data-faithful-infographic

You hand the workflow a data story in plain language. It pulls out the numbers, confirms them with you, and checks every figure it renders against that confirmed list before the image ever reaches you. The run below uses one such story, the world's most spoken languages, with and without that check.

Without the workflow

One generation, nothing holding it to the data. The model chases the look of an infographic and loses the substance. It rewrote the title, dropped the source line, drew flags for languages that are not in the dataset, and packed the rest behind a dragon and a row of landmarks. The verifiers flag every one of those:

With the workflow

Same brief, same model, this time told which numbers it has to honor and rechecked until it does. The figures match, Mandarin clearly leads, and the decoration is gone. The image ships only after all six checks pass: