How to model financial scenarios and sensitivities as Real Estate Founders
You're modeling acquisition scenarios in Excel — cap rate sensitivity tables, reversion assumptions, interest rate stress tests — and every time your bank balance changes or you close a new deal, you're manually updating the inputs. Your Plaid transactions don't talk to your spreadsheet. Your Stripe rental deposits aren't wired into your cash projection. You end up with three versions of the same pro forma, none of which reflect what actually happened last month, and when an LP asks 'what's our runway if the Midtown asset closes 60 days late?' you're rebuilding the model from scratch at 11pm instead of pulling up a live answer.
What you'll set up
Apps, data, and prompts
The combination of Starch apps, the data sources they pull from, and the prompts you use to drive them.
Starch syncs your Stripe data on a schedule (rental income, security deposits, management fees) and syncs your Plaid bank feed on a schedule (operating expenses, debt service payments, cap ex draws). The Scenario Analysis and Runway Analysis apps wire directly to these scheduled-sync connections — no exports, no manual inputs. If you track construction draws or title company disbursements through a platform that doesn't have a direct connection, Starch can automate that site through your browser with no API needed.
Step-by-step
See this running on Starch
Connect your tools, describe what you want, and the agent builds it. Closed beta is free.
Midtown Acquisition Stress Test — March 2026
| Rental income (Stripe, 3 stabilized assets) | 94,000 |
| Debt service (2 properties) | -41,000 |
| Operating expenses (Plaid, categorized) | -22,000 |
| G&A and management fees | -9,000 |
| Net monthly burn — base case | 22,000 |
| Additional carrying cost — Midtown delayed close (stress) | -28,000 |
| Net monthly burn — stress case | -6,000 |
In March 2026 you're under contract on a Midtown office-to-residential conversion. Your base case shows $22k/month positive cash flow across your existing three assets — 14 months of runway before your next planned LP close. But the seller just asked for a 60-day extension. You open the Scenario Analysis app, which is already pulling $94k/month in rental income from Stripe and $72k/month in outflows from Plaid, and add one assumption: the delayed close adds $28k/month in bridge loan carry on the acquisition. The stress scenario flips you to -$6k/month net burn. Runway drops from 14 months to 6. That's the number you need before you decide whether to agree to the extension, accelerate the LP close, or renegotiate the bridge terms. You share the scenario output with your LP in the same conversation instead of going away to rebuild a spreadsheet.
How you'll know it's working
What this replaces
The other ways teams handle this today, and how the Starch version compares.
One platform — scenario planning, runway analysis all running on connected data. Setup in plain English; numbers stay current via scheduled syncs and live agent queries.
Try it on Starch →Frequently asked questions
Can Starch model waterfall distributions or LP return scenarios, not just burn rate?
My rental income goes through a property management software platform, not directly through Stripe. Can Starch still pull that data?
How current is the financial data the scenarios are based on?
Is Starch SOC 2 certified? I have LPs who ask about data security.
Can I share a specific scenario with my GP partner or LP without giving them access to everything?
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Read guide →Ready to run model financial scenarios and sensitivities on Starch?
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