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How AI reads your brand

Measured, practical writing on generative engine optimization and getting cited.

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See, fix, grow: an operating model for AI visibility

AI visibility is not a one-off project. Here is a simple see, fix, grow model to run it as a loop, grounded in the 2026 discovery data.

The through-line of the 2026 data is clear: machines now sit between buyers and brands. Here is what that means for operators, in plain terms.

We built TruthOak because the fastest-growing way people choose brands, asking an AI, was the one thing businesses could not see or trust.