BistroMD

Visibility64

Vibe98

AI Visibility & Sentiment

BistroMD

BistroMD is a dietitian-designed meal delivery service focused on weight loss and healthy living. They offer chef-prepared, ready-to-eat meals that require no cooking and are tailored to various dietary needs including diabetic, heart-healthy, and weight loss programs.

Active Monitoring

bistromd.com

Food & Beverage Meal Kits

AI Visibility Score

64/100

Good

Sentiment Score

98/100

AI Perception

Summary

BistroMD has secured a dominant position as the premier medically-tailored meal solution in AI-driven search, particularly within high-stakes clinical and therapeutic query spaces where it frequently outranks competitors on Google AI Overviews and Gemini. While the brand owns the high-authority physician persona, there is a stark visibility vacuum in the broader 'convenient healthy living' market that allows lifestyle-focused competitors to capture the general consumer base.

Value Proposition

Delicious, chef-prepared meals designed by dietitians that make healthy eating effortless—delivered to your door, ready in under 5 minutes, with personalized programs for weight loss and specific dietary needs.

Overview

Mission

To prepare you for lifelong success through science-based programs, personalized dietitian support, and healthy habits that last.

Products & Services

Structured wellness meal programs for weight lossFlexible meal delivery plansDiabetic-friendly meal plansHeart-healthy meal optionsGLP-1 optimized and menopause-friendly programs

Agent Breakdown

AI Platforms

How often do different AI platforms reference BistroMD?

Loading explorer...

Conversation Analysis

Topics

What conversations is BistroMD included in — or excluded from?

Loading explorer...

Buyer Personas

Personas

Who does each AI platform recommend BistroMD to, and when?

Loading explorer...

Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPT

Claude

Gemini

AI Overviews

Therapeutic & Condition Specific Nutrition(3 queries)

“i just got diagnosed with type 2 diabetes, help me find a meal plan that actually works and tell me what specific brands to buy”

2/4 platforms mentioned

ChatGPT

1.Abbott

2.FreeStyle Libre 2/3

3.Dexcom G6/G7

4.Contour Next One

5.Accu-Chek Guide

12.BistroMD

+50 more

Claude

1.Bob's Red Mill

2.Nature's Path

3.Barilla Plus

4.Vital Farms

5.Wild Planet

+9 more

Gemini

1.Ezekiel 4:9

2.Food for Life

3.Dave’s Killer Bread

4.Banza

5.RightRice

+14 more

AI Overviews

1.NovoCare

2.Dave’s Killer Bread

3.Ezekiel 4:9

4.Banza

5.Chobani

11.BistroMD

+9 more

“what are the best heart healthy meal delivery services that are actually low sodium”

3/4 platforms mentioned

ChatGPT

1.Mom’s Meals

2.MagicKitchen

3.Silver Cuisine

4.bistroMD

5.Sun Basket

+5 more

Claude

1.Factor

2.Freshly

3.Green Chef

4.HelloFresh

Gemini

1.ModifyHealth

2.BistroMD

3.Epicured

4.Splendid Spoon

5.FedEx

+1 more

AI Overviews

1.BistroMD

2.ModifyHealth

3.Mom’s Meals

4.Magic Kitchen

5.CookUnity

+5 more

“find me some dietitian approved meal kits for seniors with high blood pressure”

3/4 platforms mentioned

ChatGPT

1.Silver Cuisine

2.bistroMD

3.Mom’s Meals

4.MagicKitchen

5.Diet-to-Go

+4 more

Claude

1.Factor

2.Freshly

3.Green Chef

4.EveryPlate

5.Sunbasket

Gemini

1.BistroMD

2.ModifyHealth

3.Sunbasket

4.Magic Kitchen

AI Overviews

1.Mom's Meals

2.American Heart Association

3.BistroMD

4.Everyday Health

5.MagicKitchen.com

+4 more

Hormonal & Medication Assisted Weight Loss(2 queries)

“im on ozempic and need help getting enough protein, are there any meal delivery services specifically for glp-1 users?”

3/4 platforms mentioned

ChatGPT

1.Trifecta Nutrition

2.Factor

3.Factor75

4.Territory Foods

5.BistroMD

+18 more

Claude

1.Calibrate Nutrition

2.Calibrate Health

3.Found Foods

4.Ro Meals

5.Ro

+4 more

Gemini

1.Ozempic

2.Wegovy

3.BistroMD

4.GLP-1 Lifestyle Program

5.Daily Harvest

+5 more

AI Overviews

1.Ozempic

2.Wegovy

3.Factor

4.CookUnity

5.Factor

7.BistroMD

+6 more

“help me find a meal plan for weight loss during menopause because nothing else is working, what brands should i look at?”

2/3 platforms mentioned

Claude

1.Factor

2.Freshly

3.Nutrisystem

4.Cronometer

5.Glycemic Index Database

+1 more

Gemini

1.BistroMD

2.ModifyHealth

3.Sunbasket

4.Factor

5.Green Grocer Chicago

+1 more

AI Overviews

1.BistroMD

2.The Galveston Diet

3.The 'Pause Life

4.The 'Pause Life Meals

5.BistroMD (Menopause Program)

+6 more

Convenient Healthy Living For Busy Professionals(1 query)

“i want to eat healthy but i hate cooking and meal prep, give me some ready-to-eat meal delivery options that aren't just frozen junk”

0/4 platforms mentioned

ChatGPT

1.Territory Foods

2.Whole Foods

3.RealEats

4.Factor

5.HelloFresh

+8 more

Claude

1.Freshly

2.Factor

3.Gobble

4.Whole Foods Market

5.Trader Joe's

Gemini

1.CookUnity

2.Factor

3.Factor75

4.Sakara Life

5.Trifecta Nutrition

+3 more

AI Overviews

1.CookUnity

2.Factor

3.Sunbasket

4.Thistle

5.Purple Carrot

+3 more

Category Evaluation & Trust(1 query)

“most trusted meal delivery services for weight loss according to dietitians”

3/4 platforms mentioned

ChatGPT

1.Factor

2.Factor75

3.Fresh n’ Lean

4.Trifecta

5.Trifecta Nutrition

7.BistroMD

+6 more

Claude

1.Nutrisystem

2.Weight Watchers

3.WW

4.Factor

5.Freshly

+1 more

Gemini

1.BistroMD

2.Sunbasket

3.Factor

4.Trifecta Nutrition

5.Blue Apron

+3 more

AI Overviews

1.Fortune

2.BistroMD

3.Factor

4.Sunbasket

5.Trifecta Nutrition

+4 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Dominant performance in 'Therapeutic & Condition-Specific Nutrition' queries with multiple #1 rankings on ChatGPT and Gemini for diabetes and senior nutrition.

Strength

Exceptional resonance with 'The Efficiency-Obsessed Resident Physician' persona, achieving a 75% mention rate and a top-tier 1.9 average position.

Strength

High trust signals in 'Category Evaluation' queries, often appearing as the #1 or #2 recommended service for weight loss across Gemini and AI Overviews.

Gap

Significant visibility failure in 'Convenient Healthy Living' for busy professionals, where the brand was entirely unmentioned in key lifestyle-oriented queries.

Gap

Stagnant performance on Claude with a mere 20% mention rate and mixed sentiment, trailing significantly behind the brand's performance on ChatGPT and Gemini.

Gap

A narrow clinical positioning that leaves the brand vulnerable to general meal kit competitors like Factor in high-volume, low-intent 'convenience' searches.

Opportunity

Solidify the early lead in the 'Ozempic/GLP-1' and 'Menopause' segments where Gemini and AI Overviews visibility is already exceptionally high.

Opportunity

Improve mention rates on Claude by distributing more nuanced, case-study-driven content that aligns with the model's preference for detailed narrative reasoning.

Opportunity

Cross-pollinate 'Physician-Approved' credibility into 'Convenience/Zero-Prep' keywords to steal market share from general lifestyle meal kits.

Technical Health

Site Health for AI Visibility

How well BistroMD's website is optimized for AI agent discovery and comprehension.

93/100

19 passed 3 warnings

Audited 2/26/2026

Crawlability100

Can AI bots find your pages?

Technical86

SSL, mobile, doctype basics

On-Page SEO93

Titles, descriptions, headings

Content Quality87

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Warnings

4 render-blocking resources are slowing initial render

Defer non-critical JS with async/defer. Inline critical CSS. Move stylesheets to load asynchronously.

H3 used without H2 — heading levels are skipped

Use headings in order (H1 → H2 → H3). Don't skip levels.

Want a full technical audit with AI-specific recommendations?

Run a free visibility scan

Brand Identity

Brand Voice & Style

How AI perceives BistroMD's communication style and personality

BistroMD communicates with a warm, encouraging tone that balances scientific credibility with approachable friendliness. The brand positions itself as a supportive partner in the health journey, emphasizing that healthy eating can be both delicious and effortless. Their voice is confident yet compassionate, using clear language to explain the science behind their approach while celebrating real customer transformations. They avoid clinical coldness, instead opting for an inviting, lifestyle-focused tone that makes healthy eating feel achievable and enjoyable.

Core Tone Traits

Supportive & Encouraging

Celebrates customer wins and frames healthy eating as an achievable, positive journey

Science-Backed & Credible

Emphasizes dietitian expertise and evidence-based nutrition without being overly clinical

Warm & Approachable

Uses friendly, conversational language that makes health feel accessible, not intimidating

Results-Oriented

Focuses on tangible outcomes like weight loss, improved health markers, and lasting habits

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of BistroMD

Factor50 mentions

BistroMD49 mentions

Sunbasket30 mentions

CookUnity23 mentions

Freshly19 mentions

Trifecta Nutrition17 mentions

Trifecta17 mentions

Territory Foods15 mentions

ModifyHealth14 mentions

Mom’s Meals13 mentions

Daily Harvest12 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Diabetes Meal Planning - CDC

https://www.cdc.gov/diabetes/healthy-eating/diabetes-meal-planning.html

Referenced in 1 query

Review

Eating Well & Managing Diabetes | ADA

https://diabetes.org/food-nutrition/eating-healthy

Referenced in 1 query

Review

Diabetes Type 2 - Meal Planning - UF Health

https://ufhealth.org/conditions-and-treatments/diabetes-type-2-meal-planning

Referenced in 1 query

Review

A Diabetes Friendly Guide to Grocery Store Staples and Easy ...

https://diabetesfoodhub.org/blog/smart-shopping-simple-cooking-diabetes-friendly-guide-grocery-store-staples-and-easy-meals

Referenced in 1 query

Review

Meal Planning - American Diabetes Association

https://diabetes.org/food-nutrition/meal-planning

Referenced in 1 query

Review

Diabetes Diet: Best Foods, Recipes, and Meal Plans

https://www.cooperhealth.org/diabetes-diet-best-foods-recipes-and-meal-plans

Referenced in 1 query

Review

Diabetic Diet | MedlinePlus

https://medlineplus.gov/diabeticdiet.html

Referenced in 1 query

Review

Diabetes type 2 - meal planning: MedlinePlus Medical Encyclopedia

https://medlineplus.gov/ency/article/007429.htm

Referenced in 1 query

Review

Your Grocery Shopping Game Plan | ADA - Diabetes.org

https://diabetes.org/food-nutrition/meal-planning/grocery-shopping-game-plan

Referenced in 1 query

Review

Diabetes Diet Plan: Foods to Eat and Avoid - GoodRx

https://www.goodrx.com/conditions/diabetes-type-2/type-2-diabetes-diet-plan-of-foods-diabetics-can-eat

Referenced in 1 query

Pitch Story

Planning healthy meals - NovoCare® Diabetes Education

https://diabeteseducation.novocare.com/content/dam/diabetes-patient/novocare-diabeteseducation/pdfs/booklet-planning-healthy-meals.pdf

Referenced in 1 query

Review

How to Create a Diabetes Meal Plan - Dignity Health

https://www.dignityhealth.org/central-california/locations/mercymedical-merced/about-us/hello-healthy/hello-healthy-articles/how-to-create-a-diabetes-meal-plan

Referenced in 1 query

Review

Content Engineering

Recommended Actions

Execute a Claude-specific content optimization campaign to address the 20% mention rate bottleneck.

Claude is a primary tool for nuanced health planning; missing here means losing the more sophisticated, high-LTV customer segment that uses Claude for health research.

Impact: High

Develop and index explicit content bridges between 'Medical Grade Nutrition' and 'Convenience/Zero-Prep' lifestyles.

The brand is currently ignored in 'hate cooking' queries; bridging this gap will allow BistroMD to compete with Factor and CookUnity on lifestyle merits.

Impact: High

Aggressively expand the 'GLP-1/Ozempic' support content library to defend current #1 rankings on Gemini and AI Overviews.

This is the most immediate growth lever in the industry, and securing a 'first-mover' recommendation status here is vital for long-term AI authority.

Impact: Medium

Deploy 'New Parent' targeted nutritional guides to boost visibility for the persona that currently trails Physicians and Chronic Condition Managers.

Targeting this persona with specialized postpartum or high-fatigue nutrition content captures a high-intent audience looking for more than just a standard meal kit.

Impact: Medium

Is this your business? We can help you improve your AI visibility.

Book a Free Strategy Session

Data generated by Pendium.ai AI visibility scanning. Last scanned February 26, 2026.

Explore Food & Beverage

Start getting recommended by AI

Enter your website to see exactly what ChatGPT, Claude, and Gemini say about your business. Free, instant, and eye-opening.

Free visibility scanResults in 2 minutesNo credit card required

Frequently asked questions

Don't see your question? Book a demo and we'll walk you through it.

AI Visibility Score

BistroMD has an AI visibility score of 67/100, rated as good. This score reflects how often and how prominently BistroMD appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

AI Perception Summary

Strengths

Dominant performance in 'Therapeutic & Condition-Specific Nutrition' queries with multiple #1 rankings on ChatGPT and Gemini for diabetes and senior nutrition.
Exceptional resonance with 'The Efficiency-Obsessed Resident Physician' persona, achieving a 75% mention rate and a top-tier 1.9 average position.
High trust signals in 'Category Evaluation' queries, often appearing as the #1 or #2 recommended service for weight loss across Gemini and AI Overviews.

Visibility Gaps

Significant visibility failure in 'Convenient Healthy Living' for busy professionals, where the brand was entirely unmentioned in key lifestyle-oriented queries.
Stagnant performance on Claude with a mere 20% mention rate and mixed sentiment, trailing significantly behind the brand's performance on ChatGPT and Gemini.
A narrow clinical positioning that leaves the brand vulnerable to general meal kit competitors like Factor in high-volume, low-intent 'convenience' searches.

Competitors in AI Recommendations

Factor: 50 mentions
Sunbasket: 30 mentions
CookUnity: 23 mentions
Freshly: 19 mentions
Trifecta Nutrition: 17 mentions
Trifecta: 17 mentions
Territory Foods: 15 mentions
ModifyHealth: 14 mentions
Mom’s Meals: 13 mentions
Daily Harvest: 12 mentions
HelloFresh: 11 mentions
Diet-to-Go: 10 mentions
MagicKitchen: 10 mentions
Nutrisystem: 10 mentions
Wild Planet: 8 mentions

Categories: Food & Beverage

Tags: Meal Kits