Experience
Website guides, employee copilots, client assistants and specialist workspaces.
Rihuum Intelligence Architecture
Agentic AI with boundaries, evidence and human control.
Rihuum develops assistants and agents around measurable work—not autonomy theatre. Every system must know its job, approved knowledge, tool authority, escalation path and evaluation standard.
Our position
More capable does not mean less accountable.
An intelligent system earns trust by completing useful work inside a clearly defined authority envelope.
Rihuum will not present a scripted chatbot as an autonomous enterprise agent. Website guidance can begin with approved knowledge and intent routing; production Agentic AI requires secure server integration, governed tools, evaluations, monitoring and human approval for consequential action.
Read the operating model →RIA architecture
One intelligence layer across websites, software and solutions.
Shared controls prevent each product team from rebuilding identity, knowledge, tools and evaluation differently.
Orchestration
Intent, planning, agent routing, task state, retries, escalation and human approval.
Knowledge
Approved sources, permissions, provenance, retrieval, freshness and citation.
Tools
Bounded APIs and actions with identity, least privilege, limits and reversible execution.
Trust
Policy, evaluation, audit, observability, privacy, incident handling and release governance.
Implementation phases
Progressive trust, measurable at every gate.
Observe
The system reads approved information and produces no external action.
Recommend
It analyses a bounded task and proposes evidence-backed next steps.
Draft
It prepares reversible work for a person to inspect and approve.
Act with approval
It uses limited tools after explicit authorisation and logs the outcome.
Bounded automation
Only stable, low-risk work earns narrowly defined automatic execution.
Non-negotiable controls
Capability must be matched by control.
- Named use-case owner and measurable business outcome
- Approved data, knowledge owners and access boundaries
- Least-privilege tools with action limits and short-lived credentials
- Human approval for financial, legal, safety, identity and external communication actions
- Evaluation for accuracy, refusal, escalation, recovery and adversarial behaviour
- Audit, monitoring, incident response and a safe shutdown path