Forecasts, unit economics, and investor models — AI-built
Financial Modeling Framework encodes CFO and investment analyst patterns into prompt sequences that generate investor-ready financial models and narratives. From unit economics to fundraising Q&A, every prompt produces financial artifacts that withstand investor scrutiny.
Full Access Unlocked
All 38 prompts · All 4 modules
"Closed our Series A using the fundraising narrative framework. The investor Q&A prep was invaluable ..."
Aisha K. · Founder & CEO
Need expert implementation?
Hire an OrchestratorConnect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.
No coding required. You will use ChatGPT or Claude as your AI tool. Follow these steps in order — do not skip ahead.
Purchase & download the framework
Click the buy button on this page. After checkout, go to the and hit Download .zip. Unzip it — you'll get a .md file (the full framework) and a .pdf (easy to read reference). Keep both open.
Open your project — new or existing
This dashboard is designed to integrate into any existing project or be built as a standalone app. If you already have a site in Airo (or Cursor, Bolt, etc.), open that project. If you're starting fresh, create a new project. The Orchestrator Prompt handles both cases — it scans what's already there and adds only what's missing.
Paste the Orchestrator Prompt into your builder's chat
Open the on this page. Copy the Orchestrator Prompt and paste it into your AI builder's chat. It will scaffold the full admin system — secure login, email marketing module, booking engine, and CMS — on top of your existing codebase. This takes 2–5 minutes.
Add your API keys as secrets
Critical — Novice UsersIn your builder, go to Settings → Secrets and add the keys your app needs. For this framework: STRIPE_SECRET_KEY (for booking payments — get it from your Stripe dashboard), ANTHROPIC_API_KEY (for AI-assisted content — get it from console.anthropic.com), and DATABASE_URL (your MySQL connection string). No key is needed for the admin login, CMS, or email modules — those run on your existing infrastructure.
Don't have a MySQL server?
You can purchase a shared hosting plan with cPanel and MySQL at host.esgwon.dev. Once your account is set up, follow the step-by-step guide to create your database and connect it to your AI website builder.
How to set up cPanel MySQL & connect to your AI website →Need help with Stripe?
Get your STRIPE_SECRET_KEY and STRIPE_PUBLISHABLE_KEY from your Stripe dashboard. The guide covers test keys, webhook setup, and going live.
Need help with Anthropic?
Get your ANTHROPIC_API_KEY from console.anthropic.com. The guide covers model selection, cost management, and troubleshooting.
Prompting Airo after setup — always name the file
When asking Airo to add tables, columns, or features to the admin dashboard, always include src/server/lib/admin-db.ts in your prompt. Without it, Airo may target the wrong database. Example: "Add a bookings table in the admin database (src/server/lib/admin-db.ts) — do not touch any other database connection in this project."
Run the framework prompts inside your live app
Your app is now running in the builder's preview panel. Open the on this page, copy each prompt one at a time, and paste it into your builder's chat. Replace every [BRACKET] with your real data before sending. Work through the stages in order — each stage output feeds the next.
Test end-to-end, then publish or hand off to your client
Walk through the admin as a real user: log in, create a booking, send a test email campaign, update a CMS image, and run the Safe-to-Publish gate. Once everything passes, click Publish in your builder. Because this is a white-label dashboard, your client accesses it at /admin on their own domain — no Prompt.Doctor branding, no third-party login required.
4 modules · 38 prompts · 6 workflow stages
Financial Model Architecture
P&L forecast structure, revenue model assumptions, cost structure design, and headcount planning framework for 3-year models.
8 promptsUnit Economics System
CAC calculation methodology, LTV model (by cohort and segment), payback period analysis, and contribution margin framework.
8 promptsSaaS Metrics Dashboard
MRR/ARR tracking, churn analysis (logo and revenue), NRR calculation, Rule of 40 scoring, and magic number calculation.
8 promptsFundraising Package
Financial narrative for pitch decks, use of funds breakdown, fundraising ask sizing, and investor Q&A preparation for 50 common questions.
14 promptsBuild a unit economics model for [COMPANY NAME], a [BUSINESS MODEL] with the following data: Average contract value: [ACV], Sales cycle: [LENGTH], Sales team: [HEADCOUNT + QUOTA], Marketing spend: [MONTHLY], Leads generated: [MONTHLY], Lead-to-close rate: [%], Average customer lifetime: [MONTHS], Monthly churn rate: [%], Gross margin: [%]. Calculate: (1) Blended CAC (sales + marketing), (2) LTV (using both simple and discounted cash flow methods), (3) LTV:CAC ratio, (4) CAC payback period (months), (5) Cohort-level contribution margin at months 12, 24, 36. Flag which assumptions are most sensitive to change.
Prepare answers to the following investor questions for [COMPANY NAME] raising a [ROUND SIZE] [SERIES] round. Company: [BRIEF DESCRIPTION]. Key metrics: [LIST]. Questions: (1) Why will you win against [COMPETITOR]?, (2) What happens if [LARGEST CUSTOMER] churns?, (3) Why is now the right time for this company?, (4) What does the path to $100M ARR look like?, (5) What are the top 3 risks and how are you mitigating them? For each answer: Lead with the strongest point, support with data, acknowledge the concern honestly, end with conviction. Under 150 words per answer.
Build a scenario analysis for [COMPANY NAME]'s [YEAR] financial forecast. Base case assumptions: [LIST KEY ASSUMPTIONS]. Create three scenarios: (1) Base case (most likely — current trajectory), (2) Bull case (what if [BEST CASE DRIVER] happens?), (3) Bear case (what if [WORST CASE RISK] materializes?). For each scenario: Revenue, Gross profit, EBITDA, Burn rate, Runway (months), Key assumption changes vs. base case. Present as a comparison table. Identify the 2-3 variables that most dramatically change the outcome and explain why.
system
8 prompts
workflow
8 prompts
architecture
8 prompts
prompts
14 prompts
"Closed our Series A using the fundraising narrative framework. The investor Q&A prep was invaluable — I had a crisp answer for every question."
Aisha K.
Founder & CEO
"The unit economics prompts produce models that hold up to investor scrutiny. The sensitivity analysis framework is particularly well-designed."
David L.
CFO
All 38 prompts across 4 modules are unlocked for your account.
Lifetime access