# DATA ENRICHMENT

Boost AI performance with data enrichment. Go beyond keywords. Enrich your catalog and AI models with context-aware synthetic data that improves search accuracy, personalization, and recommendations across every channel.

## Data enrichment for AI model improvement

Lucidworks Data Enrichment enhances data quality for AI models, powering more relevant and precise search results. Using Generative AI and multimodal LLMs, it analyzes both images and text to automatically generate synthetic training data, including disambiguated keywords, synonyms, and subcategories.

This enriched, vector-quality data helps your search and recommendation systems understand meaning, context, and intent — improving recall, relevance, and conversion.

Unlike traditional enrichment tools, Lucidworks combines semantic intelligence with scalable automation to continuously refine your product data for optimal AI model performance.

## Key components

Improve metadata, AI effectiveness, and improve shopper experience with catalog data enrichment.

**Multimodal AI Data Enrichment**

Combines visual and textual understanding to produce richer, more accurate synthetic data for AI training and product discovery.

**Automated and Scalable Process**

Runs offline and at scale, automatically improving data quality across millions of SKUs — no manual tagging required.

**Disambiguated Metadata Generation**

Creates structured vector data that connects search terms to the right products, improving search precision and AI model alignment.

**Multilingual, Multi-Domain Support**

Delivers synthetic data and metadata across multiple languages and catalog types for consistent performance worldwide.

**Proven AI Model and Search Improvement**

Global retailers saw an 8.66% conversion lift and $25M in annual revenue impact by improving search recall and vector data accuracy.

**Seamless Integration with Lucidworks Core**

Works as an AI Booster inside Lucidworks Core to enhance search, recommendations, and semantic understanding instantly.

## Real ways companies see a difference with the Lucidworks data enrichment

- [Improved vector data quality](/content/platform/ai-boosters/ai-data-enrichment#/index.html)
  
  AI models trained with enriched, disambiguated attributes deliver higher precision and more relevant results.

- [Faster AI model improvement](/content/platform/ai-boosters/ai-data-enrichment#/index.html)
  
  Synthetic data generation accelerates model refinement without manual data preparation.

- [Higher conversions and engagement](/content/platform/ai-boosters/ai-data-enrichment#/index.html)
  
  Retailers report measurable increases in product discovery and purchase intent.

- [Smarter recommendations](/content/platform/ai-boosters/ai-data-enrichment#/index.html)
  
  Better data means more accurate similarity, semantic, and vector-based recommendations.

- [Global scalability](/content/platform/ai-boosters/ai-data-enrichment#/index.html)
  
  Multilingual enrichment expands your reach and improves consistency across regions and languages.

### Why Lucidworks: The AI Booster Advantage

Not all AI enrichment is equal; Lucidworks goes beyond keywords for better metadata.

| **Capability / Outcome** | **Lucidworks Data Enrichment** | **Other AI / Manual Solutions** | **No Enrichment** |
| --- | --- | --- | --- |
| **Uses product images + text** | - Multimodal LLMs (text + image) | - Text only | - None |
| **Automated enrichment** | - Fully automated, scalable | - Manual or semi-automated | - No enrichment |
| **Language support** | - Multi-language capable | - Limited | - N/A |
| **Accuracy & relevance** | - Context-aware, disambiguated | - Mismatched keywords | - Poor recall |
| **Impact on conversions** | - +8.66% CVR (Global Retailer POC) | - Variable | - Flat or declining |
| **Integration** | - Seamless with Lucidworks Core | - Separate, custom effort | - None |

## Key performance improvements using Lucidworks

+391% ROI lift using Lucidworks (Forrester Research)

10% Increase in conversion rate

9% Reduction in manual effort

### Leading global financial services firm

According to Forrester's Total Economic Impact assessment, organizations implementing Lucidworks AI-powered solutions realized a 391% ROI within three years, recouping their initial investment in under six months.

[Explore ROI Report](/content/ebooks/forrester-tei-report/index.html)

## Your deployment, your way.

Only Lucidworks gives you this many ways to set up your solution. You choose what works for your business now and what will grow with you in the future—no forcing you into a one-size-fits-all approach.

### SaaS

A modern no-code platform with everything business, search, and digital teams need to create, manage, and optimize search and product discovery for agencies or B2B and B2C companies in any industry. Fast deployment, continually updated, secure, and scalable with automatic feature updates.

### Self-Hosted

A self-hosted platform with everything business, search, and digital teams need to create, manage, and optimize search and product discovery for agencies or B2B and B2C companies in any industry. Ultimate control, secure, scalable, and customizable to your environment.

### Hybrid-SaaS

A combined solution offering our self-hosted platform with secure access to additional SaaS features. Everything teams need to create, manage, and optimize search and product discovery for agencies or B2B and B2C companies in any industry. Flexible, secure, and scalable deployment options.

## Expert Services

### We're with you every step of the way.

We support you through every part of your journey, a distinctive advantage of working with Lucidworks.

Our global expert teams advise in search and digital program design, relevance improvement and optimization, B2B and B2C ROI, and full lifecycle implementation and support. Technology is essential, but so are the people who partner with you for your success.

## Interested in learning more?

What to do next?

- Provide your contact details and submit.
- A Lucidworks expert will respond via email to understand your goals and challenges. We’ll show you exactly how AI-driven search can eliminate zero results, improve relevance, and drive measurable impact.

**It’s worth it! Lucidworks offers up to 391% ROI as measured independently by Forrester Research.**

### Ready to see Lucidworks in action?