Approximately 3.9 million Americans have tree nut allergies. Roughly 6.1 million have peanut allergies. For people with anaphylaxis-level reactions, a "fitness app recommending almond butter" isn't an inconvenience — it's a medical event waiting to happen.
Most fitness apps handle this by asking a checkbox question during onboarding and then immediately ignoring your answer in meal planning. Not because the developers are careless. Because building a system that truly propagates restriction data into every downstream recommendation is hard.
This post walks through what that actually looks like in practice — week by week, decision by decision — for someone with a severe nut allergy using Body by AI Coach.
Week 1: Disclosure and the HIGH-RISK Flag
During onboarding, the coach asks about food allergies and intolerances — not as a single checkbox, but as a structured conversation.
For our persona (we'll call her Sarah, 34, training for a half-marathon), the exchange looks like this:
Coach: Do you have any food allergies or intolerances I should know about?
Sarah: Yes — tree nuts and peanuts. Anaphylaxis-level. I carry an EpiPen.
Coach:Got it. I'm flagging tree nuts and peanuts as HIGH-RISK in your profile — that means they'll be excluded from every meal suggestion, pre-workout recommendation, and recipe idea for the life of your account. This isn't a preference that can be overridden by a meal optimization algorithm. It's a hard stop. A few things I want to flag upfront: peanuts are technically legumes, not tree nuts, but they're handled as the same restriction category here. Cross-reactive proteins mean some people react to both. I'll treat yours as both.
Sarah: What about almond milk, cashew cream, that kind of thing?
Coach:All of it. Almond milk, cashew cream, walnut oil, peanut flour, peanut sauce — all flagged. I'll also watch for hidden sources, which we'll talk about as they come up.
This is the critical moment. The allergy isn't just logged as a data point — it's actioned as a constraint that shapes every future recommendation. The coach acknowledges the EpiPen. It treats peanuts and tree nuts as one restriction category (appropriate for anaphylaxis-level risk). And it proactively surfaces that cross-contamination and hidden sources are on the radar.
Most importantly: the coach doesn't say it "supports" or "manages" Sarah's allergy. Managing an anaphylaxis-level nut allergy requires a physician and an allergist. The coach's role is narrower: don't recommend foods with nuts, and flag hidden sources.
Week 6: The Meal Plan Review
Six weeks in, Sarah's in a training cycle preparing for her half-marathon. She asks the coach for a weekly meal plan.
This is where most apps fail. Six weeks of context drift tends to dilute onboarding data — the allergy that was front-of-mind during setup gets buried under six weeks of progressive overload numbers, macro adjustments, and sleep data. Generic apps generate meal plans from a food database that doesn't have your restriction list baked in.
Here's a snapshot of what Sarah's Week 6 meal plan looks like:
Monday (long run day — 12 miles)
- Breakfast: Oatmeal with banana, honey, and pumpkin seeds (60g oats, 1 banana, 1 tbsp honey, 2 tbsp pumpkin seeds) — ~420 cal
- Pre-run: Rice cakes with sunflower seed butter and honey (2 rice cakes, 1.5 tbsp sunflower seed butter)
- Post-run recovery: Greek yogurt with berries and hemp seeds
- Dinner: Baked salmon with roasted sweet potato and broccoli
Thursday (strength training day)
- Breakfast: Scrambled eggs with spinach and cheese on sourdough toast
- Lunch: Chicken breast with quinoa and roasted vegetables
- Dinner: Lentil soup with crusty bread and olive oil
Notice what's absent: almond butter, almond milk, cashew cream, peanut butter, trail mix, mixed nuts, any nut-containing protein bars. The pre-run snack uses sunflower seed butter, not peanut butter. The Greek yogurt uses hemp seeds, not chopped almonds. The high-protein meal uses lentils and eggs, not almonds or peanut-based sauces.
This wasn't accomplished by filtering. It was accomplished by generating meal options that never considered nut-containing ingredients in the first place, because the restriction is upstream of the meal generator.
The Hidden Allergen Warning
At week 6, the coach also proactively surfaces a warning:
Coach:Heads up — you mentioned eating at Thai restaurants a couple of times recently in your food log. Thai cuisine frequently contains peanuts and tree nuts in sauces (pad thai, satay, massaman curry, som tum dressing). Even "nut-free" requests can result in cross-contaminated dishes because nuts are used so pervasively in Thai cooking. This is worth discussing with your allergist if you're eating out frequently. I can flag other cuisine categories with high nut-cross-contamination risk if that would be helpful.
This is the kind of context-aware flagging that requires the coach to hold two things simultaneously: your food log (Thai restaurant visits) and your restriction history (anaphylaxis-level nut allergy).
Common hidden nut sources in fitness nutrition contexts:
- Protein bars: Many contain almonds, peanuts, or are processed on shared equipment. Read every label. Brands marketed as "healthy" frequently use nut-based ingredients.
- Pre-workout supplements: Some contain nut-derived ingredients. Check labels for "may contain traces of nuts."
- Bakery items: Cross-contamination is standard in commercial bakeries. "Nut-free" claims vary in their production standards.
- Asian sauces: Thai peanut sauce, satay sauce, miso (some varieties), and hoisin sometimes contain nut derivatives.
- Pesto: Traditional pesto uses pine nuts; some versions substitute with other tree nuts.
- Hummus variations: Traditional hummus is sesame-based, not nut-based — but flavored versions sometimes add almonds.
- Salad dressings: Some creamy dressings use nut-based milks or nut oils.
A research paper published in the Journal of Allergy and Clinical Immunologyfound that 51% of patients with severe nut allergies reported at least one accidental exposure per year — and restaurant meals accounted for the majority of these exposures. The problem isn't ignorance. It's that peanuts and tree nuts are ubiquitous in processed foods and restaurant cooking.
Week 12: The Safety Record
At the end of 12 weeks, Sarah's coaching summary includes a safety audit:
Coach: We've completed 12 weeks of training together. Here's your allergen summary for the period:
- Zero nut-containing foods recommended in meal plans across all 12 weeks
- Zero peanut-based foods included in any pre-workout or recovery recommendation
- Flagged hidden allergen risks: Thai restaurants (week 6), bakery muffin in food log (week 8 — reviewed label together, determined safe), store-bought granola bar (week 10 — identified walnut ingredient, removed from plan)
- Protein sources used across 12 weeks: Chicken breast, salmon, turkey, eggs, Greek yogurt, cottage cheese, lentils, chickpeas, hemp seeds, pumpkin seeds, sunflower seeds, tofu, edamame
The week 8 and week 10 catches matter. When Sarah logged a store-bought granola bar, the coach cross-referenced the log entry against her restriction list and flagged the walnut ingredient — something she'd missed reading the label quickly. That kind of active monitoring isn't available from a static meal plan.
The protein diversity is also worth noting. People with severe nut allergies sometimes end up with narrow protein repertoires because nuts are such a common high-protein snack. BBA's meal planning actively surfaces the full range of viable alternatives: seeds (hemp, pumpkin, sunflower, chia, flax), legumes (chickpeas, lentils, edamame), and animal proteins.
Restaurant and Social Eating Protocols
Fitness nutrition happens in the real world — not just in your kitchen. The coach doesn't build the plan and then leave you to navigate restaurants alone.
Standard guidance for severe nut allergies in social eating contexts:
- Always disclose the severity. "I'm allergic to nuts" gets a different response than "I have an anaphylaxis-level nut allergy and carry an EpiPen." The word "anaphylaxis" and "EpiPen" change kitchen behavior.
- Ask about preparation surfaces and shared oil. Cross-contamination happens when nuts are prepared on the same surface as your food or cooked in shared oil.
- Identify high-risk cuisines. Thai, Chinese, Indonesian, satay-based dishes, Indian (some curries use cashew cream), and bakeries have inherently higher cross-contamination risk.
- Check sauces separately. Even when the main protein is safe, sauces frequently contain nut derivatives. Ask specifically.
- Keep your EpiPen accessible. This isn't a fitness coaching point — it's a basic allergy management rule. But the coach will ask about it during onboarding and factor it into the overall safety picture.
Important: If you have a physician-prescribed emergency action plan for anaphylaxis, that plan supersedes any dietary guidance your fitness coach provides. The coach supports your fitness goals — your allergist and physician manage your allergy.
A Note on Reduced Training Intensity
Severe allergic reactions — and their aftermath — affect training. Anaphylaxis events can cause fatigue, cardiovascular stress, and corticosteroid exposure (from emergency treatment). If you've recently experienced an allergic reaction requiring epinephrine, inform your coach and consult your physician before returning to training.
The standard guidance: do not return to high-intensity training within 24-48 hours of an anaphylaxis event without physician clearance. The physiological stress of a severe allergic reaction and the cardiovascular effects of epinephrine are not trivial.
Your coach will ask about recent health events during check-ins. If you report an allergic reaction, the response is to reduce training intensity and recommend physician follow-up before resuming your standard program.
What This Doesn't Cover
Body by AI Coach handles fitness nutrition coaching — meal planning, macro targets, pre/post-workout nutrition, and dietary restriction management. It does not:
- Diagnose or assess your allergy severity
- Replace your allergist's guidance on allergen thresholds or safe exposure levels
- Manage your emergency action plan
- Advise on antihistamine or epinephrine dosing
- Provide guidance on allergy immunotherapy or desensitization protocols
Your allergist and physician own your allergy management. Your coach handles the fitness and nutrition layer on top of that.
The Standard That Should Be Obvious
None of what's described in this post should be remarkable. A fitness coach should remember your nut allergy for 12 weeks. It should flag hidden sources. It should never recommend peanut butter for someone who will go into anaphylaxis.
The fact that this is unusual in the fitness app market reflects how many apps were built with onboarding designed for conversion rather than intake designed for safety.
If your allergy was recorded somewhere in week 1 and then forgotten by week 3, that's not a fitness app. That's a suggestion generator with a short memory.
Your allergy. In every recommendation. Forever.