Consulting

Consulting environments train your model to turn a client question and raw data into a recommendation. This example follows a market-sizing request through analysis to a client memo.

In development

Example task

Market sizing

Conceptual example

Client question

How large is the market?

Analyze the data

Query and model the sources

Write the memo

A recommendation with its numbers

What the task measures.

Score the memo against the findings an experienced reviewer expects, and check every number against the source data. Record each query and calculation the model ran.

A memo can sound confident while resting on a wrong number. Tracing each claim back to the data tests whether the recommendation holds up.

Work with Kimpton.

Engagements are custom. We agree on the task, inputs, outcomes, and rewards before we build the environment.