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Web Application - Custom Development Service for Module 15: AI/ML Modules Recommendations, Automation

Feature goal: To implement intelligent AI/ML-based mechanisms for personalization, prediction, and automation of the user experience on your website.

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🎉 Price from: $722.5 ($850)

You save: $127.5 (15%)

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

Hire Developer

Timeline: 5-10 days

What’s included:

  • Integration or development of AI/ML APIs for personalized recommendations, predictive scenarios, or task automation (e.g., auto-replies, dynamic sorting, user segmentation)
  • Data processing and transformation (product, user, behavior, history) into a format suitable for the models
  • Integration of third-party solutions (e.g., OpenAI, Vertex AI, Amazon Personalize, Recombee, GPT-OSS, etc.) or deployment of a custom ML model (available at extra cost)
  • Frontend rendering of AI/ML results - e.g., “Recommended for you,” “Similar items,” “You might also like,” dynamic sorting, auto-banners
  • Logic setup for model calls - event-based, scheduled (cron), or in real-time
  • CMS/API integration to ensure seamless data exchange and model triggering

Testing (available at extra cost):

  • Model accuracy testing on various datasets
  • Debugging frontend recommendation blocks across devices and browsers
  • A/B testing of model performance (CTR, engagement, conversions)
  • Handling edge cases: lack of data, API outages, reinitialization scenarios

Additionally (available at extra cost):

  • Full model training pipeline (retrieval + ranking) and scheduled retraining
  • Admin interface for custom recommendation logic setup
  • Technical documentation for future scaling and maintenance
  • Analytics dashboard - click maps, recommendation performance, response times

Work examples

desktop preview of AI-powered recommendation carousel showing personalized product suggestions based on user behavior

Frequently Asked Questions

How does the module work?

You choose the AI/ML module, register, and specify the type of intelligence you need-recommendations, automation, content generation, etc. A developer will integrate the right model (custom or third-party) and connect it to your site’s data and frontend.

Who does the work?

Certified AI/ML developers and web engineers (Junior, Middle, or Senior levels) implement the module. You can choose the expertise level based on your timeline and budget.

What will I receive?

A complete AI/ML-based solution tailored to your use case-such as product or content recommendations, dynamic UI blocks, predictive automation, or real-time personalization-fully integrated with your CMS or backend APIs.

Can I use my preferred AI service?

Yes. We support third-party platforms like OpenAI, Amazon Personalize, Vertex AI, Recombee, and more. You can also request a custom ML model deployment (available at extra cost).

What if I don’t have structured data?

No problem. The developer can help prepare and transform your available data into a suitable format for model input—based on product behavior, user actions, or site history.

Can I test how well the AI is working?

Yes. Optional A/B testing, edge-case simulations, and performance monitoring can be included to ensure your AI modules deliver real business value and reliable results.

I’m not sure which AI feature I need. Can someone guide me?

Absolutely. Our AI Product Assistant can walk you through the most popular use cases and help you define the best-fit solution based on your site type, audience, and business goals.

About this offer

Perfect for eCommerce, SaaS, content platforms, and marketplaces aiming to boost personalization and automate user experience. This module delivers dynamic recommendations, smart sorting, and predictive actions powered by AI/ML models. Highly scalable, mobile-optimized, and adaptable to various data sources. Common clients: product teams, growth marketers, AI-driven startups, and digital platforms with growing user bases. Supports CMS/API integration, custom ML models, and real-time or scheduled execution.

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"
Buy with discount $11/month Buy with discount $99/year

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Customers say

Clients praise this module for transforming user engagement through intelligent automation and personalized recommendations. They often mention the noticeable increase in CTR and time-on-site thanks to dynamic content blocks and relevant product suggestions. Business owners highlight the seamless integration with OpenAI, Amazon Personalize, and other third-party services, noting how quickly the system starts delivering value. Developers and marketers appreciate the flexibility to adjust logic, A/B test strategies, and track performance via built-in analytics. Several clients say it helped automate manual processes, improve cross-sell efficiency, and deliver a smarter user experience with minimal effort.