Knowledge Engine
Answers grounded in your truth.
Vivollo learns from your site, help center, PDFs and catalog — then answers with hybrid search and reranking so replies are accurate, current and traceable to a source, not a confident guess.
- delivery-zones.pdf
- shipping-faq
- holiday-hours
Every answer traces back to your sources.
Same question, two answers.
A chatbot says what sounds right. Vivollo answers from your content and shows where it looked — and when the answer is not there, it says so.
01Sources
It learns from what you already have.
Point it at your site, your help centre, your PDFs and your catalogue. Articles land in collections you control; the assistant answers from them and cites the article it used.

- Sitemap, URL, PDF
- A sitemap, a page, a PDF or a help centre; each becomes a source with its own sync schedule.
- Your catalogue
- Shopify, WooCommerce, Ticimax and Trendyol products are searchable the same way.
- Stays current
- Sources re-sync daily or weekly; when a page changes, the answer changes.
02Retrieval
The right passage, not the right keyword.
It searches for what the question means. “Where is my parcel” and “when does my order arrive” find the same passage — and when nothing is close enough, it does not invent one.

Ask it the way a customer would
The same search your assistant runs, on your own screen.
- vector
- on
- keyword
- on
- reranker
- Cohere
- top passages
- 5
Hybrid, then reranked
Vector and keyword together; a reranker puts the best passage first.

Every source has a schedule
Sitemaps, pages and files, with their last sync and the next one.
- Do you offer gift wrapping?40 chatsdraft
- Can I buy replacement laces?34 chatsdraft
- Is there a shop I can visit?27 chatsdraft
An unanswered question becomes a suggestion
Questions it could not answer are clustered by topic, each with a draft to review.
Proof of control
Sourced when it can be. Honest when it can't.
Two questions from one afternoon. The first is answered from a passage and cited. The second has no passage above the threshold, so no answer is written — the topic lands in Suggestions instead.
- 1rag_search310 msInput'sunday delivery izmir'3 passages · delivery-zones.pdf310 ms
- 2rerank120 msInput3 passagesbest: p.2 ¶4 · 0.91120 ms
- 3answer640 msInputwith sourcesent, cited640 ms
- 4rag_search290 msInput'gift wrapping'best 0.42 · under threshold · no answer written290 ms
- 5suggest_topic40 msInputgift wrappingSuggestions · 41st chat40 ms
Connected channels and stores
All integrations- Shopify
- WooCommerce
- TiTicimax
Trendyol
- Zendesk
- Web widget
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