8.2
Today, 9:15 AM Feeling positive, productive morning
6.5
Yesterday, 8:45 AM Some stress, but managing well
7.8
May 7, 9:00 AM Great session yesterday
Our Approach
One founder. No dev team.
Production SaaS.
Recovery Compass was built by one person using Claude by Anthropic — an AI assistant running in a terminal, building production code autonomously. Here's how it works, and what it means for you.
How does one person build a platform this comprehensive? ↓
The Workflow
Three roles. One integrated process.
Most software companies need 5-6 people to ship a feature: a product manager to write requirements, a frontend developer, a backend developer, a DevOps engineer, a QA tester, and a technical writer. We replaced that entire pipeline with three roles and a terminal.
Product Owner
Describes requirements in plain language. Reviews live deployments visually. Makes product decisions. The only human in the loop, ensuring every feature meets real-world needs before it ships.
Claude (Web)
Analyzes requirements, maintains context across sessions, catches problems before they reach the terminal. Structures work into phases with clear milestones. Thinks through architecture before any code is written.
Claude Code CLI
Runs in a terminal, writes production code autonomously. Reads project rules from CLAUDE.md. Creates tasks, implements features, runs builds, deploys to production, and verifies with browser automation — all without manual intervention.
This isn't theory — it's how every feature was built. Here's what the workflow looks like in practice.
The workflow in action
Watch how a feature request becomes production code — from gap to shipped.
JM
Jordan Mitchell
Active PIR 47 days
24 Check-ins
8 Goals
12 Sessions
Recent Check-ins
Active Goals
Complete 30-day milestone 100%
Attend 3 meetings this week 66%
Daily gratitude journaling 85%
Upcoming Sessions
10 May
Weekly Check-in 2:00 PM - 2:30 PM
14 May
Goal Review 10:00 AM - 10:45 AM
Claude claude-opus-4-5
Message Claude...
~/glrs-simple-app — claude
Loading deployed changes...
app.glrecoveryservices.com
JM
Jordan Mitchell
Active PIR 47 days
24 Check-ins
8 Goals
12 Sessions
NEW
47
Day 47
Next milestone: 60 days
13 days to go
Progress to 60-day milestone
Recent Check-ins
8.2
Today, 9:15 AM Feeling positive, productive morning
6.5
Yesterday, 8:45 AM Some stress, but managing well
7.8
May 7, 9:00 AM Great session yesterday
Active Goals
Complete 30-day milestone 100%
Attend 3 meetings this week 66%
Daily gratitude journaling 85%
Upcoming Sessions
10 May
Weekly Check-in 2:00 PM - 2:30 PM
14 May
Goal Review 10:00 AM - 10:45 AM
Before Describe Build Deploy After
This loop runs hundreds of times. Here's the scale of what it's produced.
By the Numbers
Built at a pace that shouldn't be possible.
Every number below represents real, production code — not prototypes, not demos, not proof-of-concepts. This is the output of one person and a terminal over 18 months.
607,815
Lines of Code
4,666
Code Files
768
Git Commits
756
React Components
309
Cloud Functions
76
Firestore Collections
2,000+
Security Rule Lines
96+
UI Modals
63
Notification Workflows
3,500+
Indexed Meetings
55
Push Notification Types
2
App Stores (iOS + Android)
Available on iOS and Android
Built with Capacitor, deployed through the same AI-powered workflow.
Numbers tell part of the story. Here's what building a real feature looks like, start to finish.
In Practice
63 notification workflows. Four days. One terminal.
The Challenge
Recovery Compass needed to notify coaches and clients across three channels — push, email, and in-app — for 63 different event types. Check-in reminders, milestone celebrations, booking confirmations, coach messages, streak alerts, form assignments. Each notification had to support user preferences, deep linking to the right screen, and a custom icon based on category.
Traditional Timeline
With a traditional team, this is a 3-4 week project. A backend developer to set up the notification infrastructure. A frontend developer to build the inbox UI. A designer to create the preference screens. QA to test every channel and event type combination. Documentation for the 63 workflows.
How It Actually Happened
Day 1: Requirements described in plain language. Claude Web structured the work into 4 tasks with hard constraints.
Day 2: Claude Code CLI created 63 Novu workflows, built the activity event pipeline, and deployed the Cloud Functions.
Day 3: NotificationsTab component built (1,139 lines) with date grouping, swipe-to-delete, category icons, and deep linking. Push notifications verified on real iOS and Android devices.
Day 4: Notification preferences UI completed with 5 accordion groups and per-workflow toggles. Coach dashboard updated to show notification status. Full end-to-end verification via Playwright.
Result
Traditional timeline: 3-4 weeks with a 2-person team.
Delivered: 4 days, one terminal, production-ready.
Notifications
3 unread
TODAY
30 Days — Congratulations!
You've reached an incredible milestone...
2h ago · Milestone Celebration
SM
New message from your coach
Great progress this week! I wanted to check in about...
4h ago · Message Received
Morning check-in reminder
Don't forget to log how you're feeling today
6h ago · Checkin Reminder
YESTERDAY
New guide assigned
"Building Your Support Network" has been added...
1d ago · Resource Assigned
Session confirmed
Your session tomorrow at 2:00 PM is confirmed
1d ago · Booking Confirmed
Activity Feed — 63 notification types with category icons
This is how every feature was built — and it's how yours can be too.
Integration Build
Full booking system. Two days. External API integration.
Bookings
E!A Connected
My Schedule All Bookings Requests
Today, May 10, 2026
Booking
Time
Format
Status
Join
Goal Review
Alex Rivera
4:30 PM
45 min
Confirmed
E!A
—
Crisis Support
Taylor Chen
5:15 PM
60 min
Pending
E!A
—
Easy!Appointments is the source of truth. Firestore syncs via webhooks.
Admin Booking List — E!A sync status badges on every row
The Challenge
Coaches needed to book appointments with clients — but the scheduling had to integrate with Easy!Appointments, an external open-source booking system already in use. Real-time availability sync, request-based booking flows, calendar integration, and webhook-based data synchronization. The external API would be the source of truth.
Traditional Timeline
With a traditional team, this is a 2-3 week project. A backend developer to build the API integration and webhook handlers. A frontend developer to create the booking flow UI and admin management screens. Testing across both systems to ensure data consistency.
How It Actually Happened
Day 1: Claude Code CLI read the E!A API documentation, created 6 Cloud Functions for the integration (availability fetch, booking creation, webhook handler), and built the BookingContext with coach selector and time slot picker.
Day 2: Request-based booking flow completed with approval workflow. Admin portal booking list with E!A sync status badges. Calendar view integration. Full end-to-end testing via Playwright.
Result
Traditional timeline: 2-3 weeks with a 2-person team.
Delivered: 2 days, one terminal, external API fully integrated.
Your Advantage
Why this approach matters for your organization.
No handoffs, no delays
When you report an issue, the same system that built the feature fixes the bug. No "let me check with the dev team." No waiting for the next sprint. Same-day turnaround is the norm, not the exception.
Ships in days, not quarters
Feature requests don't go into a backlog to die. They get structured, implemented, and deployed — often within the same week. Your feedback becomes reality fast enough to actually matter.
Every dollar goes to product
No headcount overhead. No agency markups. No project management fees. Every licensing dollar goes directly to improving the platform you're using.
Full transparency
No black-box development. Every commit is documented. Every decision is tracked. You can see exactly what changed and why — because the system that built it also documented it.
Ready to build?
Whether you're exploring Recovery Compass or interested in a custom solution, we'd love to hear from you.