Retrofit vs Meta

Side-by-side comparison of AI visibility scores, market position, and capabilities

Meta leads in AI visibility (92 vs 21)
Retrofit logo

Retrofit

EmergingE-commerce

General

Retrofit converts brick-and-mortar retail stores into data-driven operations using AI shelf intelligence and computer vision, helping retailers optimize layouts, reduce waste, and increase sales per square foot.

AI VisibilityBeta
Overall Score
D21
Category Rank
#646 of 1158
AI Consensus
45%
Trend
up
Per Platform
ChatGPT
12
Perplexity
29
Gemini
31

About

Retrofit is a retail technology company that brings data-driven intelligence to physical retail by deploying computer vision and AI systems that track product placement, customer movement, and operational efficiency in stores. The company's platform addresses the fundamental information asymmetry in brick-and-mortar retail: while e-commerce has detailed analytics on every user interaction, physical stores have historically had almost no visibility into how customers move through spaces, which products attract attention, and how operational decisions affect sales performance.

Full profile
Meta logo

Meta

LeaderConsumer Technology

LLM Platform

Llama 4 open-source model (Scout, Maverick, Behemoth) released March 2026; Meta AI assistant deployed to 700M+ users across WhatsApp, Instagram, Facebook. FAIR research driving multimodal AI advances; $35B AI capex in 2025.

AI VisibilityBeta
Overall Score
A92
Category Rank
#7 of 8
AI Consensus
62%
Trend
up
Per Platform
ChatGPT
90
Perplexity
92
Gemini
83

About

Meta Platforms is a Menlo Park, California-based technology conglomerate operating the world's most widely used social media ecosystem — Facebook (3+ billion monthly active users), Instagram (2+ billion MAU), WhatsApp (2.8+ billion MAU), and Threads (launched 2023) — while investing heavily in virtual reality hardware (Meta Quest), augmented reality glasses (Meta Ray-Ban, Orion AR glasses in development), and AI research (Llama open-source model family). Listed on NASDAQ (NASDAQ: META), Meta generated $164.5 billion in revenue in fiscal year 2024 and employs approximately 74,000 people globally.

Full profile

AI Visibility Head-to-Head

21
Overall Score
92
#646
Category Rank
#7
45
AI Consensus
62
up
Trend
up
12
ChatGPT
90
29
Perplexity
92
31
Gemini
83
13
Claude
97
16
Grok
99

Key Details

Category
General
LLM Platform
Tier
Emerging
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Meta
LLM Platform
Meta is classified as company.

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