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

MODAPTS elements synchronized with video showing detailed motion 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

Standard Work Combination timeline synchronized with video
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.

See Material Model in action

Explore 67+ analyses across manufacturing, assembly, and process industries

Example videos sourced from build.ai

Part Cleaning and Storage
SWCT

Part Cleaning and Storage

2:25 10 activities
Batch Packaging Assembly
SWCT

Batch Packaging Assembly

1:16 17 activities
Machine Loading Cycles
SWCT

Machine Loading Cycles

2:04 21 activities
Garment Folding
SWCT

Garment Folding

2:08 20 activities
Multi-Station Deburring
SWCT

Multi-Station Deburring

2:09 25 activities
LED String Assembly Line
SWCT

LED String Assembly Line

2:09 27 activities
Wrench Adjustment and Fastening
SWCT

Wrench Adjustment and Fastening

2:13 12 activities
Collaborative Bin Packing
SWCT

Collaborative Bin Packing

2:25 33 activities
Multi-Workstation Manual Tasks
SWCT

Multi-Workstation Manual Tasks

2:34 20 activities
Imbalanced Three-Operator Cell
SWCT

Imbalanced Three-Operator Cell

2:46 24 activities
Manual Assembly Cell
SWCT

Manual Assembly Cell

2:50 38 activities
Material Handling with Pallet Jack
SWCT

Material Handling with Pallet Jack

2:50 57 activities
LED Light QC Testing
SWCT

LED Light QC Testing

4:34 27 activities
Multi-Operator Jig Loading
SWCT

Multi-Operator Jig Loading

2:59 22 activities
Panel Finishing Process
SWCT

Panel Finishing Process

2:59 23 activities
Panel Cleaning - Adjacent Stations
SWCT

Panel Cleaning - Adjacent Stations

2:59 29 activities
Table Conveyor Unpacking
SWCT

Table Conveyor Unpacking

2:59 32 activities
Plastic Parts Cleaning and Taping
SWCT

Plastic Parts Cleaning and Taping

2:59 39 activities
Four-Operator Assembly Table
SWCT

Four-Operator Assembly Table

2:59 46 activities
Sequential Multi-Operator Process
SWCT

Sequential Multi-Operator Process

2:59 49 activities
Parts to Conveyor Transfer
SWCT

Parts to Conveyor Transfer

2:59 50 activities
Panel Assembly and Finishing
SWCT

Panel Assembly and Finishing

2:59 50 activities
Large Panel Multi-Step Tasks
SWCT

Large Panel Multi-Step Tasks

2:59 51 activities
Parts Transfer to Conveyor
SWCT

Parts Transfer to Conveyor

2:59 46 activities
Garment Folding and Transport
MODAPTS

Garment Folding and Transport

2:08 6 steps
Bicycle Handlebar Tightening
MODAPTS

Bicycle Handlebar Tightening

2:13 7 steps
Operator-Machine Winding Process
SWCT

Operator-Machine Winding Process

4:13 49 activities
LED String QC - Untangling and Testing
SWCT

LED String QC - Untangling and Testing

4:20 51 activities
Water Filling and Planting Prep
MODAPTS

Water Filling and Planting Prep

2:34 7 steps
Machine Tending Cycle
SWCT

Machine Tending Cycle

4:22 48 activities
Motor Pump Assembly
MODAPTS

Motor Pump Assembly

2:24 15 steps
Bicycle Front Brake Assembly
MODAPTS

Bicycle Front Brake Assembly

2:59 13 steps
Component Breaking with Hammer
MODAPTS

Component Breaking with Hammer

2:59 15 steps
Metal Plate Cleaning and Assembly
MODAPTS

Metal Plate Cleaning and Assembly

2:50 13 steps
Metal Parts Inspection and Deburring
MODAPTS

Metal Parts Inspection and Deburring

2:59 8 steps
Metal Plate Polishing
MODAPTS

Metal Plate Polishing

2:59 9 steps
Plastic Parts Deburring and Drying
MODAPTS

Plastic Parts Deburring and Drying

2:59 13 steps
Sunglasses Assembly Line
SWCT

Sunglasses Assembly Line

5:30 135 activities
Package Unwrapping
MODAPTS

Package Unwrapping

2:59 12 steps
Component Trimming with Scissors
MODAPTS

Component Trimming with Scissors

2:59 25 steps
Small Component Processing
MODAPTS

Small Component Processing

2:59 4 steps
Pants Folding and Hanging
MODAPTS

Pants Folding and Hanging

4:08 13 steps
Multi-Workstation Packaging and Kitting
SWCT

Multi-Workstation Packaging and Kitting

8:28 64 activities
Imbalanced Motor Assembly Line
SWCT

Imbalanced Motor Assembly Line

8:34 77 activities
LED String Connection Assembly
MODAPTS

LED String Connection Assembly

4:38 26 steps
Motor Assembly with Power Tools
MODAPTS

Motor Assembly with Power Tools

4:31 31 steps
Multi-Cycle Packaging Process
SWCT

Multi-Cycle Packaging Process

9:03 78 activities
Three-Operator Assembly Line
SWCT

Three-Operator Assembly Line

9:42 111 activities
Power Press Operation
SWCT

Power Press Operation

10:27 262 activities
LED String QC Extended Cycle
SWCT

LED String QC Extended Cycle

11:43 126 activities
LED String QC - High Volume
SWCT

LED String QC - High Volume

12:03 153 activities
Sunglasses QC and Assembly
SWCT

Sunglasses QC and Assembly

12:12 352 activities
Motor Unit Multi-Component Assembly
MODAPTS

Motor Unit Multi-Component Assembly

6:47 30 steps
Fabric Marking and Folding
MODAPTS

Fabric Marking and Folding

7:37 27 steps
Complex LED Strip Assembly
SWCT

Complex LED Strip Assembly

14:12 112 activities
Power Strip Assembly in Fixture
SWCT

Power Strip Assembly in Fixture

14:59 102 activities
LED Component Assembly on Fixtures
SWCT

LED Component Assembly on Fixtures

15:02 116 activities
T-Shirt Ironing Process
MODAPTS

T-Shirt Ironing Process

8:01 31 steps
Sunglasses Inspection and Packing
SWCT

Sunglasses Inspection and Packing

17:21 362 activities
LED String Assembly with Untangling
SWCT

LED String Assembly with Untangling

16:06 97 activities
Motor Assembly - Dual Operator Handoff
MODAPTS

Motor Assembly - Dual Operator Handoff

8:34 28 steps
Workbench Component Assembly
SWCT

Workbench Component Assembly

16:29 90 activities
Motor Assembly Line
MODAPTS

Motor Assembly Line

9:42 44 steps
Stamping Press Operation
MODAPTS

Stamping Press Operation

10:27 89 steps
Multi-Component Assembly Station
MODAPTS

Multi-Component Assembly Station

10:53 68 steps
Contactor Unit Assembly
MODAPTS

Contactor Unit Assembly

18:58 102 steps
Cat Eating (Test Video)
MODAPTS

Cat Eating (Test Video)

0:10 2 steps
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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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