ScaleDynamics brings real-time client hardware awareness to browser execution. Profile user capabilities in 14ms via Browser Device Performance (BDP), protecting budget mobile users from main-thread INP lag, unlocking rich UX features and crash-free Edge AI (AIR) on flagship hardware, and deploying the industry’s first hardware-aware multi-threading engine (Impulse).
Standard web development relies on a deeply flawed assumption: shipping the exact same monolithic application bundle to a $150 budget phone and a maxed-out workstation. Because modern frontends are hardware-blind and bound to a single thread, businesses lose revenue on both ends of the spectrum.
Low-end devices freeze, flagship chips sit idle.
Hardware-blind web apps choke budget devices with severe INP lag and OOM crashes, while leaving flagship WebGPU silicon idle—wasting local compute and inflating cloud AI bills.
1 Core Saturates While 15 Cores Sit Idle.
Browser runtimes and React execute on a single main thread. One CPU core hits 100% saturation and locks the UI while the other 7 to 15 cores sit completely idle.
Our lightweight 10KB script executes natively during early page load, exposing real-time device capability directly to your application lifecycle.
Automatically calculate the Browser Device Performance (BDP) index. On budget hardware (BDP 1–2), your app shifts into Defensive Mode, shedding visual weight and safeguarding Core Web Vitals (INP/LCP). On flagship hardware (BDP 4), it shifts to Offensive Mode, safely unlocking high-density data tables and rich interactive layers.
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Instantly computes the AI Readiness (AIR) score of the user device. If a device has the headroom (AIR 3–4), execute token generation, local LLMs, and vector embeddings directly on their silicon using the browser for $0 in cloud costs. If they don't, seamlessly fall back to server-side APIs.
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Turn idle multi-core hardware into unthrottled application speed (~x10 faster). Impulse breaks the browser's single-thread bottleneck for BDP 2, 3, and 4 by orchestrating distributed task execution in background workers and running Parallel React Virtual DOM Rendering off the main thread.
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Maximize user conversion and slash server bills with real-time hardware orchestration.
Stop mobile bounce rates on low-end devices while driving higher engagement and Average Order Value (AOV) on flagship hardware.
Slash Cloud API infrastructure bills by safely executing compute and AI models on client devices.
Guarantee a smooth, lag-free experience for every visitor regardless of their hardware limits.
Stop shipping generic app bundles to an imaginary "average" device. Map your live hardware baseline to identify thermal-throttled mobile users (BDP 1–2), tap unused flagship silicon (BDP 3–4), and pinpoint devices ready for local AI (AIR).
5-Minute Installation:
Add our lightweight loader tag to your HTML <head> or deploy it via Google Tag Manager to start collecting session data.
Capped at 10,000 Sessions
We cover the full infrastructure and database processing costs for your first 10K sessions - giving you complete view of your harware tiers.
100% Enterprise Safe
GDPR/CCPA compliant telemetry that queries low-level hardware and graphics hooks, never user data or PII.
Learn how our diagnostic architecture works →
Two Reports in One Audit
Instantly audit Browser Device Performance bottlenecks and local AI readiness concurrently at no extra cost.