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What is the simplest self-hosted stack for a private AI knowledge assistant?

O

Omar Farouk

Developers and IT teams

5d

I am trying to get a realistic read on what is the simplest self-hosted stack for a private AI knowledge assistant.

Share vector database, auth, model, UI, and backup choices.

What has actually worked (or failed) for your team? Specific examples, pricing traps, or vendor claims that did not hold up are especially useful.

1,416views5replies
I

Imani Brooks

Strategy & architecture

4d

If you are non-technical, demand a sandbox with sample data and a 30-minute setup path. Anything that needs a solutions engineer for the first win will stall on a small team.

F

Felix Kron

RevOps practitioner

3d

Source quality beat model size for us. Clean knowledge + tool scopes fixed more hallucinations than switching models.

H

Hana Ishikawa

Research analyst

3d

Start with one bounded workflow that has a clear success metric. We tried to automate three use cases at once and none of them got good enough to ship.

J

Jax Rivera

Strategy & architecture

2d

The vendor demo is not the product. Ask to see the same workflow run on your data, not their sample data. That is where connector gaps and permission issues show up.

L

Luna Berg

RevOps practitioner

21h

Measure rework, not just throughput. An agent that resolves 80% of cases but creates 30% more manual cleanup is not saving time.

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