Real ChatGPT answer · index seedtfNAO3tXS20completeB2B software · AI and automation toolsinformational

What is the cheapest way to train a custom internal chatbot on our company PDFs without paying monthly subscription fees to a third-party wrapper?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest way to train a custom internal chatbot on our company PDFs without paying monthly subscription fees to a third-party wrapper?
3 real searches · 1 real-search pass
Ollama Open WebUI document knowledge RAG self hosted official documentation 2026Google ↗
OBSERVEDOther / navigational
Open WebUI knowledge documents RAG citations user permissions official docsGoogle ↗
OBSERVEDOther / navigational
Docling PDF parsing tables OCR official documentationGoogle ↗
OBSERVEDInstruction

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigational67%ComparisonConsequenceReasonDefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Ollama Open WebUI document knowledge RAG self hosted official documentation 2026 Google ↗
Open WebUI knowledge documents RAG citations user permissions official docs Google ↗
Docling PDF parsing tables OCR official documentation Google ↗
  1. Ollama website · ollama.com
  2. Open WebUI website · openwebui.com
  3. Qdrant website · qdrant.tech
  4. Docling GitHub · github.com
  5. Retrieval Augmented Generation (RAG) / Open WebUI · docs.openwebui.com
  6. Knowledge Bases and Document Chat / Open WebUI · docs.openwebui.com
  7. Home / Open WebUI · docs.openwebui.com
  8. Download Ollama · ollama.com
  9. Ollama's model library · ollama.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ollama Open WebUI document knowledge RAG self hosted official documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Open WebUI knowledge documents RAG citations user permissions official docs
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Docling PDF parsing tables OCR official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1