Our agency will deploy self hosted ai with open webui and rag


Agency
About this gig
Need an AI assistant that runs on your own infrastructure, with your own documents?
WZ-IT deploys self-hosted LLM and RAG stacks for companies that cannot send internal data to a US API. Open WebUI as the interface, LiteLLM as the gateway, Qdrant or pgvector for retrieval, Langfuse for tracing and cost control.
Depending on scope, we cover:
- Open WebUI with SSO, user groups and per-team model access
- LiteLLM gateway: one API for local and external models, budgets per team
- vLLM or Ollama inference, sized for your GPU or CPU budget
- RAG pipeline: ingestion, chunking, embeddings, Qdrant or pgvector
- permission-aware retrieval so users only see documents they may see
- Langfuse for tracing, evaluation and cost per team
- deployment on your GPU server, European cloud or on-premises
The hard part is not the chat window. It is making retrieval respect the permissions you already have, and knowing the real monthly cost.
Start with the consultation: one hour with both WZ-IT founders, plus a written recommendation you keep either way. Everything larger is quoted as a custom offer, scoped to what you actually need.
More of our work: wz-it.com
About this agency

Agency
3 employees
- FromGermany
- Member sinceOct 2019
- Avg. response time1 hour
- Last delivery1 year
Languages
English, German, Dutch
Portfolio
FAQ
Which model should we run?
It depends on task, language and hardware. Small open-weight models handle most internal assistants; a 70B model needs serious GPU budget. We size it against your use case.
Does RAG respect our existing permissions?
Only if it is built that way. Filtering has to happen before the vector search, not by asking the model to behave. That is the core of the RAG Platform package.
Do we need a GPU?
Not always. Small models and CPU inference are viable at low concurrency. We tell you which case you are in before you buy hardware.
Can you connect it to Nextcloud or a file share?
Yes, as a document source in the ingestion pipeline, including permission mapping.
4 reviews for this Gig
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P pawelpavlo

Germany
Very well and quickly executed order :) I recommend !!!
Helpful?D dnlnrx
Repeat Client

Germany
Exzellente Arbeit. 1A Kommunikation.
Helpful?S sbroderman

Sweden
Perfect delivery!
Helpful?S 
sangeorgean2
Repeat Client

Germany
Super, thank you!
Helpful?
4 reviews for this Gig
| (4) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Recommend to a friend
- Service as described
Sort By
P pawelpavlo

Germany
Very well and quickly executed order :) I recommend !!!
Helpful?D dnlnrx
Repeat Client

Germany
Exzellente Arbeit. 1A Kommunikation.
Helpful?S sbroderman

Sweden
Perfect delivery!
Helpful?S 
sangeorgean2
Repeat Client

Germany
Super, thank you!
Helpful?
