Deep engineering. Across the entire AI stack.

Origon combines its in-house platform with the engineering to adapt models, connect software and build applications. We design for safety, security and performance across the system, then keep developing it as requirements change.

The platform behind your system.

We build the core software in-house and operate our own datacenter infrastructure and global network. Our engineers work across these layers to configure, integrate and deploy the system your operation needs.

Applications

Contact center · Customer & IT support · Sales & marketing · Custom apps

Harness

Orchestration · Tools · Scheduling · Human approvals

Models & inference

Foundation models · Fine-tuned models · Inference engine · Speech engine

Data & memory

AI Datastore · Retrieval · Knowledge graphs · Persistent memory

Infrastructure

Compute/GPU clusters · Storage · Networking · Datacenter operations

Models shaped for the task.

We fine-tune models on your terminology, processes and domain knowledge. Data preparation, serving and evaluation are engineered together.

Foundation models and your own models are also supported. We evaluate quality, performance and cost against the intended workload.

Agents designed for continuing work.

Agents respond to events, follow up on missing information and return to unfinished tasks. The harness coordinates workers, schedules execution and handles retries and interruptions.

Retrieval and long-term memory bring relevant knowledge, earlier decisions and lessons into subsequent work. Feedback and experience inform improvements through evaluation.

Connected to your operation.

Our engineers connect the records, tools and actions behind the work, using supported connectors and custom REST, GraphQL, webhook and MCP integrations.

We build the application experience alongside those connections, so people can follow progress, approve decisions and intervene when needed.

How the layers work together.

An agent investigating a service issue needs the relevant records, current procedures, permitted actions and a clear point for human review.

Our engineers connect the sources, evaluate model responses against representative tasks, configure tools and approvals, and build the interface people use to follow the case. Execution records help identify where retrieval, reasoning, integration or the application needs attention.

Deployment is part of the engineering.

We configure compute, networking, data paths and operating access for the environment. The system can run on Origon Cloud, in your VPC or at your facility, including fully air-gapped deployment.

Monitoring, recovery and updates are designed into the operating plan, with responsibilities agreed between our teams.

  • On Origon Cloud

    Our global datacenters and network host the system, with Origon managing the deployment.

  • In your cloud

    We deploy in your AWS, Azure or GCP VPC, within the cloud account and network your team already controls.

  • At your facility

    We can install, own and operate compute/GPU infrastructure, or deploy on hardware your team manages.

The engineering continues.

New processes, changing data and software updates create new work. We maintain integrations, refine models and agents, and extend applications.

Execution records and evaluations guide each change. Improvements are assessed against the work the system needs to perform.

Start with a 90-day pilot.

Evaluate one area of work against an agreed baseline. Together, we establish the scope, data access, deployment requirements and evidence your team will review.