YourMealPal
AI meal planner that respects picky eaters, allergies, and your pantry.

Users & fit
Persona
Parents of kids 3–14, 30–48, cooking ≥4 dinners/week for a household with at least one food-friction factor (picky eater, allergy, dietary restriction, religious/cultural preference). US/UK/AU/CA.
Problem
Meal planning apps today are single-user and preference-flat. They don't handle a kid who won't eat gluten + a spouse doing low-sodium + a picky 6-year-old. Grocery lists don't dedupe against pantry state. AI recipe generators hallucinate allergens.
Urgency
2023–2025 AI recipe-generator boom has normalized AI-in-kitchen but exposed safety gaps. Consumers now expect AI, but also expect allergen safety (post-2024 FDA Food Traceability Rule implementation). A trust-first AI meal planner has a real window.
Frequency
Weekly (meal plan + grocery); daily during cook (recipe view). Sessionful dwell ~15 min at planning.
Figures marked (verify) or (estimated) come from training-data benchmarks; re-verify against live reports before external use.
Market
TAM
$4.2B consumer food/recipe app spend 2024 (data.ai/Sensor Tower 2025, verify); global meal-planning SaaS ~$2.8B
SAM
$620M — EN-speaking Western multi-constraint households (estimated from USDA 2024 allergy prevalence × smartphone penetration)
SOM (3-yr)
$20–$35M ARR in 3 yrs — 280k–420k households at ~$75 ARPU
Revenue model
Subscription — family plan. Optional grocery-delivery affiliate revenue (Instacart/Amazon Fresh partner). Sponsored-recipe model explicitly rejected — conflicts with allergen-safety positioning.
Pricing
$9.99/mo or $69/yr family. Comps: Mealime free+$5.99/mo, Yummly Pro $4.99/mo, Paprika one-time $4.99, Plan to Eat $39/yr, SideChef $79.99/yr.
ARPU
Y1 ~$48; Y2 ~$68 with grocery-delivery affiliate uplift.
Landscape
Competitors
- Mealime
~5M installs (verify); simple meal planner + grocery list. Weak on AI, weak on family constraints.
- Yummly
Whirlpool-owned; ~10M users; appliance-integration play. Strong catalog, weak on household-specific planning.
- Paprika
Indie one-time-purchase recipe manager; power-user base. No AI, no delivery.
- Whisk (Samsung Food)
Post-Samsung acquisition 2023; appliance-tied. AI recipes shipped 2024. Hardware-locked distribution.
- AnyList
Household grocery-list category leader. Strong list-sharing, no meal planning or AI.
Our wedge
Allergen-safe AI: every AI-generated recipe passes through a declarative constraint solver (allergens, dietary flags, religious/cultural restrictions) *before* rendering. Competitors' AI is LLM-first and hallucination-prone. We're the first meal planner a peanut-allergy family can trust.
Moat
Household-constraint graph + weekly-adherence data compound into a recommendation engine that knows "this family eats salmon Tuesdays." Paid partnerships with allergy-advocacy nonprofits (FARE, AAFA) create a credentialed distribution channel.
Sources
- data.ai / Sensor Tower — State of Mobile 2025 Food Category
- USDA — Household Food Allergy Prevalence 2024
- FDA — Food Traceability Final Rule (implementation 2024)
- Mealime / Yummly / Whisk — public user-count disclosures (verify per company page)
- FTC — AI marketing guidance 2024 (substantiation of AI claims)
Figures marked (verify) or (estimated) come from training-data benchmarks; re-verify against live reports before external use.
Current state
Stage
IdeationM1
Alpha — 100 allergy-household focus group; core loop is plan → grocery list → cook → adherence log.
M3
Public launch; 10k paying households.
M6
Instacart affiliate + Samsung smart-fridge integration; 40k households, ARR ~$3M.
CAC
$20–$55 — Pinterest + TikTok food-creator partnerships strong; paid $50–$100 via Meta parenting targeting
LTV
$75–$160 (2–3 yr life; seasonal churn Jan drop-off)
Payback
5–10 months
Risk surface
Risks
- AI-generated recipe with undeclared allergen causes an anaphylactic event — class-action + category-killing media event. Mitigation is the constraint solver but it must be flawless.
- Samsung / Apple / Whirlpool bundle free recipe tools with appliances — commoditization pressure.
- Grocery-delivery affiliate revenue volatile (Instacart commission rates cut repeatedly 2023–25).
- Seasonal churn — January health-kick spike, summer drop-off, November Thanksgiving spike.
- Pantry-scanning (camera-based fridge inventory) requires heavy ML ops — gross-margin risk.
Regulatory
- FDA FALCPA + 2024 Food Traceability Rule: allergen declarations on food products — we must source recipe ingredient data with certified allergen metadata or disclaim heavily.
- FTC 2024 AI Marketing Guidance: any "safe for your allergies" claim must be substantiated (testing/audit trail).
- FDA DSHEA gray zone if any supplement-adjacent advice (prenatal, keto, specific-disease diets).
- COPPA if kids have a profile to rate recipes — verifiable parental consent.
- GDPR/CCPA — dietary preferences are sensitive PI under some state laws (WA MHMDA 2024).
Figures marked (verify) or (estimated) come from training-data benchmarks; re-verify against live reports before external use.