Service · RAG Pipelines

Search your own everything.

Chat with your documents, contracts, tickets, manuals, and knowledge bases. Vector retrieval + LLMs, set up properly.

AI
TRANSFORMERS
The before

If any of this sounds familiar…

PROBLEM 01
Your knowledge is scattered
Drive, Notion, email, Slack, SharePoint. Nobody finds anything. RAG fixes it.
PROBLEM 02
Chatbots that hallucinate
Naive RAG hallucinates 30%+. We use re-ranking, citations, and eval pipelines.
PROBLEM 03
Permissions matter
Access control isn't optional. We respect your existing permissions.
PROBLEM 04
Stale data is worse than no data
Sync schedules, change detection, eval suites — production-grade or not at all.
What you get

Here's exactly what we ship.

Source connectors
Drive, Notion, SharePoint, Confluence, Slack, custom.
Indexing pipeline
Chunking, embeddings, vector store. Tuned for your content shape.
Retrieval + re-rank
Two-stage retrieval. Citations on every answer.
Permissions-aware search
Users only see what they're allowed to.
Eval suite
We test 100s of questions weekly to catch regressions.
UI (chat or search)
Drop-in widget or bespoke interface.
See it live

A working demo.

Sample · RAG response
What grounded answers look like
What is our refund policy for digital products?
ANSWER · 2 sources cited

Digital products are non-refundable once downloaded. Exceptions apply if the product is materially different from the description. See Policy v2.3, §4.2 and Terms §12.

Tech we use

The stack.

Pinecone
Weaviate
Qdrant
OpenAI embeddings
Cohere re-rank
LangChain
LlamaIndex
Who it's for

Best fit.

Law firms
Consultancies
Healthcare
Customer support
Internal helpdesks
Compliance teams

Talk to us about rag pipelines.

Free 30-minute consultation. No tech-speak. We'll tell you honestly if it's a fit.