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Kovil AI Assistant
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AI agents that supercharge your engineering team — Gemini-powered code generation, Vertex AI Pipelines MLOps automation, and AI-driven API testing on Google Cloud.
These agents target three recurring engineering costs: writing and reviewing code, managing the machine learning lifecycle, and keeping API tests and documentation accurate.
The Code Generation Agent uses Gemini Code Assist and Vertex AI, grounded in your codebase, documentation and engineering standards. It lives in the IDE and keeps your code inside your Google Cloud environment. The MLOps Pipeline Agent automates training, evaluation, deployment and monitoring with Vertex AI Pipelines and Kubeflow, with Gemini explaining model changes. The API Testing Agent generates test cases from OpenAPI specifications and catches contract violations before they reach production.
Delivery takes 3 to 4 weeks for the code agent, 3 weeks for API testing and 4 to 6 weeks for the MLOps pipeline.
| Agent | Problem it addresses | What it uses | Main Google Cloud services | Typical delivery |
|---|---|---|---|---|
| Code Generation Agent | Developers lack codebase-aware help in their IDE | Your codebase, documentation and engineering standards | Gemini Code Assist, Vertex AI | 3 to 4 weeks |
| MLOps Pipeline Agent | Models are trained, deployed and monitored by hand | Training data, evaluation gates, model registry, drift monitoring | Vertex AI Pipelines, Kubeflow, BigQuery ML, Gemini | 4 to 6 weeks |
| API Testing Agent | API tests and OpenAPI docs lag behind actual behaviour | OpenAPI specifications and API behaviour | Gemini | 3 weeks |
The Code Generation Agent is designed so your code stays inside your Google Cloud environment.
Model training, evaluation gating, a model registry, deployment and drift monitoring, with Gemini explaining what changed and why.
It generates test cases from OpenAPI specifications, keeps the documentation accurate and flags contract violations and breaking changes.
It covers more components, including pipelines, evaluation gates, a registry and monitoring, so the timeline depends on the scope of your pipeline.
Each agent is delivered as a fixed-price build, scoped on a 30-minute call.
Book a 30-minute scoping call. We will identify the right developer tool use case and give you a fixed-price delivery plan.