The Context Layer for Physical AI Agents
The context layer for
physical AI agents.
Deploying multimodal AI agents takes two things: hardware in the field, and the entire data plane to manage what it streams. GlassFlow solves both by mapping live feeds from smart glasses, phones, and PCs into one centralized, self-hostable brain.
Every session is recorded, attributed, and indexed: who streamed it, what they said, and what happened. Your agents and your people can search, replay, and verify task completion with evidence. Open-source server. Your data stays yours.
Physical AI agents need hardware and a data plane.
Any enterprise deploying multimodal AI agents needs devices that see and hear where work happens, plus the entire software stack to manage what they stream: routing live feeds, deciding which agent receives which pipeline, recording, indexing, securing, and searching everything. Today teams assemble both from scratch. GlassFlow is the packaged answer: clients on any device (smart glasses first, with phones and PCs supported), and a centralized, self-hostable server that becomes the context layer underneath every agent.
Live feeds in. Searchable operations out.
The indexer is the differentiator: every artifact lands timestamped on two clocks (session and media) and attributed to the participant who produced it. That is the structure agents need to reason over real work.
One task. Five people. Every device.
An admin creates a task and deploys agents. The team of five connects from whatever they have: three on smart glasses, one on a phone, one on a PC. Everyone lands in one live-feed room: each participant sees the others' feeds and shares a voice channel, while an agent summarizes the conversation, saves every pipeline, and indexes it all as it happens.
Ask anything. Land at the exact second.
Query
“when did anyone inspect the compressor?”
Hybrid semantic search runs over transcripts, video scenes, visible text, entities, and events, so paraphrases hit too, not just keywords.
Result
worker-a · scene @ 12:34 → replay
Every hit deep-links into the replay viewer at the cited media timestamp, attributed to whoever streamed it, and task completion is verified against the same evidence.
Managed cloud, or your own hardware.
Run GlassFlow as a managed cloud, or self-host the entire server with Docker. Feeds, indexes, and replay stay on your infrastructure. Point your own models at the indexes and GlassFlow becomes the brain of your company. See deployment options ↓
Open-source server. Private clients.
The control plane, indexer, and dashboard are open source, so you can inspect the data plane you trust with your operations. The client apps for glasses, phones, and PCs ship separately.
Explore the technologyAI is stuck at a desk. We bring it to the field.
Most AI conversations focus on desk jobs. But in the physical world, AI still can't act.
What it can do is see, reason, and guide the human who does.
Imagine a worker wearing a lightweight camera while AI sees what they see and coaches them in real time.
Instead of months of training, workers become effective immediately.
Why now? Three things have converged.
AI can now understand real-world visuals.
Cameras and mics are already in everyday glasses.
Skilled workers are harder to find than ever.
The Interface & The Brain.
How we deliver AI superpowers to your workforce.
Looks like glasses. Works like a copilot.
Real-time guidance, hands-free.
Real-time vision
AI sees what the worker sees.
Two-way coaching
Workers ask. AI responds instantly.
Glasses see. Cloud thinks.
Monitor, assist, and optimize your distributed workforce from one screen.
Real-time oversight
See every worker, live.
Data extraction
Turn work into structured insights automatically.
One screen. Every worker. Every decision.
Monitor, guide, and improve operations in real time.
Live Video Feed
See what any worker sees, in real-time, from your browser.
Cloud Recording
Every session stored, searchable, and queryable in your private cloud.
Worker Analytics
Task completion, response times, safety compliance, all tracked automatically.
Enterprise Security
End-to-end encryption. Your data stays yours.
Your fleet, in your pocket.
Available on iPhone. Access every recording, device, and live stream the moment you step away from your desk.
Same fleet. Same recordings. Two surfaces.
What happens when you plug in?
The immediate advantages of an AI-powered workforce.
Days to Onboard
Workers put on the glasses and start immediately. No manuals, no shadowing. Productive from minute one.
Visual Documentation
Every task is recorded from the worker's perspective and stored in your cloud. Fully searchable and auditable.
Scalable Intelligence
The more you deploy, the smarter the system gets. Identify bottlenecks and recurring issues across teams.
Remote Oversight
See what workers see in real time. Guide, verify, and manage without being on-site.
The Data Advantage
Operational knowledge is captured continuously, building a system that doesn't depend on individual workers.
Build Claude-style skills for physical work.
Claude Skills package repeatable digital workflows. GlassFlow packages physical workflows from expert video into SOPs, guidance, focus points, trainee assessments, and live skills for glasses and phones.
Claude Code lets developers build and share reusable skills for software. We do the same for the physical world, and it all runs on the context layer below. Capture your best technician's expertise once; deploy it to your entire workforce instantly.
Drop an mp4, mov, webm, or mkv. Add optional context, then turn the best operator's process into a guided SOP and physical skill.
Pick any past GlassFlow session, describe the skill, and pull it out of the recording.
Capture
Record expert work and generate SOPs with images, guidance, and focus points.
Assess
Let trainees record themselves following the SOP and identify evidence for every task.
Standardize
Reduce skill loss, compare workforce performance, and improve every skill version.
Run the multimodal engine behind every skill.
Configure the system prompt, tools, voice, routes, and behavior. Every skill runs on live glasses and phone clients, customized to the way your team actually works.
System prompt
Define the agent's role, tone, and operating rules.
Tools
Scene analyzer, OCR, photo capture, alerts — toggle per agent.
Voice & behavior
Pick the voice, language, response style, and barge-in rules.
Skills & knowledge
Attach skills from the library and your private knowledge base.
What GlassFlow sees.
Every frame from the glasses builds a live 3D map of the physical space. The copilot sees geometry, depth, and layout the way the worker does.
Dense geometry, in real time.
A worker inspects an LCD panel. GlassFlow reconstructs the surface, edges, and depth cues so the copilot knows exactly what the worker is seeing.
Whole environments, on the move.
As the glasses move through a train car, GlassFlow builds a persistent spatial map of walls, seats, people, and signage — even in fast-changing scenes.
GlassFlow
in action.
Live POV from the glasses, AI guidance layered on top, and a structured record of the session. Every job flows through all three in real time.
Worker wears the glasses.
First-person feed streamed live from the job site, hands-free capture, no rigs, no extra hardware.
AI coaches in real time.
The copilot reasons over the feed and talks the worker through the next step, identifying parts, flagging risks, answering questions out loud.
Session becomes knowledge.
Every job is indexed into a searchable, replayable record, so tomorrow's worker walks in with yesterday's expert already loaded.
Superpowered workers in every vertical.
Where AI vision changes the physical world.
Instant Master Mechanic
Identify equipment, diagnose issues, and guide repairs in real time. First-fix rates improve significantly.
Wire-Perfect Every Time
Detect wire types, validate installations, and prevent errors before they happen.
Flawless Compliance
Guide workflows step-by-step while ensuring compliance and quality.
Ready to give your workers AI superpowers?
Software engineers have AI writing their code. It's time to give the physical world the same advantage.
For organizations ready to deploy at scale. Hundreds of glasses, centralized management, custom AI configurations, and dedicated cloud infrastructure for your workforce.
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Unlimited glasses & cloud storage -
Fleet management dashboard -
Custom AI training on your procedures -
Dedicated support & SLA
Start with a small team to prove the value. Get 5 pairs of smart glasses, full dashboard access, and see measurable ROI before committing to a full rollout.
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5 Meta Ray-Ban smart glasses included -
Full dashboard & cloud access -
30-day guided implementation -
ROI analysis & recommendations