Zoe self setup - loop to validate a number

Every analytics agent lives or dies on one question: "Do your numbers match the report I already trust?"

When they don't, no one cares why. The tool just doesn't get used.

Reconciling is brutal. You're chasing filters, joins, time grains, definitions, weird edge cases someone added two years ago and never wrote down. It takes hours (I’ve spent way too many weekends on this…).

Now, as part of Zoë’s self-learning ability, she can do it herself!

Drop a screenshot of any report into Zoë: a Tableau dashboard, a Looker look, an old spreadsheet, a slide from last quarter's board deck. Tell her to match the numbers.

She reads it, takes a swing, compares her answer to yours, figures out where the gap is, updates her own context, and tries again. Until everything ties.

Then she saves what she learned, so the next related question already has the right context.

Seeing this in beta was one of the biggest “I can’t believe AI can do this so well” moments for me.

Check out how it works →