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We deploy elite AI agents and high-concurrency cloud infrastructure to stress-test your platforms up to millions of users. No test script rewrites required.

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Trusted by Tier-1 Engineering Leads, Platform Architects, and Chief Risk Officers.

The Velocity Constraint

The 2026 Code Generation Tax

Modern development teams use AI to ship features, microservices, and functional deployments at unprecedented speeds. But feature velocity creates systemic instability when unverified applications face sudden traffic waves.

Velocity Constraint

The Functional Test Illusion

  • Deceptive staging indicators.
    Green tests in staging tell you absolutely nothing about production resilience.
  • Thread pool exhaustion
    Unoptimized logic bottlenecks backend databases and processing pipelines instantly.
  • Database connection lockups
    Concurrent write-heavy queries collapse payment gateways under load.
  • Concurrency failure
    Code shatters when 50,000 real users click the exact same button at the exact same second.

The 3-Second Rule

  • Immediate abandonment
    Modern users drop off instantly if visual layout rendering takes more than three seconds.
  • Strict rendering limits
    Total user retention plummets if performance crosses the 3-second threshold.
  • Traffic wave vulnerability
    Unverified applications choke when sudden, viral traffic spikes hit infrastructure.
  • Plummeting customer retention
    Infrastructure lag translates directly into immediate corporate revenue loss.

The Synthetic Code Debt

  • Fractured infrastructure
    Microservices break silently across isolated vectors during sudden load spikes.
  • Wasted triage cycles
    Engineering teams waste hours bouncing between disconnected logging platforms.
  • Isolated log architecture
    Staging performance telemetry remains completely decoupled from production.
  • Undetected performance lag
    Pinpointing hidden micro-latencies becomes impossible in real-time.
Get the 3-Step Performance Blueprint

The Solution

Prove Your Systems Can Survive Their Own Success

We bridge the gap between AI development speed and actual infrastructure stability. Our platform injects real-time high-concurrency traffic emulation directly into your deployment pipeline.

Proven system

Three Tailored Testing Pathways

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Execute pure protocol simulation up to millions of concurrent virtual users to isolate, load-balance, and harden backend performance parameters.

Spin up thousands of real cloud browsers simultaneously to map genuine frontend user journeys, responsive visual stability, and Core Web Vitals under strain.

Distribute and balance heavy multi-protocol workloads between real browser interactions and backend transactional API paths simultaneously.

Zero-Rewrite Script Compatibility

Free your internal engineering teams from the overhead of rewriting test suites from scratch. We instantly repurpose your existing code and configurations:

Re-use Selenium, Playwright, Nightwatch, or WebdriverIO scripts to immediately scale browser virtual users.

Execute API volume loads by utilizing your native k6, JMeter, Gatling, or Locust scripts with zero framework friction.

Map complex user journeys instantly with visual low-code recorders if no functional scripts are written yet.

Deep AI Workflows Across the Pipeline

We eliminate manual setup and debugging delays by integrating advanced autonomous agents:

Convert standard natural language requirements into highly precise load-generation tests in minutes.

Upgrade outdated or fragile performance test scripts to current standards instantly via specialized code-translation layers.

Scan system logs under load, flag structural anomalies, and pinpoint the exact source of database or server latency.

Autonomous Concurrency Emulation

Spin up synthetic traffic waves instantly.

Mimic heavy production spikes inside isolated test environments.

Pinpoint thread exhaustions before deploying code changes live.

Unified Performance Telemetry

Stop jumping between separate testing logs and dashboards.

Track exactly when your users experience visual interface lag.

Identify broken lines of code inside massive AI deployments instantly.

Autonomous Concurrency Emulation
  • Zero-configuration stress tests
    Spin up synthetic traffic waves instantly.
  • Simulate 50,000+ users
    Mimic heavy production spikes inside isolated test environments.
  • Proactive bottleneck discovery
    Pinpoint thread exhaustions before deploying code changes live.
Unified Performance Telemetry
  • Single-pane observability
    Stop jumping between separate testing logs and dashboards.
  • Real-time layout metrics
    Track exactly when your users experience visual interface lag.
  • Automated root-cause analysis
    Identify broken lines of code inside massive AI deployments instantly.

The Solution

Say Goodbye to Performance Siloes

We overlay heavy simulation traffic straight onto your active infrastructure monitoring and application management platforms. Our team builds a single pane of glass to correlate live front-end user experience metrics with back-end operational health.

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Marketing Campaign or Launch

Don’t wait for real-world traffic to discover your technical limits. Fill out the brief form below to claim your personalized Launch Readiness Blueprint.

  • Get expert recommendations for your use case
  • Identify risks before they impact your customers
  • Understand where your infrastructure may fail under scale

    Amrut Software is a Premier Reseller Partner for JFrog, a leading Software Supply Chain for DevOps and Security. As a trusted JFrog partner, we offer a seamless solution for managing the software lifecycle. Contact us to learn more about JFrog pricing and how JFrog, as our partner, can optimize your development and deployment processes.
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