Material Model

Automate time studies

Don't waste precious time on manual annotation. Let our AI do it for you.

Select analysis type, upload the video, and enter optional instructions

Get MODAPTS, Work Combination Tables, Gantt Charts and more just from uploading video

Video AI agent that does all the work

Upload the video and we do the rest. Want to add context? Just describe it in plain English.

Can analyze any video

From GoPros and smartphones to overhead and security cameras. We can analyze any video, with no pre-training required.

Fully editable report with insightful graphics

Edit the report to your liking, then export the spreadsheet.

Secure and private

All data is encrypted and handled with the same standards used by Fortune 500 companies.

Backed by Y Combinator

Built for your workflow

Let our annotations empower your downstream workflows.

New Product Introduction

Generate time standards, MODAPTS analysis, and training documentation from day-one builds. Get your line running faster with accurate staffing and early bottleneck detection.

Line Rebalancing

Balance workloads across operators with element-level timing and visual Gantt charts. Hit takt time, eliminate idle time, and de-risk changeovers.

Robotics Cell Optimization

Analyze human-robot interactions, dwell times, and collision points. Validate robot programs against real production cycles and maximize throughput.

Continuous Improvement

Compare before-and-after performance with detailed element-level deltas. Quantify improvements and create documentation to sustain gains over time.

Labor Planning

Align staffing to takt time and create shift scenarios for partial staffing and cross-training. Plan with real data instead of estimates.

Standard Work Documentation

Create and maintain visual standard work documents automatically from video. Keep documentation current as processes evolve without manual updates.

Complete analysis pipeline

Upload your video, let our AI process it, and get comprehensive analysis.

MODAPTS Analysis

1

Motion-Level Analysis

AI automatically identifies and classifies every motion element in your video, synchronized frame-by-frame. See exactly what actions are being performed at any moment.

MODAPTS coverage chart showing activity distribution across workflow
2

Activity Distribution

Visualize how time is spent across different activity types. Coverage charts reveal the proportion of productive vs. non-productive motions, helping you identify optimization opportunities.

MODAPTS Work Steps Table with codes and timing breakdown
3

MODAPTS Work Steps

Get comprehensive tables with MODAPTS codes, TMU calculations, and precise timing for every work element. Export-ready data for immediate use in your time studies.

SWCT Analysis

1

Multi-Station Timelines

Track parallel operations across multiple workstations. See how operators and equipment interact over time, with detailed timelines synchronized to your video.

Station utilization Gantt chart with detailed state breakdown
2

Station Utilization

Gantt charts show working, loading, unloading, and idle states for every station. Instantly identify bottlenecks, balance workloads, and optimize your production flow.

Standard Work Combination Table with station activities
3

Standard Work Combination Tables

Complete SWCT documentation generated automatically. Track operator work time, machine processing time, and walk time across your entire workflow.

Enterprise-grade security

Your data is protected with defense-in-depth security architecture

End-to-End Encryption

TLS + AES-256

AI Provider ZDR

No training on your data

Private Infrastructure

Isolated GCP VPC

Enterprise Controls

MFA + RBAC + Audit logs

SOC 2 Ready
Zero Data Retention with AI providers

From the blog

Learn about manufacturing automation, time studies, and factory operations from our team.

Frequently asked questions

Everything you need to know about automated time studies and motion analysis

What problem does Material Model solve?

Industrial engineers spend 4-14 hours every week manually coding time studies: recording GoPro videos, watching them frame-by-frame, writing MODAPTS codes, and hunting for missing minutes in routings. Material Model automates this process, turning video into step-level analysis in minutes instead of hours. You get MODAPTS breakdowns, Work Combination Tables, and Gantt charts automatically, revealing hidden capacity, standard-work drift, and bottlenecks with video evidence. We are also always working on new analysis types to build on top of our video agent, if you have specific use case please let us know and we will prioritize it.

Who is Material Model for?

Material Model is built for industrial engineers, manufacturing engineers, continuous improvement teams, and plant managers in high-mix manufacturing. Our customers include automotive OEMs and Tier-1 suppliers, electronics assembly, medical device manufacturers, and fabrication shops. Whether you are running NPI builds, rebalancing lines, optimizing robot cells, or documenting standard work, Material Model helps you get accurate data faster.

Why does manual time study annotation take so long?

A 60-second GoPro clip can take an hour to code by hand. Industrial engineers at Tesla, GM, and other manufacturers told us they spend 4-14 hours weekly just on video annotation: watching footage frame-by-frame, identifying motions, writing MODAPTS codes, and calculating TMUs. Manual coding runs roughly 10× real-time, meaning you spend 10 hours coding 1 hour of video. Material Model automates this, giving you the same analysis in minutes.

What's the difference between MODAPTS and SWCT analysis?

MODAPTS (Modular Arrangement of Predetermined Time Standards) provides motion-level detail for single-operator tasks, breaking down every movement with TMU calculations. SWCT (Standard Work Combination Table) analyzes multi-station workflows, showing parallel operations across operators and equipment with visual Gantt charts. Choose MODAPTS for detailed motion analysis or SWCT for balancing multi-station workflows.

What types of videos can I analyze?

Material Model works with any video source: GoPros, smartphones, overhead cameras, security cameras, or even screen recordings. No hardware installation required. Simply upload your existing footage and get analysis within minutes. The AI adapts to different angles, lighting conditions, and camera types without pre-training.

What makes Material Model different from traditional time study tools?

Material Model is powered by Vision-Language Models (VLMs), enabling unique capabilities like natural language prompting: you can guide the AI with plain English instructions. Unlike traditional systems, Material Model is 100% software-based with no hardware setup required. You can use footage from GoPros, smartphones, or any camera, enabling rapid deployment without installing fixed camera systems.

How do I get started?

Create a free account at Material Mode, no credit card required. Every new account gets 600 free credits (enough to analyze 10 minutes of video). Upload your first video and get MODAPTS or SWCT analysis within minutes. Need help? Book a demo with our team to see Material Model in action on your videos.

How do you handle privacy and security?

We operate within your IT policies. Configurable retention, redaction, role-based access, and export controls via CSV or API. All data encrypted end-to-end (TLS + AES-256) on private GCP infrastructure.

Is my video data used for AI training?

No. We have Zero Data Retention agreements with all AI providers (Google, OpenAI, Anthropic). Your data is deleted instantly after processing and never used for model training.

How does pricing work?

Material Model uses a credit-based system: 1 credit = 1 second of video analysis. Every new account gets 600 free credits (10 minutes of video) to start, with no credit card required. After that, you can subscribe to monthly plans or purchase credits as needed. You can cancel anytime, and unused top-up credits never expire.

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