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Neviox Digital
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21000 Split, Croatia

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Loki · Our guardian
An AI Assistant That Answers From Our Own Content - Neviox Digital Split

An AI Assistant That Answers From Our Own Content

The RAG assistant on our site answers from published content in three languages, says when it does not know and never invents prices or timelines.

On this page
  1. 01Answers from our own content
  2. 02Three languages without manual translation
  3. 03When it does not know, it says so
  4. 04A new article goes straight into the index
  5. 05Costs under control
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The assistant on nevioxdigital.com answers questions about our services, process and articles from content we have actually published, not from the general knowledge of the model. It is the same RAG approach we build for clients, tested on our own site first.

The goal: an answer right away, nothing made up

A visitor with a question at ten in the evening does not want to wait for an email. But a chatbot that confidently invents a price or a deadline is worse than none. We needed an assistant that answers right away, only from what is on the site, and that can say when it does not know.

What we built

Answers from our own content

Pages and articles are split into short passages and stored in a vector database (Pinecone). When someone asks a question, the system first finds the most relevant passages, and only then does the model write the answer, based on those passages and the latest messages in the conversation.

Three languages without manual translation

The search looks at content in the page language first. If there are not enough good passages there, it also looks at the other two languages. The answer comes in the language the visitor asked in, not necessarily the language of the page.

When it does not know, it says so

If the answer is not in the content, the assistant says so and points to the contact page. It does not invent prices, timelines, client names or guarantees; for those it always refers the visitor to us.

A new article goes straight into the index

When we publish a new article, it is added to the index automatically, so the assistant knows about it without manual work. The same index also powers related-article suggestions on our site.

Industry
Service
Technologies
  • Next.js 16
  • Vercel AI SDK
  • OpenAI
  • Pinecone
  • Sanity
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Send Us Your Site, Repo or Idea. Our Engineers Reply in Writing.

We reply as soon as we can, usually within a few days, and tell you what we would change first.

What we shipped, what broke and what we would do differently. No news roundups.

Costs under control

Message length, how much of the conversation goes to the model and the number of requests per visitor are all limited. A single conversation cannot create an unexpected bill.

Results

  • The assistant runs across the whole of nevioxdigital.com, in Croatian, English and German.
  • Answers rest on published content, not on the general knowledge of the model.
  • When there is no answer, the assistant says so instead of guessing.
  • New articles enter the index automatically when they are published.

Expected impact

We expect the assistant to take over most of the repeated questions about services, process and working together that would otherwise arrive by email. That is about 5 to 10 minutes of our time saved per question, and the visitor gets an answer right away, outside working hours too.

This is an estimate, not a measured figure. With clients we test the same approach on a set of their real questions before it goes live.

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