The firm's advisors spend their days in client meetings, and the request for an intelligent solution arrived in a familiar form: "we want ChatGPT for our meetings."

The value was plain: A summary and a set of next steps after every conversation would give advisors back hours and sharpen every follow-up.

The cloud pilot stalled because sending recordings of confidential client conversations to a frontier model tripped the compliance review, and the pilot sat idle for months.

The economics were a second problem waiting behind the first: a per-use cloud service that summarized every meeting for every advisor grew more expensive the more the firm came to depend on it.

The Teknikos Hybrid AI Method started by qualifying the advisor's use case. Its Eight Forces established that the work belonged on the device because the conversations were confidential and could not, by policy, leave the device.

With the Unified Platform, the solution was mapped to the Microsoft products and services that would run and govern it, on the devices the advisors already carried, and the management plane IT already operated.

Its Hybrid Routing Tree determined the cloud and local inferencing split: Conversation capture and the first summary happen on the device, with only a short, distilled summary crossing to the cloud where a frontier model extracts the action items. The raw audio never leaves the advisor's device.

To keep the solution accurate as the models and the fleet change over time, the Method's Operating Wheel set the plan to guard against drift, track against compliance changes, and grow with increasing device capabilities.

Their pilot cleared compliance, because the sensitive audio never left the device. Every advisor now receives an AI-generated summary and a set of next steps only moments after a meeting ends. Because the everyday summarization runs on devices the firm already owned, the solution's costs don't outpace its value no matter how many advisors use it or how many meetings they hold. The entire solution runs on the Microsoft estate the firm already operated, with compliance, security, and the business aligned behind it.