Three outcomes, built with the same two disciplines.
Agentic workflow development and private model fine-tuning are the work. What you are buying is one of these three results, or all of them in sequence.
Cut the manual work
Agentic workflow development. An agentic workflow is software that carries a multi-step job from start to finish and asks a person only when it should. In business terms: the repetitive parts of a process stop consuming staff hours.
Intake and triage
Inbound email, forms, and documents read, classified, and routed with the right record already attached.
Document work
Quotes, summaries, and compliance checks drafted against your own templates and prior work, for a person to approve.
System-to-system steps
The copy-paste between your CRM, your accounting tool, and your shared drive, handled with an audit trail.
Human checkpoints
Every workflow has defined points where it stops and waits for a decision. You choose where those sit.
Keep your data in-house
Private deployment. Open-source models are good enough to run the work now, and they run on hardware you already have or can rent under your own account. In business terms: no third party gets a copy of what makes you competitive.
Runs on your infrastructure
On-premise, your private cloud, or an isolated environment in your own account. Your choice, decided during the assessment.
Access on your terms
The system uses your existing identity and permissions, so the model sees exactly what the person using it is allowed to see.
A record of what happened
Every run is logged with its inputs, its outputs, and the decision points, so an auditor or a regulator has something to read.
No vendor in the middle
We do not host your model, and we do not need standing access to your data to keep it working.
Own the model
Private fine-tuning. Fine-tuning trains a general model on your own material until it works the way your best people do. In business terms: the knowledge in your files becomes an asset on your balance sheet rather than a subscription line.
Trained on your material
Your documents, your terminology, your past decisions. The model stops needing to be told how your business works.
Smaller, cheaper to run
A tuned open model handles a narrow job at a fraction of the compute a general frontier model needs for the same task.
The weights are yours
Delivered as files you hold, with the training pipeline documented so it can be retrained without us.
Support if you want it
Retraining, monitoring, and extension on a retainer, or a clean handover to your own team. You decide after delivery.
Not sure which of the three you need?
That is what the assessment is for. Describe the process that costs you the most hours and we will tell you where it lands.