An AI co-pilot for your industrial engineering team.
Video to time standards and decisions in minutes
MODAPTS, SWCT, or your own methodology. Any video source works.
Save >90% of annotation time
AI suggests, you approve. Stay in control while eliminating tedious work.
Engineers who work with your team
We partner with your IE and IT teams to ensure successful deployment.
Integration into your systems
Connect to ERP, MES, documentation, and decision-making workflows.
Our engineers work alongside your industrial engineering and IT teams.
Our AI handles the tedious parts of time and motion studies.
Support any time-study method. Configure your own codes, categories, and templates. Human-in-the-loop review ensures accuracy.
A 60-second clip that used to take an hour now takes minutes. AI suggests, you approve. Stay in control while eliminating tedious work.
Station utilization, Gantt charts, and custom reports. Export data to your tools or build custom dashboards tailored to your workflow.
A guided process from discovery to rollout, partnering with your IE and IT teams
Align on your goals, constraints, and current workflows.
Configure Material Model around your plant and policies.
Run a real-world pilot with production footage.
Scale and keep improving together.
Defense-in-depth architecture with dedicated support for security reviews.
TLS + AES-256
No training on your data
Isolated GCP VPC
SSO, MFA, RBAC
Learn about manufacturing automation, time studies, and factory operations from our team.
KPIs that boil down to “just do it faster” create rework, hidden factories, and fake wins on dashboards. But there is a better way that can help align everyone from operator to supervisor with what the factory actually needs.
Same data, opposite conclusions. The roll-up blames Night; the segments show Night ahead. How Simpson's Paradox leads industrial engineers to make wrong conclusions.
When measurement is expensive, planning becomes unreliable; automating time‑study annotation lowers the cost of fresh data so that every decision can be grounded in facts.
Everything you need to know about working with Material Model
Material Model supports any time-study methodology: MODAPTS, SWCT, MTM, MOST, or your own internal code system. We often start engagements by encoding your current methodology into the platform. Our team works with you to configure annotation schemas and analysis templates that match how you already work.
Yes. We start most engagements remotely, working alongside your IE and IT teams via video calls and shared sessions. For larger deployments, critical pilots, and change management, we come on-site to work directly with your team. We shadow real time studies, support training sessions, and help navigate internal rollouts. The goal is to stay until your first workflows are actually running successfully.
Beyond annotation, we help build AI-powered workflows around your time-study data. Common examples include: custom annotation schemas that encode your internal standards, integrations to ERP/MES and data warehouses, automated documentation and training material generation, and custom AI agents that answer specific questions about your operations or push structured data into downstream systems.
Schedule a consultation with our team. We'll review your current time-study workflow, identify one or two high-value pilot use cases, and design a pilot together. Pilots typically process real footage from your lines, validate accuracy with your IE team, and quantify the time saved. From there, you decide whether to roll out more broadly.
Material Model uses credit-based pricing for video analysis (1 credit = 1 second of video). Beyond credits, we offer implementation and pilot packages that include configuration, integration work, and ongoing support. Typical pilots include a defined scope, deliverables, and clear success metrics. Contact us for pricing details tailored to your needs.
We operate within your IT policies. All data is encrypted end-to-end (TLS + AES-256) on private GCP infrastructure. We have Zero Data Retention agreements with all AI providers so your data is never used for model training. We support SSO, MFA, RBAC, audit logs, and configurable retention policies. Our team provides dedicated support for security questionnaires and architecture reviews.
Material Model works with any video source: GoPros, smartphones, overhead cameras, security cameras, or screen recordings. No hardware installation required. The AI adapts to different angles, lighting conditions, and camera types without pre-training. Simply upload your existing footage.
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're running NPI builds, rebalancing lines, optimizing robot cells, or documenting standard work, Material Model helps you get accurate data faster.