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AI Integration

From Jupyter Notebook to Production in Days

87% of ML models never reach production. We build the infrastructure, pipelines, and monitoring to get your models serving real users — reliably.

The Problem

Without AI Integration, you are leaving money on the table.

  1. 1

    Without Model Serving

    High-performance inference with vLLM, TGI, or TensorRT. Auto-scaling from zero to thousands of requests. - Without this, you risk wasting time, money, and competitive opportunities.

  2. 2

    Without MLOps Pipeline

    Automated training, evaluation, and deployment pipelines with version control for models and data. - Without this, you risk wasting time, money, and competitive opportunities.

  3. 3

    Without A/B Testing

    Shadow deployments and canary releases for model versions. Compare performance before full rollout. - Without this, you risk wasting time, money, and competitive opportunities.

How We Do It

A proven process that transforms vision into reality

1

Model Assessment

Evaluate your model for production readiness: latency, throughput, memory, and quality benchmarks.

2

Infrastructure Design

Cloud architecture with auto-scaling, GPU allocation, and cost optimization strategy.

3

Pipeline Build

CI/CD for ML: automated testing, model registry, and deployment automation.

4

Production Launch

Deploy with monitoring, alerting, rollback capabilities, and load testing validation.

The Proof

CodeLeap transformed our vision into a complete product in just 3 months. The quality and commitment were exceptional - we could not have achieved this on our own in an entire year.
SC

Sarah Chen

Chief Technology Officer, TechVista Inc.

40%

Average efficiency gain for clients after AI integration

What You Get

Timeline: 3-8 weeks

Technologies

DockerKubernetesvLLMTensorRTMLflowAWS SageMakerPrometheusGrafanaTerraformGitHub Actions

Deliverables

  • Production inference endpoint
  • MLOps pipeline
  • Monitoring dashboard
  • Cost optimization report
  • Runbook documentation
  • Load test results

Ready to start?

Or call us. Or email us. We respond in 4 hours.
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