Make your documents and conversations searchable by Claude or ChatGPT: the AI searches your Qdrant collections by meaning, read-only.
Read from Qdrant when someone asks. Nothing exported, nothing copied, and nothing in Qdrant ever changes.
Qdrant Data & warehouses 
FrontierOps Permissions, definitions, record 
Any AI The AI your team uses What does our standard contract say about late payment penalties?
Find the conversations where customers asked to move their booking date.
Which three help articles best explain how to reset a password?
The Qdrant connection has no write actions. Nothing in Qdrant changes because someone asked a question.
Policies, contracts, help articles and past conversations are hard to search by keyword: the answer is there, worded differently. With your documents indexed in Qdrant, the AI finds passages by meaning, returns distinct documents instead of ten pieces of the same one, and reads only the collections you allowed for it.
An admin connects Qdrant one time. Nobody hands over a personal login.
Each answer is read at the moment of the question. Nothing is exported or copied, so there is nothing to keep in sync.
What each role can see and do holds in every AI your team uses, and in your own agents.
Every question and every action, by every person and agent, in one audit trail.
No. The connection is read-only: search, fetch, count, page through and describe. Documents get into a collection through a FrontierOps pipeline, never through the AI.
Only if you allow it. Each connection reads its default collection plus the ones you allow-list, and a bot can be limited further to the documents from its own chat or channel. The AI cannot widen either limit.
The one you pick on the connection, from the AI providers you have set up. Each question is embedded with that model when the search runs.
Yes, and one built for a whole company. FrontierOps gives Claude, ChatGPT and any other MCP client one connection to Qdrant, set up once by an admin. What each role can read or change is decided in FrontierOps, and every call is on record, instead of each person running their own server with their own login.
A direct connection links one AI to Qdrant through one person’s login, with that person’s settings. That works for one person. For a team it means no shared definitions, no single place to decide who can see or change what, and starting over when you switch AI. Through FrontierOps, Qdrant is connected once, for every AI and every agent, under one set of permissions, with every call on record.
Notion Claude or ChatGPT searches and reads the Notion pages and databases you share with it, and can create pages, update them and leave comments. Connect Notion to any AI 
Google Docs Claude or ChatGPT reads your Google Docs, drafts new ones, and adds or changes the wording you ask for, right in the document. Connect Google Docs to any AI 
Slack Claude or ChatGPT posts answers, files and charts in your brand colors to Slack, and reads the channels it is in to catch you up on a conversation. Connect Slack to any AI