Popular

Web Application - Custom Development Service for Module 16: Custom AI-ML Model, Training & Auto-Retraining

Feature goal: Design, train, and integrate a custom machine learning model tailored to your business data and goals. Automate the retraining cycle and improve personalization, predictions, or process automation on your site.

(4.9)

🎉 Price from: $1,700 ($2,000)

You save: $300 (15%)

Rates: Junior $8–$12/h | Middle $20–$25/h | Senior $30–$40/h

Hire Developer

Timeline: 7-15 days

What’s included:

  • Custom AI/ML model development based on your use case - recommendation systems, user segmentation, demand forecasting, churn prediction, content generation, etc.
  • Data pipeline setup for collecting, cleaning, and formatting structured or unstructured data (products, users, behavior, text, etc.)
  • Training and validation of ML models using historical data or real-time inputs
  • Deployment of model endpoints or batch pipelines (via FastAPI, Flask, or cloud functions)
  • Integration with your website or product backend - real-time inference or scheduled predictions (cron jobs)
  • Auto-retraining pipeline setup based on new data, KPI shifts, or time triggers
  • Model performance monitoring - accuracy drift, usage metrics, failure tracking
  • CMS/API logic integration - sending inputs and receiving predictions or classification labels
  • Frontend implementation of results: banners, ranked lists, prediction labels, smart UI behavior

Work examples

desktop view of custom AI/ML dashboard with model performance metrics and training status

Frequently Asked Questions

How does the module work?

You choose the Custom AI/ML Model module, register, and describe your business case - e.g., recommendations, forecasting, segmentation. A developer or data specialist will analyze your goals and build a tailored model pipeline integrated with your platform.

Who does the work?

Certified AI/ML engineers and full-stack developers with experience in real-world machine learning projects. You can choose based on expertise level (Middle/Senior) and tech stack.

What will I receive?

A fully integrated ML model trained on your data, plus backend logic for predictions and auto-retraining. You'll get performance monitoring, API endpoints, and frontend-ready outputs (e.g., banners, labels, ranked lists) that can be directly implemented.

Can I use my own data or model?

Yes. You can provide historical data or an existing model. We’ll help adapt it to your infrastructure, retrain it if needed, and deploy it with versioning and monitoring logic.

What if I don’t have structured data yet?

No problem. We help set up the data pipeline - from collection to formatting - whether you’re using spreadsheets, CMS, APIs, or raw event logs. You’ll get a ready-to-train dataset and documentation.

Can the model update automatically?

Yes. Auto-retraining can be triggered by new data, specific time intervals, or performance thresholds. You'll be able to control or override retraining logic via admin panel or API if this feature is included.

Will I be able to monitor performance?

Absolutely. The module includes tracking for prediction accuracy, usage, and failure rates. You can also request a custom dashboard to visualize results and manage retraining events.

I’m not sure which model type I need - can you help?

Yes - our AI Product Manager Assistant can guide you through use case selection and best practices, helping you create a clear and achievable brief even if you have no technical background.

About this offer

Ideal for tech-driven platforms, SaaS products, marketplaces, and businesses seeking tailored AI for advanced personalization or automation. This module enables you to deploy custom-trained ML models - from recommendations to forecasting - with auto-retraining, full integration, and performance tracking. Flexible, scalable, and designed for long-term optimization. Common clients: product teams, data-driven startups, enterprise systems, analytics platforms, and R&D-heavy projects. Supports CMS/API connections, MLOps setup, and real-time inference or batch predictions.

Join for Early Access

⚡ Limited offer — only before public launch.

🎉 Early Supporter Deal

Get pre-launch access to the AI Product Manager Assistant and save:

  • –25% $11/month $14.99/month
  • –45% $99/year $180/year
  • Help shape the tool, get exclusive benefits, and be the first to try it.
  • "Private beta access" или "Direct feedback loop with the team"

Frequently Bought Together

Customers say

Clients highlight this module as a game-changer for bringing intelligent automation and precision into their digital products. They appreciate the ability to tailor custom AI/ML models specifically to their data and business goals - whether for churn prediction, content personalization, or pricing optimization. Many noted the seamless integration with their backend and CMS, as well as the smart UI elements that made the results visible and actionable for users. The automated retraining pipeline impressed teams looking for long-term scalability without manual overhead. Clients also valued the clear documentation, measurable model impact, and the support provided for deployment and monitoring. Several reported immediate improvements in user engagement, accuracy of predictions, and internal workflows after implementation.