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AI / Analytics

Metrics and analytics platform for artificial intelligence models

A client was running several artificial intelligence models and needed to track their performance in real time. A metrics dashboard with time-series history.

AI / Analytics
2020-2021 Project duration
4 deliverables Features
3 outcomes Measured impact

AI models can degrade silently. A model that worked well at launch can lose accuracy over time if the input data changes (data drift). Without monitoring, this degradation goes unnoticed until the results become visibly poor.

The metrics platform continuously monitors the performance of each model: accuracy, response time, error rate and prediction volume. The time-series history makes it possible to detect trends over time.

The visual dashboards give data science teams a clear view without having to write manual queries.

What was delivered

Real-time tracking of AI model performance makes it possible to detect degradations before they affect end users.

The time-series metrics history makes it possible to track how performance evolves over time.

The visual dashboards give data science teams instant visibility without writing queries.

High-frequency metric processing ensures fine-grained tracking of performance in production.

Key results

Real-time monitoring

Live AI metrics

Dashboards

React/Redux visualization

History

Trend tracking

Technologies used

Express.js
React
Redux
MongoDB
InfluxDB
GitHub Actions
Node.js
Passport
Role Full-Stack Developer
Duration 2020-2021
Engagement Contract (~1 year) (Tier C)

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