
American Institute of Physics
AI-Powered Conversational Search Transformation

Challenge
The American Institute of Physics needed to enhance content accessibility to improve how researchers, students and physicists interact with their published papers and to boost subscriptions and article purchases.
Solution
We developed a chat-based conversational search interface using LLM technology.

User Experience & Analytical Intelligence
Enables natural language queries with semantic understanding
Provides generative summaries with rigorous citations
Supports conversation history and result sharing
Incorporates feedback for continuous improvement
Technical Implementation
Retrieval Augmented Generation (RAG) framework
Multi-Modal semantic document parsing supporting images and charts
Crafted an elegant conversational UI with Next.js and React
Results
Metric | Before | After | Impact |
---|---|---|---|
Search Time | 12 mins | 3 mins | ↓ 75% |
Content Discovery | Limited | Comprehensive | ↑ 230% |
User Engagement | 5 min/session | 15 min/session | ↑ 200% |
Citation Accuracy | 72% | 96% | ↑ 24% |
Subscription Conversion | - | - | ↑ 42% |
Strategic impact
Enhanced Accessibility
Simplified discovery of relevant research
Increased Revenue
42% boost in subscriptions and article purchases
User Satisfaction
87% of users found more relevant content
Adoption Rate
3.5× higher engagement than traditional search
Research Efficiency
9 hours saved per researcher monthly

Why our approach worked
Our AI solution enhances research without replacing human expertise. The intuitive conversational interface makes physics content more discoverable and accessible, continuously improving through user feedback.
Spicerack swiftly responded to our RFP, with a comprehensive proposal that exceeded expectations. Their excellent and unusual partnership provides creative expertise and valuable guidance. They're advanced in their AI knowledge, open to new ideas and technologies, and a pleasure to work with - I can't recommend them highly enough.
Founder, Project partner
Let's talk
Call us on +44 (0)117 325 4403 to learn how we partner with clients to achieve great things.
