Private AI systems for business operations
Polynym builds practical AI systems for businesses that want to reduce manual work, protect internal knowledge, and improve the way work gets done.
Some systems are ready to deploy and configure around your business. Others are built around a specific workflow, data source, or operational problem. Deployment, hosting, and infrastructure options are discussed during the initial call.
AI Systems Built Around Real Business Problems
Most businesses do not need another generic AI tool.
They need a system that solves a specific operational problem, works with their existing processes, and gives the team a clear improvement in time, consistency, or control.
That might mean capturing employee knowledge, searching internal documents, processing paperwork, triaging emails, improving reporting, or automating repetitive workflows.
System Types
Handover HR
Captures critical employee knowledge before it leaves the business.
Visual CEO
See your business through the eyes of the CEO. Captures the strategic knowledge, decisions, risks, relationships, priorities, and business context normally held by the owner.
Private AI Knowledge System
Gives staff accurate answers from approved business documents, policies, procedures, and internal knowledge.
Private AI Document Processing System
Reads documents, extracts key information, flags missing details, and routes exceptions for review.
Private AI Operations System
Supports inbox triage, follow-ups, supplier chasing, customer support workflows, and internal processes.
Private AI Finance Operations System
Supports invoice checks, cashflow summaries, late-payment analysis, cost drivers, and finance reporting.
Private AI Compliance Monitoring System
Supports audit evidence, missing-record checks, expired-document monitoring, and compliance workflows.
What Every System Includes
- Workflow design.
- Data source mapping.
- Ingestion pipeline.
- Database or document store.
- Search, retrieval, or vector search where needed.
- AI model gateway or local model connection.
- Model-agnostic architecture.
- Human review and approval points.
- Dashboard or admin interface.
- Audit logs.
- Monitoring.
- Error handling.
- Testing before launch.
- Documentation.
- Deployment on VPS, private cloud, or on-premise infrastructure.
Deployment Options
Choose the infrastructure that matches your data requirements.
VPS Deployment
Best for SMEs that want private infrastructure without buying physical servers.
Private Cloud
Best for businesses already using cloud infrastructure and wanting controlled deployment.
On-Premise
Best for businesses where data cannot leave the internal network.
Hybrid
Best when some tasks can use cloud models but sensitive workflows need local processing.
How It Works
Pricing Starting Points
Every system is different, but the prices below give businesses a clear starting point. Ready-to-deploy AI systems are configured around your organisation and workflow. More complex systems involving additional integrations, workflows, data sources, or infrastructure requirements are quoted after the initial call.
| System |
|---|
| Handover HR |
| Visual CEO |
| Private AI Knowledge System |
| Document Processing System |
| Operations System |
| Finance Operations System |
| Compliance Monitoring System |
Have a different operational problem?
Book an AI Review and we will look at whether a practical AI system makes sense.
View AI Contractor ServicesCommon Questions
Find Out Where AI Could Help Your Business
Book a short AI Review. We will look at where your team is losing time, which processes are too manual, and whether an AI system could make a practical difference. If there is a sensible opportunity, I will explain the next step. If there is not, I will tell you that too.