Memories.ai

Memories.ai builds a video datalake for robotics, world models and humanoids, combining its own egocentric recordings with dense annotation of customer video. Its API lets developers index video, search it by what happens on screen and pull out the moments they need.

The company records real work at job sites with head-mounted stereo and wrist cameras, covering more than 1,000 tasks across over 20 industries, and labels clips with its own models for hand pose and action segments. Customers can also send teleoperation, UMI, egocentric or simulation video for annotation to their own taxonomy, and wrist EMG force data is coming soon.

The API is usage-priced, with rates for indexing, visual search, transcription, embeddings, speaker diarization, video summaries and direct calls to vision-language models. There are no seat fees, and research papers and open-source agents are published on GitHub.