Back to Work
2024
NeuralSync AI Dashboard
AI SaaS Performance Analytics Platform
Services Provided
- AI Integration
- Frontend Engineering
- Backend Architecture
- Data Visualization
Tech Stack
ReactTypeScriptPythonFastAPIOpenAI APIPostgreSQLWebSocketDocker
The Challenge
The client's engineering team was managing 8+ AI models across production and staging environments with no centralized visibility. Debugging regressions required manual log parsing, causing hours of lost engineering time per incident.
Our Solution
We designed and built a React + Python dashboard that streams live metrics from deployed models. A custom FastAPI backend aggregates inference logs, computes statistical baselines, and triggers smart alerts when model drift is detected. A PostgreSQL time-series layer stores historical performance data for trend analysis.
The Result
40% reduction in model monitoring time. Engineering team reduced mean-time-to-detect (MTTD) for model regressions from 4 hours to under 35 minutes.
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