LLMs & AI agents
Retrieval, tool-using agents and workflow automation on frontier and open models, grounded in your data and evaluated before they reach production.
Applied AI · Robotics · Physical AI
AI that works in the real world.
Interstellar Inference is an applied AI company. We turn hard problems into working systems, from language models and computer vision to robotics and physical AI, taken from first principles all the way to deployed inference.
Capabilities
AI built around your problem.
Off-the-shelf models get you a demo. We design, build and deploy AI around your data, your constraints and your operations, then prove it holds up.
Computer vision
Detection, segmentation and tracking for imagery, video and sensor feeds, from satellite passes to the shop floor.
Robotics & autonomy
Perception, planning and learned control for robots, drones and autonomous systems, proven in simulation before the real world.
Physical AI & scientific ML
Neural surrogates and physics-aware models that emulate expensive simulations, including graph networks that learn directly on meshes.
Forecasting & decision support
Time series, trajectory prediction and optimization that turn operational data into better decisions.
Inference engineering
From notebook to production: optimization, quantization, serving and monitoring on cloud GPUs or at the edge, where latency and cost matter.
Engagements
Start small. Scale with evidence.
Every engagement ends with something you own: code, trained weights, documentation and an honest read on where the model works and where it doesn't.
Discover
Feasibility study
A focused look at whether AI can help your problem, before you commit to building.
- Problem & data audit
- Baseline benchmarks
- Recommended approach & roadmap
Build
Prototype to production
We design, train and validate a model for your workflow, then hand it over ready to run.
- Model design, training & integration
- Evaluation on your real-world data
- Deployable code & documentation
Partner
Embedded R&D
An ongoing research partner for teams pushing AI into new territory.
- Long-horizon research programs
- Proposal & grant support
- Team upskilling & code review
Contact
Have a problem worth solving? Let's talk.
Tell us what you are trying to solve, the data you have and what success looks like.
hello@interstellarinference.ai