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Webbitis

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Webbitis — Demo video

# FailFirst AI — Break the Plan. Not the Business. AI is making it easier than ever to solve problems, automate processes, launch businesses, and create new products. But this explosion of opportunities brings a new challenge: more opportunities mean more decisions, and poor decisions can waste valuable time, money, and resources. **FailFirst AI helps people stress-test business decisions before committing resources.** Instead of simply asking an AI whether an idea is good, users enter their business assumptions and explore what happens when those assumptions fail. FailFirst AI combines **Meta's muse-spark-1.3 model** with a deterministic financial calculation engine. Meta AI generates context-aware risk hypotheses and identifies potential blind spots, while the calculation engine evaluates their financial impact using transparent, reproducible formulas. The application provides: - **Decision Stress Testing:** Compare expected outcomes with hypothetical downside scenarios. - **AI-Discovered Risks:** Identify overlooked costs, operational challenges, and fragile assumptions. - **Verified Scenario Impact:** Translate AI-generated risk scenarios into deterministic financial results. - **Decision Gate:** Flag decisions that fall below an illustrative review threshold. - **Break-Even and Sensitivity Analysis:** Understand what changes could turn a profitable plan into a loss. - **Decision Rescue:** Explore adjustments that could make a plan more financially resilient. The prototype supports eight business decision types, including pricing and contracts, advertising, hiring, inventory, subscriptions, new services, and branch expansion. For example, a business quote showing an initial $2,000 profit can turn into a $740 loss under a hypothetical AI-generated risk scenario. FailFirst AI calculates that impact and shows what would need to change to restore a target margin. **The key distinction is that AI proposes the risks, but deterministic code calculates the numbers.** Hypotheses are clearly separated from verified calculations, and modeled outcomes are not presented as predictions. Our goal is to help entrepreneurs, small businesses, and independent creators make more informed decisions before investing their resources. **AI helps us build faster. FailFirst AI helps us decide more wisely.** Live Demo: https://failfirst-ai.vercel.app/ GitHub: https://github.com/webbitis/FailFirst-AI

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