Mindbody vs Modal

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

Mindbody leads in AI visibility (90 vs 45)
Mindbody logo

Mindbody

LeaderFitness & Wellness Tech

Fitness Business Management

Business management and booking software for fitness, wellness, and beauty studios. San Luis Obispo, CA. Raised $500M+. Powers 60,000+ businesses and a consumer wellness marketplace.

AI VisibilityBeta
Overall Score
A90
Category Rank
#1 of 1
AI Consensus
55%
Trend
up
Per Platform
ChatGPT
82
Perplexity
98
Gemini
87

About

Mindbody is the dominant business management software platform for the fitness, wellness, and beauty industry, headquartered in San Luis Obispo, California. Founded in 2001, the company has raised over $500 million and serves more than 60,000 fitness studios, yoga and Pilates studios, massage and spa businesses, and beauty salons worldwide. Mindbody's platform provides scheduling, class booking, staff and payroll management, client records, and payment processing tools that form the operational backbone of boutique wellness businesses.\n\nBeyond software-as-a-service for business operators, Mindbody operates a significant consumer marketplace through its Mindbody app and the ClassPass integration (ClassPass was acquired by Mindbody in 2021). This consumer-facing marketplace connects fitness and wellness seekers with studios, classes, and appointments in their area, driving new client discovery for Mindbody's business customers while creating a two-sided network effect. The combination of B2B software and B2C marketplace is a powerful moat in the fitness technology sector.\n\nMindbody has been through several ownership transitions, including a private equity buyout by Vista Equity Partners in 2019 and subsequent strategic moves including the ClassPass acquisition. The company's large installed base and marketplace network create significant switching costs that support revenue retention. Mindbody competes with Mindbody-adjacent platforms like ABC Fitness Solutions, Zen Planner, and newer entrants like Pike13 and TeamUp, but its combination of scale, consumer marketplace, and ClassPass network gives it advantages that point solutions cannot easily replicate.

Full profile
Modal logo

Modal

EmergingAI & Machine Learning

Serverless ML

Serverless GPU cloud platform for AI/ML with Python-native deployment and per-second billing; developer-favorite scaling from zero competing with Replicate and Beam for AI compute.

AI VisibilityBeta
Overall Score
C45
Category Rank
#1 of 1
AI Consensus
55%
Trend
up
Per Platform
ChatGPT
38
Perplexity
50
Gemini
53

About

Modal is a serverless cloud computing platform purpose-built for AI and machine learning workloads — providing on-demand GPU compute that scales instantly from zero with per-second billing, container management, distributed training support, and a Python-native developer experience that makes running ML workloads in the cloud feel as simple as running code locally. Founded in 2021 in New York City and backed by Redpoint Ventures and other investors, Modal has grown rapidly as AI development has accelerated demand for flexible, developer-friendly GPU infrastructure.\n\nModal's developer experience is its primary differentiator — engineers write Python functions decorated with @modal.function() and deploy them to the cloud with a single command, with Modal handling container building, GPU provisioning, auto-scaling, and execution. The platform supports training jobs that need distributed compute across multiple GPUs, model serving endpoints that scale to zero when unused (eliminating idle GPU costs), and batch inference jobs that process large datasets. The per-second billing model means developers pay only for actual compute time, not provisioned instances.\n\nIn 2025, Modal competes in the AI infrastructure market with Replicate, Beam, Banana, and major cloud providers' managed ML services (AWS SageMaker, Google Vertex AI, Azure ML) for serverless GPU compute. The market for AI-specific cloud infrastructure has grown dramatically as the number of ML engineers deploying models to production has expanded — traditional cloud providers require significant DevOps expertise to use GPU instances effectively, while Modal's Python-native approach reduces the barrier to entry. Modal has attracted a strong developer following among AI researchers and ML engineers building production AI applications. The 2025 strategy focuses on growing the developer community, adding enterprise features (dedicated GPU capacity, private networking, compliance), and expanding the hardware options available (H100 GPUs, custom accelerators).

Full profile

AI Visibility Head-to-Head

90
Overall Score
45
#1
Category Rank
#1
55
AI Consensus
55
up
Trend
up
82
ChatGPT
38
98
Perplexity
50
87
Gemini
53
95
Claude
39
82
Grok
37

Capabilities & Ecosystem

Capabilities

Only Mindbody
Fitness Business Management
Only Modal
Serverless ML

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