AI prototypes never reach production
Connect models to real applications with evaluation, security and human review.
We improve document, knowledge and approval workflows with AI and automation connected to your existing systems.
We first define the work to automate, the data it needs and where human review belongs. We then connect RAG assistants, document processing, OCR and LLM integrations to existing systems, using controlled RPA only for selected steps where no suitable API exists.
Extract and validate information from invoices, contracts and forms.
Solutions
Answers grounded in authorised documents and data.
Model adaptation and quality testing where appropriate.
Reading, extraction, classification and validation.
API-first integration with selective screen automation.
Shorter cycles for repetitive document and data work.
Permissions, logging, evaluation and human approval.
A solution integrated into applications teams already use.
Process
Use case and success criteria
Use case and success criteria
Data and security review
Data and security review
Prototype and model evaluation
Prototype and model evaluation
System integration and user testing
System integration and user testing
Monitoring and improvement
Monitoring and improvement
Repeatable processes with representative data and outputs that can be reviewed are good candidates. We assess expected value and error risk during discovery.
The required data depends on the use case. Access, retention, permissions and sensitive-data rules are agreed before development.
RAG retrieves approved current information when generating an answer. Fine-tuning adapts model behaviour for suitable tasks; many projects do not need both.
Yes. Where suitable APIs or data access exist, AI functions can be integrated into your current applications and workflows.
We agree use-case-specific measures such as accuracy, processing time, human intervention and error cost, then test with representative data.
Free initial consultation
Tell us briefly what you need. In a free initial call, we’ll discuss your current setup, goals and the right place to begin.
Schedule a free call