My End-to-End Workflow for AI Transcription App
A practical, tool-by-tool walkthrough of how I recently shipped the
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A practical, tool-by-tool walkthrough of how I recently shipped the Prophetic AI App—from framing the work to breadboarding, task-grid, coding with AI, and deploying to production.
1. Frame the Work in Notion
Why framing first: Framing clarifies the problem, outcomes, appetite (fixed time window), and what we’re not doing. It keeps scope tight and trade-offs explicit.
What’s included:
- Problem: crisp pain statement (no solutions)
- Outcomes: 3–5 bullets that define “done”
- Not Doing: explicit out-of-bounds items
- Appetite: fixed time window (e.g., 2 or 4 weeks)
Learn more
- Shape Up (free online book) — framing, appetite, breadboarding: basecamp.com/shapeup
- Ryan Singer’s site — deeper explanations and courses: ryansinger.co
2. Breadboard the App Flow (Fast, Rough, Visual)
What it is: Simple box-and-arrow sketches to map user paths and core interactions—no pixels, no polish. You’ll discover the real “shape” without getting stuck in UI details.
Tips
- Name each node/screen; connect with labeled arrows.
- Ignore layout and colors; focus on interactions.
- Redraw liberally—speed over perfection.
- Breadboarding and shaping concepts come straight from Shape Up: basecamp.com/shapeup.
3. Create a Task Grid
Why a Task Grid: Cap the project at nine reviewable chunks. Each cell has a verb title and 2–4 bullet tasks. This keeps scope finite, emphasizes vertical slices, and gives natural demo checkpoints.
How I use it
- One grid cell ≈ one reviewable chunk.
- Each cell shippable on its own (end-to-end where possible).
- Use the grid to say no to extras that don’t fit.
4. Bootstrap with ShipFast
I started from ShipFast, a Next.js SaaS boilerplate with auth, billing, and a clean app shell—so I could focus on the “prophetic” features instead of plumbing.
Website: shipfa.st
5. Use Supabase for Backend (Postgres + Auth + Realtime)
Why Supabase: Managed Postgres with batteries included—Auth, Storage, Realtime, Edge Functions, and good DX. Great when you want product velocity without running your own DB stack.
- Homepage: supabase.com
- Docs & quickstarts: supabase.com/docs and Getting Started
6. Implement Features with Claude Code (Plan → Execute)
My Claude Workflow
- Plan Mode: Claude reads the repo and proposes a plan without making changes. I review the approach and edge cases.
- Execute: Approve the plan, then let it implement. Iterate with small, tight commits.
- Separate thinking from editing; reduce surprises; make reviews tighter.
- What Plan Mode is: overview guides and explainers: claudelog.com, claudefa.st, and community write-ups (e.g., best practices): cuong.io. ClaudeLog+2Claude Fast+2
7. Push to GitHub and Deploy on DigitalOcean
Flow I use
- Each stable feature is committed to GitHub
- Auto-deploy to DigitalOcean App Platform from GitHub on merge.
- DigitalOcean App Platform via GitHub Actions (official docs): DigitalOcean Docs
- Getting started with DO sample apps: DigitalOcean Docs
8. Share as you go!
As I got to a useful stage of the app I started sharing on X and Facebook and getting feedback. I used Screen.studio to make a beautiful app demo. As I add new features I share the updates live.
Practical Tips
- Fix time, flex scope. Choose an appetite and shape to fit it. Don’t bloat the grid. See Shape Up for the philosophy behind this. Basecamp
- Design rough early. Breadboards help you uncover the flow before the pixels. Basecamp
- Work in vertical slices. Make each PR demoable and deployable. Tie merges to user-visible progress.