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ScaleDynamics eliminates "Hardware Blindness" on the modern web. We inject real-time, deterministic physical hardware intelligence directly into frontends, ad server stacks, and analytics pipelines. Today’s ad servers and web analytics tools operate in the dark: they group thermal-throttled entry-level mobile devices and high-end flagship laptops into the exact same generic buckets. We solve this physical data blindspot. Our ultra-lightweight, 10KB script measures real-time client-side silicon capacity —completely privacy-safe, with zero cookies, zero PII, and no fingerprinting. We translate physical computing power into three core infrastructure metrics: 📈 1. AdTech & Monetization (sd_inventory_tier) For Publishers & Ad Networks: Uncover your readers' true purchasing power based on device performance. Isolate "Ultra-Premium" traffic (Tiers 1 & 2) to package high-eCPM Private Marketplaces (PMP) and optimize Open Auction price floors. ⚡ 2. Web Performance & CRO (BDP Index - Browser Device Performance) For Engineering & Growth Teams: Isolate client-side physical hardware bottlenecks from core code regressions. Trigger graceful UI fallbacks, prevent main-thread locks, and protect Core Web Vitals (INP) to recover device-induced revenue leaks. 🤖 3. Edge AI & Computing (AIR Index - AI Readiness) For AI & Infrastructure Leaders: Score client WebGPU, VRAM, and parallel processing capacity in real time. Dynamically route neural workloads to execute natively on the edge for $0 cloud cost, safely falling back to cloud APIs only when needed. Stop optimizing and selling in the dark. Discover your audience's true hardware headroom with a passive traffic audit at https://scaledynamics.com.

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Gilbert Cabillic is the Founder and CEO of ScaleDynamics.

4 people are employed at ScaleDynamics.

ScaleDynamics is based in Cesson-Sévigné, Brittany.

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