Platform / Knowledge

An AI that actually knows your business.

Ingest your content, structure it, retrieve the right passage at the right moment and cite it. That's the difference between a demo and a dependable assistant.

Overview

What this means for your brand

Generic models know the internet. Your customers ask about your pricing, your policies, your process and your product. Knowledge is what closes that gap.

Vutesa ingests your sources, chunks and embeds them, keeps them fresh, and retrieves with hybrid semantic plus keyword search so specific terms — SKUs, plan names, clause numbers — still land.

Access follows your rules. Internal knowledge stays internal; public knowledge answers anyone. Each brand's knowledge is isolated from every other tenant.

  • Answers reflect your current documentation, not last year's
  • Hallucination risk drops because answers are grounded and cited
  • Internal and public knowledge stay properly separated
  • Content gaps become a measurable backlog
  • Each brand's knowledge is isolated at the tenant level

Capabilities

What you get

Multi-source ingestion

Files, URLs, sitemaps, help centers, records and structured tables.

Hybrid retrieval

Semantic plus keyword search with re-ranking for precise passages.

Citations

Every grounded answer links back to the exact source document.

Freshness

Scheduled re-crawls, change detection and instant record sync.

Access scoping

Public, customer-only and internal knowledge tiers per audience.

Gap reporting

See the questions your content doesn't answer yet.

How it works

From setup to live

  1. 01

    Connect

    Point Vutesa at files, URLs and systems.

  2. 02

    Process

    Chunk, embed, index and de-duplicate.

  3. 03

    Scope

    Set who can retrieve which tier of knowledge.

  4. 04

    Improve

    Close gaps surfaced by real questions.

Questions

Frequently asked

What can I connect as knowledge?

Documents, PDFs, websites, help centers, wikis, spreadsheets, CRM records, product catalogs and database tables.

How fresh is the knowledge?

Sources can be re-crawled or re-synced on a schedule, and records can update in real time through connectors.

Does the AI cite sources?

Yes. Grounded answers carry citations, so your team can verify where an answer came from.

Is my content used to train models?

No. Your content is retrieved at answer time within your tenant boundary, not used to train shared models.

Ready to power your brand with Vutesa?

Let’s build something extraordinary together.

Learn the Vutesa story →