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Official recipe

Zammad helpdesk AI features with a self-hosted LLM (Ollama / OpenAI-compatible)

Zammad 7 adds ticket summaries, AI-assisted replies and auto titles; a hosting provider's docs show connecting it to Ollama or any OpenAI-compatible self-hosted model via Settings > AI > Provider.

2-10 people11-50 peopleCustomer support$3k+Sensitivity: High (client/confidential)

Hardware

ItemApprox. price (as of 2026-10-16)
GPU server for the LLM ('GPUs with typically >= 24 GB VRAM' per source)Not stated in source

Source prices are as stated by the source. Retailer offers: prices checked 2026-10-16, may change. Some links may be affiliate links; we may earn a commission at no extra cost to you. This never changes what we list.

Software stack

  • Zammad 7
  • Ollama or any OpenAI-compatible server

Models used

  • Any self-hosted model; provider also lists GPT-OSS 120b, Mistral Small 3.2 24b, Llama 3.3 70b

Good at

  • Built-in ticket summaries and AI-assisted replies
  • Only needs API URL, token and model name

Weak at

  • LLM API must be reachable over the internet (with authentication) for hosted Zammad
  • Source warns running an LLM is resource- and cost-intensive

Rough total cost

Not stated in source.

Getting started

  1. Run a self-hosted model behind an authenticated OpenAI-compatible or Ollama API.
  2. In Zammad: Settings > AI > Provider.
  3. Enter API URL, token and model name.
  4. Enable summaries / AI-assisted replies for agents.

Source & credit

Zammad - KI-Features & LLM-Integration (German) — server.camp Docs

Summarized from the source; quotes are the source author's words. Check the original before buying.

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