Robotics & Physical AI
Visual memory for machines in the real world
Real-time video intelligence for physical security and compliance, with full auditability and zero false-negative tolerance.
AI assistants forget between sessions. Robots process frames without recognizing what they saw yesterday. The missing layer is not more compute, it is visual memory.
Persistent visual memory across sessions
Wearables and on-device assistants capture the world continuously, then forget it the moment the session ends. Memories.ai indexes everything in real time and carries it forward across sessions, devices, and years.
Powering visual memory for
Operational memory for robots and autonomous systems
A robot entering a warehouse for the first time has no prior context. We give robots and autonomous systems persistent memory of their environments - layouts, recurring scenarios, and edge cases learned over hours of deployment.
Partnered with
Training data curation on demand
Robotics teams spend weeks scrubbing footage for the right training examples. Describe what you need in plain language and get model-ready datasets in seconds, with semantic search across million-hour libraries.
Action recognition and human re-identification
Hand tracking, action recognition, and ReID across cameras and time. The foundation for robots that work alongside humans and systems that reason about what happened, not just what is in frame.
Key Capabilities
Multimodal indexing
Video, audio, hand tracking, object detection, scene classification
Semantic search
Natural language queries across million-hour libraries, sub-500ms
Dataset export
Model-ready formats for robotics training: hand tracking JSON, captions, timestamps
Flexible deployment
Cloud, on-prem, edge, or air-gapped
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FAQ
How does deployment work?
Memories.ai runs on cloud, on-prem, edge, or air-gapped environments, modular around your existing stack. Our engineers scope the right setup with your team and stay involved until the system runs in production.
Does our data stay private?
Yes. Your footage and everything derived from it stay under your control. Memories.ai can run fully on-prem or air-gapped, so video never has to leave your network. Access is role-based, every action is logged, and your data is never used to train shared models.
Will it integrate with our existing systems?
Yes. Memories.ai layers on top of your current stack rather than replacing it. It connects to your existing systems and storage and exposes APIs and webhooks, so indexed events flow straight into the tools your team already uses.
Is it compliant with enterprise security standards?
Yes. Memories.ai is SOC 2 certified, with encryption in transit and at rest, role-based access control, SSO, and complete audit trails across every deployment. On-prem and air-gapped options let your team meet its own compliance requirements.
How long until we see value?
Most teams see value within the first few weeks. Because Memories.ai sits on top of your existing footage and systems, there is no lengthy migration, indexing starts as soon as you connect, so your team can search and act on your video almost immediately.
Memories.ai runs on-prem, in the cloud, and at the edge. Modular around your stack. Certified across every deployment.
Soc 2 Type II
HIPAA
GDPR