Pranaspark LLC builds AI, ML, and physical-AI products with partner brands. Engage us as an embedded technology partner that owns your stack, book a strategy consultation, or bring us in for focused, limited-time consulting — same team, same frontier-grade engineering.
The engineering layers we own as the technology arm of partner brands.
Model training and fine-tuning, evaluation harnesses, and production inference. Computer vision, NLP, and multimodal systems built to ship.
The full path from raw data to a model that keeps getting better — annotation and dataset curation, training and evaluation, delivery, and production maintenance. We lean heavily on data flywheels: production signal feeding back into training so models stay state-of-the-art over time, not just at launch.
State-of-the-art models for closed-loop control, plus sensor fusion, real-time perception, and on-device inference for products operating outside the lab. We help you balance reliability, data requirements, and time to market.
Hardware-software co-design, embedded systems, and the full path from prototype to production-grade device.
Architecture decisions, AI readiness, and the build-vs-buy calls that shape what your product can become 18 months from now.
Training pipelines, model versioning, monitoring, and cloud-native deployment so models keep getting better in production.
Feasibility studies, novel-method prototypes, and the evaluation work that decides whether something is worth productionizing.
Decades of production AI and robotics experience, delivered with AI-native leverage — frontier methods at a fraction of legacy agency cost.
Real systems shipped in pick-and-place and palletizing, robot safety, the full machine-learning model lifecycle, and edge inference. ROS / ROS2 is a daily tool, not a buzzword on a slide.
We use AI aggressively in our own engineering — code generation, evaluation, simulation, content, and ops. That leverage compounds into the kind of reliability and velocity that used to require a fifteen-person team, delivered by an embedded crew at a fraction of the price.
We build with what's working at the frontier today. Diffusion policies for manipulation, vision-language-action models for embodied control, VLMs for perception and reasoning, transformers across the stack — chosen on the merits, not because they're trendy.
The same team and the same frontier stack, at the depth your product needs — from a single strategy session to a fully embedded technology arm.
We embed as the technology arm of your brand and own the stack — models, software, edge inference, data — so you can focus on product, market, and customer. A small number of deep engagements, shipped under your name.
Architecture reviews, AI readiness assessments, and build-vs-buy calls. A focused engagement that leaves you with a concrete technical roadmap — whether or not we build it with you.
Scoped, time-boxed engagements for the hard part in front of you — a model that needs to ship, an edge pipeline that needs hardening, an evaluation harness that needs building. Defined start, defined end.
Acting as the embedded technology team for an outdoor-sports brand: detection models, edge deployment, mobile and backend software, and the data pipeline that keeps the system improving in the field.
Technical write-ups on physical AI, edge ML, and building the partner-stack model. First posts coming soon.
If you're building a physical-AI or ML-driven product — whether you want an embedded technology partner, a strategy consultation, or focused consulting — start here.
We take on a small number of engagements at a time. Tell us what you're building and what's in the way; we'll respond directly.