Field Notes
Practical observations from real-world AI use, experiments, marketing work, and the little lessons that become useful systems.
Revision beats regeneration when the first 80% is already right.
A practical creative workflow improves sharply when the tool can preserve a strong composition and change one specific thing instead of reinventing the entire result. Regeneration is useful when the concept itself is wrong. Once the concept is right, repeated full regeneration often creates drift: a product changes, a face changes, spacing moves, or a useful detail disappears. Good revision tools reduce that waste by treating the existing result as an asset worth protecting.
Practical move: Before regenerating, name exactly what is wrong and what must not change.Field NoteAug 27, 2026Customer language is often better raw material than marketing language.
When a business is struggling to sound natural, start with what customers already say about the experience and build the message outward from there. Customers tend to use concrete language: they called back, showed up when promised, explained the price, made the process easy, or fixed the problem quickly. Marketing language often becomes abstract: quality, excellence, solutions, service. AI can help organize customer phrases into patterns, but the strongest source is still the real voice of the buyer.
Practical move: Collect 20 recent public reviews and highlight repeated phrases before writing new copy.Field Note