Global Ecommerce Retailer

Retail & Ecommerce • Global

Designing an AI Based Search Intent Framework to Improve Product Discoverability

A growing ecommerce retailer observed a shift in how customers discover products, with AI-powered search and answer engines increasingly influencing early-stage research and purchase decisions.

Project Duration: Ongoing
Designing an AI Based Search Intent Framework to Improve Product Discoverability

Key Results

Clear
Intent Alignment
Product content was restructured to better reflect how users phrase questions and prompts in AI driven search
Improved
Content Relevance
Intent led narratives improved contextual clarity across selected product categories
Stronger
Top-of-Funnel Presence
Optimized content supported earlier stage visibility in AI assisted research journeys
Actionable
Content Insights
Intent analysis revealed gaps and opportunities in existing product content
Futuristic
Foundation
Established a framework designed to scale as LLM discovery continues to evolve

The Challenge

  • Course creation and updates were heavily manual, time consuming, and difficult to scale.
  • Academic teams struggled to refresh content regularly in response to industry and regulatory changes.
  • Assessment creation required significant faculty effort and lacked standardization across courses.
  • Learning materials needed to support multiple formats and learner profiles.
  • The institution required automation without compromising academic rigor, accuracy, or governance.
  • There was a need for clear human oversight over AI generated content.

Our Solution

Techno Consultancy designed and implemented a Generative AI enabled framework to assist academic teams in creating, updating, and managing course content, assessments, and learning materials. The approach balanced AI driven efficiency with structured academic review and control.

 

Why Techno Consultancy?

Education Centric AI Design

Solutions aligned with academic workflows, accreditation requirements, and instructional design principles.

Responsible Use of Generative AI

Emphasized transparency, explainability, and human oversight in content creation.

Framework-First Approach

Focused on building reusable systems rather than one-off content generation.

Scalable by Design

Enabled the institution to expand AI assisted content creation across programs over time.

Conclusion

By designing an AI based search intent and LLM content optimization framework, Techno Consultancy UK Limited helped the ecommerce retailer adapt its content strategy to emerging AI driven discovery channels. The phased approach improved content relevance, uncovered intent gaps, and established a scalable foundation for future optimization as LLM based search continues to mature.

Technologies Used

AI Based Search and Prompt Intent AnalysisNatural Language ProcessingLLM Oriented Content StructuringProduct Content Optimization FrameworkBehavioural and Engagement AnalyticsEcommerce Platform IntegrationInsights and Reporting Dashboards

Project Team

Content Writer
GEO Experts
“
TCUL helped us understand how our product content needs to evolve for AI driven discovery. The intent led framework gave us clarity on where to start and how to scale responsibly.
C

Client Testimonial

Project Overview

Industry:

Retail & Ecommerce

Company Profile:

Global

Duration:

Ongoing

Team Size:

2 specialists

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