iamflimflam1

Might be worth making it clearer that the chat messages are going to a remote server. So any PII data is leaving the local machine.

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simianwords

It looks cool but, how is this different from me uploading to chatgpt and asking it to fill in?

grahammccain

Keep going though. I’m definitely looking for something like this once we can get something secure we can use with proprietary and pii data.

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kiney

Does it support XFA forms?

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nip

Just to be clear, this is a technical demo showing what's possible with client-side tool calling + local models: LLM-assisted form filling where no document data has to leave the user's machine.

Use cases range from:

- Filling foreign-language forms

- Navigating a contract before signing: "can I trust ALL the clauses here?"

- Pre-filling repetitive forms from existing data sources (CRM, EHR, etc. via MCP/RAG)

Copilot is designed to be embedded; our customers ship it white-labeled inside their own products.