Blog
Notes on building and running AI features in production.
What enterprises actually need from AI grammar checking
Grammar checking is the most familiar AI writing feature, and the most misread. The enterprise requirement isn't catching typos; it's getting the text people already write correct the first time, on-brand and on the record.
What enterprises actually need from AI rewriting
A rewrite that reads better but changes what the text says is a liability, not a feature. The enterprise question for AI rewriting is control: can it transform tone, length, and language without touching the meaning, and prove it did?
What enterprises actually need from AI summarization
A summary that can't be checked against its source is a guess with good grammar. Enterprises adopting AI summarization are buying something harder than brevity: a compression of meetings, emails, and documents they can verify, act on, and stand behind.
What enterprises actually need from AI translation
The hard part of enterprise translation was never the language; it's the pipeline around it. Buyers want multilingual content to move through their existing systems and file formats at controlled cost, with terminology, audit, and human review built in.