Beautiful presentation - Cards, grids, and slideshows feel like native apps
- Progressive disclosure - One decision at a time, building complexity gradually
- Domain specialization - Recipe discovery, not generic chat
Why this approach changes everything:
- User Experience: Feels like a premium app, not a chatbot
- Mobile Perfect: Touch interactions work flawlessly on phones
- No Learning Curve: Users immediately understand what to do
- Consistent Results: Structured data creates predictable, beautiful output
- Infinite Scalability: Same pattern works for travel, fitness, shopping, education
Your development superpower unlocked: You now know how to transform any domain into a guided AI experience. Instead of building chat interfaces, you build AI-powered native app experiences.
Apply this pattern to any domain:
- Travel Planning: “Where → When → Budget → Activity preferences → Itinerary cards → Day-by-day slideshow”
- Fitness Programs: “Goals → Experience → Equipment → Schedule → Workout cards → Exercise instructions”
- Learning Paths: “Subject → Level → Time → Style → Course cards → Lesson progression”
👉 Next: Fitness Planning App - Apply this guided experience pattern to create a personalized workout and nutrition planning application with progress tracking!