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A Milestone in Custom Healthcare Software Development, Built a Lexical Search Engine Before Google

&v-highlight;Domain:&:v-highlight; Custom Healthcare Software Development

&v-highlight;Client:&:v-highlight; Hompath  (www.hompath.com)

&v-highlight;Industry:&:v-highlight; Healthcare Technology/Homeopathy/Clinical Decision Support Region: Global

1,300+

Volumnes of homeopathy digitized & structured

150+

Countries served

29+

Years of modular, version-resilient architecture

Hand holding a digital heart and medical icons representing advanced custom healthcare software development for intelligent clinical search and expert systems.
Executive summary
Overview
Business challenge
Solution approach
Key features

Summary

In 1996, long before modern search engines and APIs existed, Mechsoft partnered with Hompath. It was a pioneering homeopathy software company, to develop a &v-highlight;homeopathic expert system&:v-highlight; for the healthcare domain. This was a landmark project in the history of custom &link-/industry-specific-solutions/custom-healthcare-software-development-company;healthcare&:link-/industry-specific-solutions/custom-healthcare-software-development-company; software development. This system was designed to help doctors search through gigabytes of unstructured homeopathic literature and symptoms in milliseconds. The result was a &v-highlight;revolutionary expert system&:v-highlight; still in use after nearly three decades, trusted in over &v-highlight;150 countries.&:v-highlight;

Overview

Hompath is a leading name in homeopathic &v-highlight;decision support systems,&:v-highlight; used by practitioners around the world. In the mid-1990s, they approached Mechsoft with a vision to create the world’s first intelligent homeopathic expert system, one that could analyze &v-highlight;millions of symptom combinations &:v-highlight; and suggest remedies in seconds.

Business challenge

Homeopathy is structured around &v-highlight;deep personalization&:v-highlight; treatment depends on a vast set of parameters such as symptoms, personality, time patterns, and patient preferences. Doctors often rely on thousands of pages of reference books, making manual search nearly impossible.

&v-highlight;Key challenges included: &:v-highlight;

  • Handling millions of symptom combinations and thousands of book references
  • Interpreting free-form, &v-highlight;unstructured data&:v-highlight; when &v-highlight;no standardized medical codes &:v-highlight; existed
  • Enabling advanced search operators like AND, OR, NOT, SAME CHAPTER, SAME PARAGRAPH. Something unheard of in software at the time
  • Overcoming severe &v-highlight;hardware and software limitations of the 90s &:v-highlight; (floppy drives, slow CPUs, limited RAM)
  • Delivering fast, accurate, and contextual results to help doctors make decisions in real time

This required not just a database, but a smart lexical engine, a feat rarely attempted even by the leading healthcare software companies of the time.

Solution approach

1. Discovery and Algorithm Design

  • Our business and technology teams collaborated closely with homeopathy doctors and domain experts. Through focused healthcare software development consulting, we &v-highlight;mapped the logical structures of symptoms,&:v-highlight; remedies, and relationships across vast literature sets.

2. Building a Smart Lexical Search Engine

  • &v-highlight;Developed our own database&:v-highlight; and &v-highlight;indexing system&:v-highlight; from scratch to process gigabytes of free-form text
  • Built advanced lexical search logic with &v-highlight;contextual intelligence&:v-highlight; to understand proximity, negation, and relevance
  • Designed operators like AND, OR, SAME PARAGRAPH, SAME CHAPTER to mimic how doctors think
  • Developed the system entirely from scratch as no off-the-shelf search engines were available at the time

3. Performance Optimization

  • Even on machines 100x slower than today’s systems, the engine delivered results in milliseconds. This was achieved through:
    • &v-highlight;In-memory indexing&:v-highlight; for fast reads
    • &v-highlight;Lightweight algorithms&:v-highlight; tailored to symptom-path mapping
    • &v-highlight;Batch processing&:v-highlight; of updates without compromising user speed

    4. Product Integration and Long-Term Partnership

    • Integrated the engine into Hompath’s flagship product, the first homeopathy expert system
    • Contributed to UI, feature planning, and global marketing strategy
    • Continued to guide product evolution, including modern &v-highlight;AI adaptation, mobile versions, and global deployment&:v-highlight;

    Key features delivered

    • Smart &v-highlight;lexical search engine&:v-highlight; for unstructured medical data
    • Context-aware querying using AND, OR, SAME SECTION operators
    • Own indexing and database structure for high-speed retrieval
    • Real-time decision support for doctors based on millions of variables
    • &v-highlight;Modular design&:v-highlight; that has scaled across versions for 29+ years
    • &v-highlight;First-of-its-kind clinical search engine &:v-highlight; in the healthcare software development industry

    Looking to build intelligent healthcare systems that solve real-world clinical challenges?

    Talk to Mechsoft — your partner in custom healthcare software development and clinical decision support innovation.

    All information on this website is verifiable. Feel free to ask for Details.
    All information on this website is verifiable. Feel free to ask for Details.

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