Knowledge assistants
Retrieval over content you mark as allowed, with citations back to the source.
Service offering. Not a packaged product.
Generative AI implementation
We implement assistants and generation features that answer from approved sources, keep a human in charge of customer-facing or production changes, and leave an audit trail.
Business problems
- A chatbot that invents policy.
- Company documents copied into a tool with no retention decision.
- A pilot that cannot be distinguished from a production system.
Services and solutions
Workflow drafting
Summaries and first drafts that a person approves before they are sent or applied.
LLMOps
Prompt, tool, and model changes versioned, evaluated, and reversible.
Technical capabilities
- Retrieval-augmented generation with an allow-list of sources.
- Evaluation questions written with your experts.
- Logging of prompts and answers under your retention rules.
- A kill switch.
Business benefits
- Less time searching approved material.
- A written boundary around what the assistant may do.
- A pilot that has an end state: operate, narrow, or stop.
Technologies
Commercial model APIs or a model you already host. Vector search or the search index you have. No specific vendor is a partnership claim.
Engagement models
- A discovery sprint to confirm the outcome, constraints, and whether the work should proceed.
- A fixed-scope build when the architecture and acceptance criteria are clear.
- A monthly engineering partnership for a platform, reliability, or AI system that needs ongoing care.
- Staff augmentation when you need specific engineers inside your team. See IT staffing.
Questions
Is this live for RUVI INFOTECH customers today?
This page describes a service we deliver. It is not a self-serve product, and this website does not list completed client deployments.
What about video and marketing content generation?
That is a planned offering. See AI content and workflow automation.
Talk with an engineer
Tell us the business outcome. We will say whether we can help, what the first step is, and what we will not pretend to have already done.
Request a consultation →