Case Study · Applied AI
Marketing automation · LLM agent
An AI content agent that ships a week of posts in ten minutes.
A production LLM agent that turns founder voice-notes into a calendar of brand-true LinkedIn posts — with auto-formatting, scheduling and human approval. Delivered in 10 weeks.
Case Study · Continued
The challenge
A B2B founder wanted to publish on LinkedIn every weekday but couldn't sustain the cadence. Off-the-shelf AI writers produced generic posts that didn't sound like them. They wanted an agent that captured their voice, distilled their daily thinking, and produced posts they were proud to publish.
Our approach
- Voice modelling: built a style profile from 6 months of past posts & voice transcripts.
- Multi-step agent: Claude-powered pipeline — transcribe → distill → draft → critique → format.
- Human-in-the-loop: approval UI with quick edits, rejection reasons feeding agent improvements.
- Calendar & scheduler: drag-and-drop calendar with auto-scheduling to optimal post times.
- Eval & safety: on-brand-voice scoring, factual checks, and PII detection before publish.
Tech stack
Claude APIOpenAI APIPythonNext.jsPostgreSQLRAG · Voice profileLinkedIn APIVercel
"Honestly the first AI tool I've actually kept using. It doesn't just generate posts — it generates my posts. Digikin took the time to model how I actually write."
CLIENT · B2B FOUNDER — Identity withheld under NDA
Want an AI agent like this?
We'll scope it on a 30-minute call.