AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

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Microsoft keeps trying to force Widgets and Apps on its userbase and we don't want an part of it, yet it returns every so often.

Lea Uradu, J.D., is a Maryland state registered tax preparer, state-certified notary public, certified VITA tax preparer, IRS annual filing season program participant, and tax writer. Suzanne is a ...