Day with AI: CRM Automation from Scratch, PRD in One Hour, and 15 Commits in a Single Day.
Full CRM workflow in n8n — meetings, client research, credential management. Plus client project PRD and CV redesign. 15 commits, 8 sessions.

What I worked on
Friday. The day when a simple "set up my CRM" turns into 15 commits and a complete workflow overhaul.
What I did
CRM automation — n8n workflows from scratchFull day building automations for the internal CRM system. Workflows for automatic meeting logging, client research pipeline, and integration with all required services. Sounds simple, but reality: I rewrote credentials management three times, fixed n8n node types, and debugged why workflows refused to run. End result — complete client folder structure, automated client research, and production deployment.
Tracked time from log: 100h of work → 3 days. That moment when you realize without AI you'd be building this system for two months.
PRD for client projectPrepared a complete Product Requirements Document for a client project in property management. Requirements analysis, technical specification, MVP definition. A four-hour task became a one-hour session.
CV redesignBonus session: redesigning my own CV. HTML version with bilingual content, updated tech stack, and a description of how I actually work with AI tools. Not "I know ChatGPT" — specific pipelines and outputs.
Cold email pipeline + LinkedIn contentMorning session on the automated cold email pipeline and LinkedIn content prep. Routine that runs in the background and generates leads.
Time: AI vs without AI
| Task | Without AI | With AI |
|---|
| CRM automation — n8n workflows | 2 months | ~3 days |
|---|---|---|
| PRD for client project | 4h | ~1h |
| CV redesign | 1 day | ~2h |
| Cold email + LinkedIn | 3-4h | ~30min |
| Total | ~2.5 months | ~4 days |
What I learned
- Credentials in n8n are their own world — env variables aren't enough, you need credential objects with exact IDs
- Writing a PRD with AI is completely different — instead of "what could I want," you start with "what does the client need" and AI forces you to follow through
- 15 commits in a day sounds like chaos, but when each commit is atomic and descriptive, it's actually the cleanest way to work
- A CRM system can't be "just set up" — it's an endless spiral of automations, but each iteration saves time exponentially
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