Why vertical AI beats general-purpose AI for finance

A general chatbot answers from the public internet. Vertical AI answers from your funds, deals, portfolio and relationships — which is the only thing that matters when you manage money.

The gap a general assistant can't close

General-purpose assistants are trained on everything and grounded in nothing that's yours. Ask one about your portfolio's exposure, an LP's commitment history, or what was agreed in last quarter's board call, and it can't help — that information lives in your inbox, your documents, and your meetings, not on the web.

Vertical AI flips that. It's shaped around a specific domain — here, investment and finance — so it understands funds, vehicles, capital calls, MOIC, KYC, deal flow and the people behind them as first-class concepts, and it answers from your real data.

What "vertical" means in practice with askmii

• It speaks your domain. Portfolio metrics, fundraising pipelines, fund vehicles and KPIs are built in — not coaxed out of a generic model with clever prompts.
• It runs on your own data, privately. Your email, documents and meetings become answerable knowledge on your own dedicated instance — never pooled with anyone else, never used to train a shared model.
• It connects your real tools. The inbox, the drive, the meeting recorder and the chat apps your team already uses feed one private brain.

Why the market is moving this way

Vertical AI is now where the value concentrates: domain-specific systems with real workflows beat horizontal chatbots for any team whose advantage comes from proprietary information. For an investment firm, that advantage is the data — so the AI has to be built around it, and kept private.

That's askmii: vertical AI for finance, private by design.