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Ollama Embedding Model
Ollama Embedding Model

Ollama Embedding Model

by Kitworks Systems
950,00 €
Odoo Apps Dependencies base, base_automation, bus, http_routing, mail
Community Apps Dependencies
Technical Name kw_ai_embed_ollama
License OPL-1
Website https://kitworks.systems/
Versions 17.0 18.0 19.0

AI Connector — Embedding Model

Ollama Embeddings — Local, Private, Free

Generate embeddings entirely on your own hardware using Ollama's open-source models. No API costs, no data leaves your network.

$0
API Cost
local
Data Residency
any model
Model Choice

Recommended Embedding Models

Model Dimensions Size Best For
nomic-embed-text 768 274 MB General use, recommended default
mxbai-embed-large 1024 669 MB Maximum local accuracy
all-minilm 384 46 MB Resource-constrained hardware
any Ollama model varies varies Custom / domain-specific

Capabilities

  • ✓   Complete data privacy — embeddings generated locally, nothing sent to external APIs
  • ✓   Zero ongoing cost — no per-token charges regardless of indexing volume
  • ✓   Shared Ollama instance — reuses the same server as kw_ai_ollama LLM provider
  • ✓   Any embedding model — configure any model available in your Ollama installation
  • ✓   Air-gap friendly — works in fully offline environments after model download

Requirements

  • ✓   kw_ai — AI Connector core
  • ✓   kw_ai_rag — RAG orchestration module
  • ✓   Ollama running locally or on an accessible server
  • ✓   An embedding model pulled into Ollama (e.g. ollama pull nomic-embed-text)
  • ✓   Any RAG backend module

Semantic search with zero data exposure

Your data stays on your servers. No API keys. No per-token billing.

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