Inspiration

Many profitable small businesses struggle with cash-flow risk because clients pay late and project tracking is scattered across spreadsheets, emails, or memory. Business owners constantly ask:

  • Which invoices need urgent follow-up?
  • How much unpaid work is tied up in projects?
  • Am I heading toward a cash shortfall?

CashFlow Rescue OS solves this by combining project management, invoicing, time tracking, and AI-powered cash-flow recovery into one action-oriented workspace.


What It Does

CashFlow Rescue OS is an AI-built cash-flow command center for freelancers, agencies, and small businesses.

The platform enables users to:

  • Create projects, invoices, and clients using voice commands
  • Track billable and non-billable hours
  • Generate invoices from tracked work or external offline work
  • Upload invoices and work records in bulk via CSV
  • Monitor payables, receivables, and overdue invoices
  • Forecast cash runway and financial risk
  • Receive AI-powered recovery recommendations

Invoices include public share links where clients can:

  • View invoices online
  • Pay via Stripe or bank transfer
  • Request payment extensions

The platform also includes RescueBot, an AI assistant that helps users complete tasks and navigate workflows across the app.


How We Built It

CashFlow Rescue OS was built entirely with MeDo through iterative natural-language prompting.

We used MeDo to generate and refine:

  • The dashboard UI
  • Database structure
  • Project and invoicing workflows
  • AI RescueBot
  • Background cron jobs
  • Reporting and analytics systems

The platform was continuously improved through multi-turn conversations where we requested:

  • Feature additions
  • Refactoring
  • UX improvements
  • Design adjustments

until the product felt polished and production-ready.


Most Impressive Features

AI-Powered Project & Invoice Management

Users can:

  • Create clients, projects, and invoices by voice
  • Generate invoices directly from approved time entries
  • Create invoices for external work not tracked on the platform
  • Upload invoice and work data in bulk using CSV files

Each project includes visibility into:

  • Billable vs non-billable hours
  • Outstanding balances
  • Unbilled revenue
  • Budget usage

Time Tracking & Reporting

The time-tracking system includes:

  • Built-in timers
  • Manual entries
  • CSV uploads
  • Calendar views
  • Status tracking

The Reports & Insights module provides analytics for:

  • Time utilization
  • Revenue trends
  • Invoice aging
  • Project budget performance
  • Outstanding payments

Cash-Flow Dashboard & AI Rescue Plan

The dashboard gives users a real-time overview of:

  • Overdue invoices
  • Cash runway
  • Risk levels
  • Recovery actions

The AI Rescue Plan analyzes overdue invoices and recommends recovery actions such as:

  • Reminder schedules
  • Escalation timing
  • Payment plans
  • Priority follow-ups

A built-in Cash Runway Simulator helps businesses forecast how long available cash can sustain operations under different payment scenarios.


RescueBot & Automation

RescueBot acts as an AI assistant across the platform, helping users:

  • Navigate workflows
  • Understand financial risks
  • Generate recovery strategies
  • Complete operational tasks faster

The platform also uses background cron jobs to automate recurring processes such as:

  • Invoice reminders
  • Status updates
  • Recovery workflows
  • Financial calculations

Plugins & Integrations

We used the following MeDo skills and integrations:

  • Large Language Model
  • Speech-to-Text
  • OCR
  • Login/Auth
  • Stripe Payments
  • Exchange Rate APIs

Challenges We Ran Into

Data Modeling

Structuring relationships between:

  • Projects
  • Time entries
  • Clients
  • Invoices
  • Cash-flow metrics

required several iterations to ensure financial calculations stayed accurate.


Scope Management

We initially explored adding inventory and expense management, but narrowed the scope to focus on:

  • Cash-flow recovery
  • Time tracking
  • Invoicing
  • Forecasting

which resulted in a more focused product experience.


UX & Error Handling

Designing intuitive workflows for time tracking, invoicing, and analytics required multiple UI iterations.

Debugging also became challenging as the platform expanded, especially around automation and background jobs, requiring repeated improvements to logging and error handling.


Accomplishments We’re Proud Of

We are proud that the entire application was generated and refined through MeDo, including:

  • Frontend UI
  • Backend logic
  • Database workflows
  • Automations
  • Cron jobs
  • AI-powered features

Building a full SaaS-style platform almost entirely through AI-assisted development was a major achievement.


What We Learned

  • Detailed prompting produces significantly better software outcomes on MeDo
  • Iterative refinement improves both architecture and UX
  • AI-assisted development can accelerate complex SaaS creation dramatically

What’s Next for CashFlow Rescue OS

Next, we plan to onboard a small group of freelancers and businesses to:

  • Test real-world workflows
  • Validate recovery features
  • Improve automation
  • Prepare the platform for full SaaS launch and scaling

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