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Modular MAX vs Physical Intelligence: Which Deep Learning Is Better in 2026?

Compare pricing, features, integrations, verified reviews, AI capabilities, security, and customer satisfaction, side by side, with no marketing spin.

Rating
,
Reviews
0
From
Free

in Deep Learning

Rating
,
Reviews
0
From
Free

in Deep Learning

The Short Answer

Modular MAX vs Physical Intelligence, in 15 seconds

Choose Modular MAX if…

  • You prefer Modular MAX's approach and ecosystem

Choose Physical Intelligence if…

  • You want to trial before paying
  • You have strict security & compliance needs

Head-to-Head Scorecard

How Modular MAX and Physical Intelligence score

Physical Intelligence leads on 2 of 9 measured dimensions.

  • Customer Rating

    Average score from verified user reviews

    Even
    Modular
    No reviews
    Physical
    No reviews
  • Review Volume

    Number of verified reviews, a proxy for adoption

    Even
    Modular
    0
    Physical
    0
  • Entry Pricing

    Lowest published starting price (free plan = lowest)

    Even
    Modular
    Free
    Physical
    Free
  • Free Access

    Availability of a free plan and/or free trial

    Physical Intelligence
    Modular
    Free plan
    Physical
    Free plan + trial
  • Integrations

    Number of listed third-party integrations

    Even
    Modular
    6
    Physical
    6
  • Features

    Number of listed product capabilities

    Even
    Modular
    6
    Physical
    6
  • AI Features

    Capabilities mentioning AI, automation or ML

    Even
    Modular
    ,
    Physical
    ,
  • Security & Compliance

    Number of listed compliance certifications

    Physical Intelligence
    Modular
    ,
    Physical
    1
  • Platforms & Deployment

    Supported platforms and deployment options

    Even
    Modular
    4
    Physical
    4

Feature Comparison

Modular MAX vs Physical Intelligence feature breakdown

Search or filter the full feature matrix, core features, AI, integrations, APIs, security and compliance.

Modular MAX
Physical Intelligence
Overview
User rating
,
,
Pricing model
Usage-Based
Subscription
Starting price
Free
Free
Free version
Free trial
Features
Key capabilities
High-performance inferenceMojo languageHardware portabilityOpenAI-compatible servingOpen-source communityDistributed training
Vision-language-action modelsCross-robot generalizationOpen model releasesDexterous manipulationHuman supervisionContinuous learning
AI features
,
,
Integrations & API
Integrations
PythonCUDAHugging FaceKubernetesJupyterONNX
WMS platformsERP systemsConveyor systemsROSREST APIsPython
Public API
Platforms
Deployment
CloudSaaS
CloudSaaS
Platforms
WebAPI
WebAPI
Mobile support
Security & Compliance
Compliance
,
ISO 9001
Vendor
Company
,
,
Verified
Founded
2022
2024
Headquarters
Palo Alto, California, USA
San Francisco, California, USA

Pricing Comparison

Modular MAX vs Physical Intelligence pricing

Entry pricing, plan tiers and the cost factors that shape total cost of ownership.

Modular MAX

Free to start
FreeFree
  • Community support
  • High-performance inference
  • Limited monthly usage
ProCustom
  • Higher usage limits
  • Email support
  • Integrations
  • High-performance inference
EnterpriseCustom
  • OpenAI-compatible serving
  • Everything in Pro
  • Dedicated support
  • SSO and admin controls

Physical Intelligence

Free to start
FreeFree
  • Community support
  • Limited monthly usage
  • Vision-language-action models
ProCustom
  • Cross-robot generalization
  • Vision-language-action models
  • Higher usage limits
  • Integrations
EnterpriseCustom
  • Dedicated support
  • Open model releases
  • Dexterous manipulation
  • SSO and admin controls

Total cost of ownership factors

Free planModular Physical
Free trial to evaluateModular Physical
Transparent published pricingModular Physical
Public API (build vs. buy add-ons)Modular Physical

Beyond list price, factor in implementation, training, add-ons and per-seat scaling when estimating total cost of ownership.

Pros & Cons

Modular MAX vs Physical Intelligence: strengths and trade-offs

Modular MAX

Pros

  • Free plan available
  • Public API available

Cons

  • No compliance certifications listed

Physical Intelligence

Pros

  • Free plan available
  • Free trial offered
  • Compliance: ISO 9001
  • Public API available

Cons

    Buyer Fit

    Who should use Modular MAX vs Physical Intelligence?

    Startups

    Either

    Either keeps early-stage costs lowest with its entry tier.

    Small businesses

    Either

    Either offers the most accessible pricing for lean teams.

    Agencies

    Either

    Either connects to more tools for multi-client workflows.

    Enterprises

    Physical Intelligence

    Physical Intelligence leads on compliance and breadth for complex needs.

    Ecommerce

    Either

    Either integrates with more of the commerce stack.

    SaaS companies

    Either

    Either is the more developer- and automation-friendly choice.

    Integration overlap

    Shared integrations (1)

    Python

    Only in Modular MAX (5)

    CUDAHugging FaceKubernetesJupyterONNX

    Only in Physical Intelligence (5)

    WMS platformsERP systemsConveyor systemsROSREST APIs

    Keep Exploring

    Other alternatives worth considering

    Similar deep learning products buyers compare alongside Modular MAX and Physical Intelligence.

    Ask SIA which solution fits your business

    SIA, Saaskart's AI buying assistant, weighs Modular MAX and Physical Intelligence against your team size, budget, integrations and compliance needs, then recommends the right fit and the questions to ask each vendor.

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    Modular MAX vs Physical Intelligence, Frequently Asked Questions

    What is the difference between Modular MAX and Physical Intelligence?

    Modular MAX and Physical Intelligence are both Deep Learning solutions. Modular MAX is rated 0.0/5 by 0 users, while Physical Intelligence is rated 0.0/5 by 0 users. The main differences lie in pricing, features, and target audience.

    Which is better, Modular MAX or Physical Intelligence?

    Based on user ratings, Modular MAX scores higher at 0.0/5. The best choice depends on your team size, budget, and specific requirements.

    Which is cheaper, Modular MAX or Physical Intelligence?

    Modular MAX is the more affordable option with a free plan available.

    Does Modular MAX or Physical Intelligence have a free plan?

    Modular MAX offers a free plan. does not have a free tier but does offer a free trial.

    Can I switch from Modular MAX to Physical Intelligence?

    Switching between Modular MAX and Physical Intelligence is possible. Both support data export. Check integration compatibility and plan for data migration to minimise disruption to your team.

    Who should use Modular MAX vs Physical Intelligence?

    Modular MAX is best suited for teams that prioritise enterprise features. Physical Intelligence works well for teams looking to start free and scale.

    Our Verdict

    The bottom line on Modular MAX vs Physical Intelligence

    Best Overall

    Either

    It's a tie balances user satisfaction and proven adoption.

    Best for Startups

    Either

    It's a tie has the friendliest entry point for new teams.

    Best for Enterprise

    Physical Intelligence

    Physical Intelligence leads on compliance and feature breadth.

    Best Value

    Either

    It's a tie delivers the lowest cost to get started.

    Best AI Features

    Either

    Comparable AI capabilities on both sides.

    Highest Rated

    Either

    Both earn equal user ratings.

    Ready to decide between Modular MAX and Physical Intelligence?

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