LLM applications and retrieval
Extraction, classification, search, and generation over your own corpus, with retrieval, embeddings, and prompt engineering tuned to the domain rather than taken off the shelf.
Capabilities AI
The leading builder of
AI models and applications.
We build models for text, time series, image, video, and 3D, deploy them on servers and edge devices, and optimize inference for performance. With partners like Google, Apple, and Stanford, we bring frontier AI to enterprise problems.
✸ The gap
Prototype to production
is where AI stalls.
✸ Patterns we bring
Repeatable across AI engagements, not one-off.
Agents and agent infrastructure
Building and deploying agents on real workflows, and the infrastructure they run on: tool use, orchestration, human-in-the-loop controls, and guardrails enforced in the architecture, not the prompt.
Harness engineering
The orchestration layer around models: specification-driven execution, quality gates between steps, and evaluation loops, so model output becomes dependable engineering output.
Knowledge layer infrastructure
The retrieval and knowledge systems that let AI reason over an organization’s own corpus, with provenance and review built in, so every answer traces to its source.
Evaluation benchmarked to experts
Quality measured against expert ground truth on precision, recall, and ranking, with an evaluation harness that runs on every change, so accuracy is a number, not an impression.
Model development and vision
Models for text, time series, image, video, and 3D, including computer vision, image search, and quality assessment in production.
Inference and deployment
Model serving, MLOps, performance and load testing, and inference optimization on servers and edge devices, so the economics work at scale.
Data engineering and labeling
The pipelines, annotation, and labeling operations that AI actually runs on, at the scale of tens of millions of items.
✸ Clients
Enterprises, research, and startups.
Startups from Y Combinator, Techstars, StartX, 500 Global, Lightspeed, and more.
✸ Where it shows up