AI Agents & RAG for Operations

Deploy AI agents that retrieve from approved knowledge, call internal tools safely, and assist support and ops teams with measurable workflows.

What We Deliver

Capabilities

RAG Knowledge Bases

Ingest, chunk, and govern company docs so answers stay grounded in approved sources.

Ops & Support Agents

Agents designed for ticket triage, runbook assistance, and internal knowledge retrieval.

Tool Integrations

Connect agents to CRM, ITSM, and internal APIs with clear permissions and audit trails.

Evaluation & Guardrails

Test suites, escalation paths, and human-in-the-loop controls for production use.

Approach

Agents that know your business—not the open web

Generic chatbots fail when answers must be correct against your policies and systems. We build retrieval-augmented agents for operations and support that are designed to reduce handle time and improve consistency—while keeping humans in control of sensitive actions.

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Grounded answers from approved knowledge

Workflows tuned to support and ops realities

Permissions and logging from day one

Evaluation loops before wide rollout

Engagement

How We Work

Use-Case Fit

Pick workflows where grounded AI creates clear operational value.

Knowledge Prep

Structure sources, permissions, and retrieval quality baselines.

Agent Build

Implement tools, prompts, and guardrails with evaluation harnesses.

Rollout

Pilot with ops teams, measure outcomes, then expand carefully.

Selected Delivery Highlights

See how Onruyl has delivered production web and mobile systems for partners across media, healthcare, and product teams.

View Case Studies

Why Onruyl

Trusted Delivery

Production Mindset

We optimize for reliability, escalation, and measurable workflow impact—not prototype demos.

Your Data, Your Rules

Knowledge sources, access, and retention follow your governance model.

Incremental Value

Start with high-volume, well-bounded use cases and expand as confidence grows.

Support

FAQ

No. We design agents to assist operators—triage, draft, retrieve, and escalate—so people stay accountable for customer outcomes.

Yes, where appropriate. Tool calls are scoped with permissions, logging, and human approval for sensitive changes.

RAG grounding, citation of sources, evaluation sets, and escalation rules are used to reduce unsupported answers.

Let's plan your next engagement

Tell us about your goals and we'll recommend the right delivery model and platform approach.