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Menu Brain: AI Allergens and Nutrition for Every Dish.

Upload your menu in any format. AI adds calories, protein, allergens, and dietary tags to every dish. Customers search by typing what they want, like "something spicy under $15," and find it instantly.

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What is Menu Brain?

Quick Answer: Menu Brain is the AI that turns any restaurant menu (PDF, photo, or POS feed) into a search-ready menu with calories, allergens, dietary tags, and natural-language search. Customers ask for what they want in plain English, and every dish stays editable by your team.

How a takeout menu becomes a search-ready menu

You hand us your menu in any format. We make every dish findable everywhere your customers ask. In minutes, not weeks.

01 / UPLOAD

Hand us your menu, in any format

Trifold takeout PDF, phone snap of the daily-specials chalkboard, or your live POS feed. We handle whatever you have got. No retyping, no template forms, no setup hours.

menu.pdf · 4 pages
specials.jpg
POS sync · Toast
Before
Tuna Tartare menu item, plain listing

Tuna Tartare

$18.50

Sushi-grade tuna with avocado

Just a name and price.

DirectOrdersMenu Brain
After
Tuna Tartare enriched with nutrition, allergens, and dietary tags

Tuna Tartare

$18.50

Sushi-grade tuna with avocado

340 cal · 28g protein · 12g carbs · 18g fat

93% confidence
⚠️ Fish⚠️ Soy⚠️ Sesame
✓ Gluten-Free✓ High Protein
“healthy under $20”

AI adding data...

02 / ENRICH

Every dish gets price, allergens, dietary tags, and a search-friendly description

Watch a real dish go through Menu Brain. Plain name and price on the left. Fully enriched on the right. Calories, allergens, and dietary tags surfaced before the customer ever asks.

03 / SURFACE

Anything your customers ask for, surfaced instantly

A guest types something spicy under 15 dollars or asks anything peanut-free. Menu Brain matches by what the dish IS, not just by exact words on the menu.

Real searches Menu Brain handles
“something spicy under $15”
“gluten-free pasta”
“high protein, low carb”
“good for kids”
“your most popular dish”
nonnas-table.com/menu
AI-powered menu search results on a restaurant website showing natural language query results
Nutrition facts displayed on a restaurant menu item on mobile, with the chef-locked badge highlighted
Chef-locked
AI cannot edit
04 / CONTROL

Every AI-tagged field stays editable. Every chef-locked field stays locked.

Lock a description and AI never overwrites it. Confidence under 90 percent flags for chef review before it goes live. You see who changed what, when, and why, in one audit log.

93%
AI accuracy on enrichment
Override any value manually.
Provenance

Where every field comes from, and who can change it

Our extraction is auditable. Every field on every menu item carries its source and confidence. Chef-locked fields are never overwritten by the model.

FieldSourceStatusBehavior
pricePOS feedsyncedAuto-updates within 60s of POS change
caloriesGPT-4o estimateextractedOperator can override per FDA chain rules
allergensVision + ingredient lookupextractedOperator review prompted on <90% confidence
diet tags (V/GF)Rule-based + LLM verifyextractedLocked by chef approval workflow
modifiersPOS feedsyncedMirrors Toast/Square modifier groups exactly
descriptionOperator-editedoperator-lockedWe never overwrite hand-written copy
Operators see this table per dish in the dashboard. Sources cited per field, confidence shown, override one click away.

Allergen and dietary tag coverage

Menu Brain detects the FDA-recognized major allergens plus dietary categories. Each detection carries a confidence score and is editable by your team.

Allergens auto-detected

  • Gluten (wheat, barley, rye)
  • Dairy (milk, cheese, butter, cream)
  • Tree nuts (almond, cashew, walnut, pecan)
  • Peanuts
  • Shellfish (shrimp, crab, lobster)
  • Eggs
  • Soy
  • Sesame

Detected from ingredient lists, dish names, and cooking method. Confidence score visible. Override per dish.

Dietary categories

  • Vegetarian
  • Vegan
  • Keto and low-carb
  • Paleo
  • Gluten-free (separate from gluten allergen)
  • Pescatarian
  • Halal and Kosher (when ingredient sourcing is recorded)

Inferred from full ingredient profile. Halal and Kosher flagged only when you confirm sourcing, since they hinge on supply chain, not just ingredients.

Operator overrides and confidence scoring

Menu Brain is AI-assisted, not AI-final. Every estimate carries a confidence score, every value is editable, and your override beats the model every time.

Confidence score on every value

Calories, allergens, dietary tags, and nutrition macros each carry a 70 to 95 percent confidence rating based on how cleanly the source data extracts. Low-confidence values are flagged in your dashboard so you know what to review first.

One-click override

Open any dish, replace the AI value with your verified number, and the system locks it. The lab-tested calorie count for your signature burger overrides the model. The contains-shellfish flag you added by hand sticks even after the next menu refresh. Overrides survive re-imports.

Customer-facing transparency

AI-estimated values display with a small AI-estimated label so customers know what is modeled versus operator-verified. Operator-verified values display without the label. This protects you legally on allergen claims and gives health-conscious guests the precision they want.

Menu Brain shows up everywhere

  • The search bar on your menu page uses it
  • When someone calls and asks "anything gluten-free?", Voice AI knows the answer
  • When ChatGPT recommends your restaurant, it cites your rich menu data
  • When a customer DMs you on Instagram or WhatsApp, the AI knows your full menu
  • Nutrition facts display on your website automatically

Minutes

To enrich your entire menu (weeks by hand)

93%

AI accuracy on nutrition estimates

7

Allergen types detected (gluten, dairy, nuts, shellfish, eggs, soy, sesame)

Smart

Search that understands "something light" means salads

PA
Pankaj AvhadFounder, DirectOrders

Built DirectOrders after a decade running operations and engineering for restaurant tech. Talks to operators every week.

Last reviewed: May 7, 2026·Spot-checked against 240 restaurant menus across 11 cuisines and FDA chain disclosure rules
Sources cited
FDA↗Schema.org↗Schema.org↗OpenAI↗Schema.org↗

What's included

Auto nutrition enrichment (calories, protein, carbs, fat)
Allergen auto-detection (7 categories)
Dietary tags (V, VG, GF, DF, keto, paleo)
Smart search (natural language)
93% AI confidence scoring
Manual override on all values
Real-time updates when menu changes
Works with POS menu imports

Related resources

AI ordering guideMenu optimization checklistRestaurant online ordering

Frequently Asked Questions

Menu Brain adds calories, protein, carbs, fat, fiber, sodium, and sugar estimates to every dish. Each value carries a confidence score (70 to 95 percent) and is clearly marked as AI-estimated, so you stay transparent with customers and can override any number with your verified data.

Menu Brain is the intelligence layer behind every channel. It powers your menu search bar, smart cart suggestions, Voice AI dietary answers on the phone, the chatbot on your website, and the JSON-LD that Google and AI search engines read. One source of truth, every channel.

Menu Brain reads ingredient lists, cooking methods, and portion sizes to estimate nutrition. Accuracy lands at 70 to 95 percent depending on dish complexity. Confidence scores are visible to customers. For dishes where precision matters, you can replace the AI estimate with your verified value in one click.

Yes. Menu Brain reads dish names, descriptions, and ingredient lists to detect common allergens: gluten, dairy, nuts, shellfish, eggs, soy, and sesame. It also identifies dietary categories like vegetarian, vegan, keto, and paleo. Every detection includes a confidence score and is editable by your team.

Menu Brain's calorie estimates fall within 70 to 95 percent accuracy depending on dish complexity. Simple plates like grilled chicken breast score higher. Multi-ingredient items run wider. Every estimate ships with a visible confidence score so customers can judge reliability. You can override any value with verified data at any time.

Always. Menu Brain saves you time, it does not take control. Every AI-generated value (calories, macros, allergen flags, dietary tags, description) can be manually edited in your dashboard. Once you override a value, Menu Brain marks it as verified instead of AI-estimated. Your overrides are preserved across menu updates.

Yes. If your POS is connected to DirectOrders, Menu Brain pulls items directly from your POS catalog and enriches them automatically. You can also upload a PDF, photos of your printed menu, or a spreadsheet. No matter how the menu reaches the system, the AI enrichment process is the same.

Customers type queries the way they talk instead of browsing rigid categories. A guest can type 'something spicy under $15,' 'healthy low-carb options,' or even a misspelled query like 'chiken parmsan,' and Menu Brain returns matching dishes. The search engine understands synonyms, dietary terminology, price filters, and conversational phrasing.

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