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Understand the context
BiteWise separates personal nutrition context from shared household context, then routes the user to the right product.
One food intelligence platform. Two focused products. NutriOrder AI for health-aware meal ordering. SmartPantry AI for household pantry, recipe, and grocery intelligence.

Personal Nutrition & Swiggy MCP
Health-Aware Meal Ordering Engine
NutriOrder AI is your personal nutrition coach. Define your calorie target, protein goals, dietary preferences, and allergies — and get ranked Swiggy meal recommendations with complete explainability.
Every recommendation breaks down macro fit percentage, budget fit, delivery time, and user ratings with safety-gated order caps.

Bikganai Biryani & Bowls · Japanese & Healthy Asian
Why This Meal: Precisely satisfies your muscle gain target (+42g protein), zero peanut allergens, and stays well below your ₹350 budget limit.
5 scoring dimensions: nutrition, cost, time, taste, availability — not just calories
Every recommendation shows exactly why it ranked high or low, with per-factor breakdowns
Environment locks, order caps, and explicit confirmation prevent accidental or unsafe orders
Persistent log of meals ordered, macros consumed, and nutritional history over time
How it works
Define calorie target, protein needs, dietary preference (veg/non-veg/vegan), allergies, cuisine preferences, and daily budget. The profile stays across sessions.
The ranking engine scores available Swiggy meals across 5 factors: nutrition fit, cost efficiency, delivery time, taste match, and availability. Each meal shows exactly why it scored the way it did.
Before any order, you see the full cart breakdown — item details, pricing, applicable coupons, delivery fee, and payment methods. Nothing happens without your review.
Explicit confirmation required. Order placement is safety-gated: environment locks, order caps, and payment method checks all run before any Swiggy API mutation.
Real-time order tracking through Swiggy MCP. After delivery, the meal's macros are logged to your nutrition ledger — building a persistent history of your food choices.

2 Items Low or Out: Milk (Low), Toor Dal (Empty). Auto-queued to grocery list!
Household Inventory & Recipe Intelligence
Autonomous Pantry & Grocery Lifecycle
SmartPantry AI manages the food lifecycle between restaurant orders: ingredient stock, expiry alerts, recipe matching, and prioritized grocery lists.
Built for multi-person households where vegetarian preferences, peanut allergies, and calorie goals must all be respected seamlessly.
15-second onboarding
Template kitchen, one-tap stock levels
Qualitative stock tracking
Full → Half → Low → Empty, no weighing
Auto-decrement on cook
Pantry updates when you mark a recipe as cooked
Expiry awareness
"Your curd expires tomorrow" triggers action
Multi-person dietary filtering
Veg, allergies, and calorie targets per member
Intelligent grocery priority
Urgent → Soon → Optional, auto-categorized
Family members with individual dietary preferences, allergies, calorie and protein targets — shared kitchen, respected constraints.
Battery-style stock levels (Full/Half/Low/Empty). One tap to update. No weighing, no typing quantities. Low-stock auto-alerts.
"What can I cook today?" matches pantry stock against recipes, shows coverage, filters by family allergies and diet, and flags missing ingredients.
Auto-generated from stock alerts and recipe gaps. Grouped by category. Prioritized by urgency. Toggle items as purchased.
See estimated prices and product matches from Swiggy Instamart. Review the cart before deciding. Intelligence first, checkout later.
Combined calorie and protein targets across all family members. Dietary conflict detection. Allergen aggregation.
How it works
Create your household and add family members with their dietary preferences (veg/non-veg/vegan), allergies, calorie targets, and protein goals. SmartPantry respects everyone's constraints.
Tap from a pre-populated template of common Indian kitchen items — rice, dal, milk, eggs, onions, spices — and set stock levels (Full, Half, Low, Empty). Stock 30 items in 15 seconds, not 15 minutes of typing.
SmartPantry watches your pantry: out-of-stock items auto-add to your grocery list, low-stock items show warnings, and perishables nearing expiry get flagged with "use it or lose it" recipe suggestions.
SmartPantry matches your pantry stock against recipe templates, filters by your family's dietary constraints and allergies, and shows coverage — what you have, what's missing, and how ready each recipe is.
Missing ingredients from recipes, out-of-stock items, and manual additions all flow into one smart grocery list — grouped by category (Dairy, Staples, Proteins), prioritized (Urgent, Soon, Optional).
See what your grocery order would look like on Swiggy Instamart: matched products, estimated prices, category totals. Review before you buy — the preview is intelligence, not checkout.
Operating model
BiteWise keeps the experiences separate enough to feel clear, while sharing the same identity, safety patterns, and Swiggy MCP execution layer.
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BiteWise separates personal nutrition context from shared household context, then routes the user to the right product.
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NutriOrder AI handles ready-to-eat meals via Swiggy Food MCP. SmartPantry AI handles pantry, recipe, and grocery via Instamart MCP.
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Each product explains its reasoning — meal macro fit, pantry coverage gaps, recipe readiness, grocery priority tiers.
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Orders stay behind review screens, safety locks, payment checks, and explicit user confirmation. No silent mutations.
Why this direction works
Most food apps solve one moment — ordering. BiteWise solves the full cycle: what to eat, what to cook, what to buy, and when to restock. The more a household uses it, the more accurate it gets.
Users eat daily and households restock weekly, so retention comes from recurring decisions, not occasional use.
Swiggy is the execution layer for search, cart, coupon, checkout, and tracking — not a passive data source.
Nutrition logs, preferences, pantry state, go-to items, and feedback make the assistant more personalized over time.
Every mutating action stays behind review, explicit confirmation, order caps, and environment locks.