Everything you need to write about AI Scale Simulation.

Stop guessing what your inference bill will look like at scale. AI Scale Simulation runs your real numbers — provider, token volume, requests per day, traffic shape, revenue per user — through a fintech-grade forecasting engine and hands you back a Risk Score, a 10x/100x cost projection, and a Claude-written 30/60/90-day plan in under 90 seconds. Whether you're shipping with Anthropic, OpenAI, Cursor, Lovable, or Emergent, you'll know exactly where your margins break, which workflows are bleeding tokens, and what to fix this week — before the next surprise invoice eats your runway.

AI Scale Simulation is the diligence layer for AI-native portfolio companies. In a market where 60%+ of seed-stage AI startups misprice their inference economics, our simulator quantifies the unit economics gap most founders can't see — projecting compute spend, gross margin, and break-even users at 10x and 100x scale across every major LLM provider. Investors use it to stress-test pitch decks, benchmark portfolio cost discipline, and surface margin risk before it shows up in the next board deck. Free for founders. Paid tiers deliver the audit-grade deliverables (CSVs, vendor comparison sheets, async cost audits) your finance lead would otherwise build by hand.

AI Scale Simulation is the Bloomberg Terminal for AI infrastructure economics. Every AI-native company on earth — from indie hackers shipping with Cursor to series-B SaaS scaling on Anthropic — is flying blind on the most volatile cost in their P&L. We're capturing that pain at the entry point: a free 90-second risk score that converts into a $5–$99 paid funnel for deeper deliverables, with a viral share-link mechanic driving organic acquisition. We monetize today via Stripe (LIVE), email automation via Brevo, and Claude Sonnet 4.5 for the advisory layer. The thesis: as AI spend overtakes cloud spend by 2027, every founder will need a cost forecasting tool — and the one built for them, not for AWS, wins.

The free 90-second AI cost reality check every founder should run before their next funding round. AI Scale Simulation forecasts your inference spend at 10x and 100x scale, scores your AI cost risk 0–100, and ships a Claude-written scale-up plan to your inbox — for free. No demo call. No SDR. Just the math you should've run before you shipped. Built by the creator of Credlier, trusted by founders building on OpenAI, Anthropic, Cursor, Lovable, and Emergent. Try it at aiscalesimulator.com — your runway will thank you.