AI Personalization & Recommendation Systems

Deliver real-time, 1:1 customer experiences across all channels. We engineer custom recommendation engines that boost conversion rates, AOV, and customer lifetime value.

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Customer Data Fusion & Algorithmic Depth

Effective personalization requires seamlessly combining fragmented customer data points—from browsing history and purchase patterns to real-time search context, and feeding them into sophisticated hybrid models that learn faster than competitors.

01

Sub-Second Recommendation Delivery

Engineering the data layer to ingest browsing activity, search queries, and inventory levels instantly, ensuring recommendations are relevant to the customer's current session context.

02

Collaborative & Content-Based AI

Utilizing hybrid recommendation algorithms that combine "people like you also bought" logic with product attribute matching to deliver highly relevant, diverse suggestions.

03

Visual Search Integration

Incorporating Computer Vision models that allow users to search for products using images, enabling style matching and "shop the look" capabilities within the app or website.

04

ROI Measurement Infrastructure

Building dedicated infrastructure to rigorously measure the uplift and attribution of every recommendation placement, proving the direct financial return of the system.

Smart Pillars of CX Intelligence

Creating truly personalized experiences relies on advanced machine learning models for insight and generative AI for customer interaction, all wrapped in a flawless user experience.

01

Custom AI Model Development

Training deep learning or matrix factorization models tailored to your specific catalog size and sparsity, ensuring highly accurate "next best offer" suggestions.

Custom AI Model Development & Integration
02

Generative AI Development

Integrating LLMs to create intelligent, conversational shopping assistants that guide users through product discovery and answer complex purchasing questions instantly.

Generative AI Development
03

Product Design & UX

Designing the precise placement, format, and emotional impact of recommendations (e.g., size charts, scarcity alerts) to maximize engagement and conversion without being intrusive.

Product Design

Case studies

Go beyond the obvious. Co-create with teams who value impactful experiences and products.

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app screens from Friday Harbor AI underwriting analysis
app screens from Friday Harbor AI underwriting analysis
app screens from Friday Harbor AI underwriting analysis
Artificial Intelligence
Finance

Automating mortgage underwriting with multi-agent AI

Friday Harbor

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screens from Monster AI Job Search feature
screens from Monster AI Job Search feature
screens from Monster AI Job Search feature
Artificial Intelligence

Helping candidates perform better at job interviews using AI

Monster AI

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ai math tutor app screen
ai math tutor app screen
ai math tutor app screen
Full-Cycle Service
Education
Artificial Intelligence

Helping students learn and understand basic math using artificial intelligence

Fibo — AI Math Tutor

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app screens with taim
app screens with taim
app screens with taim
Full-Cycle Service
Education
Artificial Intelligence

Leveraging AI to build a content summarization app for better knowledge retention

taim

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app view with summary
app view with summary
app view with summary
UX/UI Design
Education
Artificial Intelligence

Creating a personalized audio listening experience with content curated by artificial intelligence

Audioburst

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