An AI app concept, checked against what already ships - not against fiction.
Whether the check would pull real, named commercial products and product-strategy reasoning - or whether it would fall back on story tropes and creative-writing advice reworded for business.
Closest matches
The originality gap
"Voice-matching AI" applied to "thank-you notes" - neither half is new, and the combination is not doing work on its own. What is missing is a reason this has to be a thank-you note specifically.
The pivot
Tie it to relationship history the AI can surface: not just "sounds like you" but "knows what actually happened between you two."
Verdict
About 80% an existing pattern - the 20% that is yours is mining message history for content, not just for style.
The matches here are shipping products, not narrative comparisons. The same system prompt handles a fantasy character and a software product because it evaluates structural overlap, and structure exists in both.
The gap is also genuine product strategy: it separates the mechanic (voice matching) from the application (thank-you notes) and identifies that neither is defensible alone. That is the reasoning a founder would want before building.