FACTOR IO / INFRASTRUCTURE & ENTERPRISE AI
Infrastructure expertise. Governed AI, put to work.
Nearly 20 years in enterprise infrastructure, enabling Thailand's leading systems integrators. We design the platforms, connect the workflows and keep consequential actions under human control.
- Identity
- Authorization
- Scope
- Approval
- State
- Audit
- Policy
- Tool control
- Reconcile
Reasoning can be flexible. Actions need permission.
01 / The real work
The hard part is not calling an LLM.
Your applications, APIs, data, identities, approvals and operating procedures already exist. The engineering work is connecting them safely and usefully. We take on that integration burden, working with the environment you trust.
02 / Working principles
Fit the business. Make authority explicit.
Governed AI that works with your business, not around it.
Use your existing systems
No re-engineering around us. Integrate with the systems, data, identities and workflows your organization already uses.
No implicit authority
Each agent has explicit identity, permissions, scope and approval. Claiming authority in a prompt cannot create it.
Humans stay in control
Automate authorized routine work. Escalate risk, uncertainty and exceptional conditions to the people responsible.
03 / What we help you deliver
From infrastructure decisions to working systems.
Architecture guidance, hands-on engineering and technical enablement for enterprise teams and SI partners.
Infrastructure & migration
Platform architecture, dependency discovery, container and virtualization choices, staged migration plans and operational handover.
Private AI & governed workflows
Model placement, enterprise integration and controlled agent execution on infrastructure that fits your security and operating requirements.
SI partner enablement
Solution design reviews, technical workshops, proof-of-concept planning and delivery guidance for Thailand's SI engineering teams.
More capable people. Accountable automation.
AI gathers information, connects evidence and prepares the work. People retain authority where judgment, risk or accountability matters.
- Understand
- Recommend
- Prepare
- Human approval
- Execute within policy
- Verify
04 / Human attention is valuable
AI handles volume. Humans handle judgment.
Do not make people rubber-stamp every routine result. Route the right cases to review, using explicit rules and evidence.
Normal result
Continue within the approved workflow.
High value, missing evidence or conflicting data
Pause for human review.
Low confidence
Escalate uncertainty; do not invent certainty.
Policy violation
Block the action and request human review.
Large blast radius
Require explicit approval before execution.
05 / The engineer behind the work
Experience on the partner side of the architecture.
Thanat Manasakool, Founder & Principal Engineer. Nearly 20 years in enterprise infrastructure, with experience as an Ecosystem Solutions Architect for Red Hat and Nutanix, delivering architecture guidance and technical enablement to Thailand's leading SI partners.
Start with the system. Tell us what needs to work.
An infrastructure decision, a migration, or a workflow you want AI to help with. Bring the problem, the data you have and the outcome you need. You do not need to choose a model or framework first.