Services

AI assistant

An AI assistant grounded in your own data: product picker, document Q&A, support triage. Answers from your knowledge base.

Updated

Timeline14+ calendar days
In short

An AI assistant that answers from your own documents and data: customer questions, product selection, help for staff. With a clear plan for where your data is processed. Timeline: 14+ calendar days. Priced after a short brief.

What's included

  • RAG search across your docs and databases
  • Data stays on your server or in your cloud
  • Tone and behavior tuned to your brand
  • API for any front-end you have
  • Logging and audit for compliance

A general-purpose chatbot doesn't know your prices, policies or product range — and when it doesn't know, it confidently makes things up. An AI assistant for a business has to answer from your sources: the catalog, the help center, contracts, internal guides. We build it on retrieval-augmented generation (RAG): before answering, the system finds the relevant passages in your documents and answers from them, with a reference to the source.

When you don't need one: if customers ask five questions in total, a well-written FAQ and a simple bot with buttons will do the job cheaper and more predictably.

Who it's for

  • Support teams drowning in repetitive questions that are answered somewhere in the docs.
  • Stores with a large catalog where customers need help choosing.
  • Companies with a lot of internal documentation that staff can't find their way around.
  • Teams that want to triage incoming requests before a human picks them up.

How we work

  1. Scoping. We pick one process with a measurable goal — for example, the share of questions closed without an operator — and agree on what the assistant may and may not answer.
  2. Knowledge base. We collect and clean the sources, split them into searchable chunks and set up updates, so the assistant doesn't answer from last year's price list.
  3. Model and hosting. We choose where the model runs: your server, a cloud in the required jurisdiction, or an external API with personal data stripped out.
  4. Integration. Website widget, messenger bot, CRM or internal portal — through an API that fits whatever front-end you have.
  5. Pilot and tuning. We run it on part of the traffic, review real conversations and adjust the sources, prompts and hand-off rules.

What matters technically

Quality depends less on the model than on the knowledge base: complete, current and well structured. The assistant must know when to hand over to a human, keep a log of conversations for review, and have spending limits on the model API. If you work with personal data of Russian citizens, local storage rules apply, so the hosting choice is made up front, not after launch.

Timeline and cost

A pilot takes 14+ calendar days. Cost is estimated after a short brief and depends on the size and state of the knowledge base, the channels, integrations and where the model has to run.

Example

For example, for an online store with a few thousand products: the assistant asks two or three clarifying questions, suggests suitable items with links, answers delivery and return questions from the store's own policy pages, and passes order issues to a manager in the CRM with the full conversation attached.

What we need from you

Access to the documents and data the assistant should use, a list of typical questions, the rules on what it must not discuss, and a person who will review the pilot results. For the website-side widget see web app development; for automating the steps around it — n8n automation.

FAQ

How is this different from a regular chatbot?
A button-based bot follows a fixed script. An AI assistant understands free-form questions and answers from your documents, citing the source, and hands over to a human when it is unsure.
Where does our data go?
You decide before launch: your own server, a cloud in the required jurisdiction, or an external model API with personal data removed. We design the setup around that choice.
Can the assistant make mistakes?
Yes, like any model. That is why it answers from your sources, has clear limits on topics, logs conversations for review and passes uncertain cases to a person.
Can it be built into our CRM or portal?
Yes. The assistant exposes an API, so it can sit in a website widget, a messenger bot, a CRM or an internal portal.
Who keeps the knowledge base up to date?
We set up automatic updates from your sources where possible and show your team how to add or correct content without a developer.
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