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Ragnarr — AI support that knows your business

An intelligent AI assistant for customer support. It answers customers 24/7, draws on the company knowledge base, pulls data from internal systems and brings in a live operator when a human is really needed.

Instead of a chatbot with pre-scripted flows, Ragnarr understands the customer’s question, takes the conversation context into account and finds the most relevant answer on its own. Less load on operators, faster answers, support around the clock.

One assistant — many channels

Customers reach out wherever it suits them. Every channel uses the same knowledge base, so the answer is equally good regardless of where the question came from.

TelegramWebsite chatMobile appVoice

More than an FAQ bot

Ragnarr connects to the company’s internal systems and handles personal requests: it works out which data it needs, fetches it and turns it into a clear answer.

“What’s my balance?”“Where’s the nearest station?”“Why did my transaction fail?”“How much is left on my subscription?”“How do I get started with the service?”

AI and operators work together

01

Handoff to an operator

When information is missing or the question is unusual, the conversation goes to an operator automatically — with the full chat history. The customer never has to explain the problem twice.

02

Back to AI

Once the issue is resolved, the operator hands the conversation back, and new requests are handled automatically again.

03

The knowledge base grows

After each conversation Ragnarr analyses the transcript and drafts a new knowledge-base answer. The operator just accepts, edits or rejects it.

Case: Arilan

One of the first deployments is customer support for Arilan, an EV charging network. Ragnarr uses Arilan’s knowledge base and queries the service’s internal systems when needed, so customers get an answer right away — no waiting for a free operator.

What users ask about

  • how to start charging a car
  • how to use the mobile app
  • which tariffs apply at stations
  • where to find a suitable station
  • why a charging session may have stopped
  • how much money is left on the balance
  • how many kWh are left on the subscription
  • details of a specific transaction

Voice AI

Ragnarr can be embedded in a mobile app: the user asks a question out loud and gets a spoken answer. For Arilan, that means a driver can get help right at the charging station without typing a message.

One control panel

Each company gets its own admin panel. Company data and knowledge are fully isolated, so Ragnarr runs as a single platform for multiple companies, brands or projects.

  • knowledge base management
  • instructions and answers
  • external information sources
  • conversation history
  • requests handed to operators
  • testing AI answers
  • assistant flows and actions

Integration with business systems

Ragnarr’s key strength is adapting to a specific business. Connected to your systems, the AI becomes a full-fledged digital first-line support agent.

CRMERPBillingLoyalty programsCustomer accountOrder systemBookingInternal APIs

What the business gets

24/7 support

Answers at night, on weekends and during peak load.

Less load on operators

Most routine requests are closed automatically.

Fast answers

No waiting for a support agent to become free.

One knowledge base

Telegram, website, app and voice share the same up-to-date data.

Product integration

The AI doesn’t just answer — it fetches the data customers need from your systems.

Continuous learning

Real customer requests keep the knowledge base growing.

Scale without hiring

Request volume can grow without a matching growth of the first-line team.

Ragnarr doesn’t fully replace operators — it takes over repetitive questions and helps spot the cases that need a human. Operators focus on what really matters, and customers get faster service.

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