What has changed
We came into this from the service side: for three years the work was refining and judging other people's data — cartographic verification for a global mapping platform, evaluation and training for large language models. Good work, and someone else owned the asset at the end of it.
We are returning to that line now with a different footing. The corpus is built on a base we own, so we can document provenance end to end, state the fill rate of every field, regenerate a cut to a new specification, and licence it under terms that are ours to give.
If you are training or evaluating on Brazilian geography and the ground truth is the bottleneck, that is the conversation we want.