As enterprises accelerate their Generative AI (GenAI) adoption, a critical question arises: How can we ensure GenAI delivers accurate, reliable, and business-ready outputs based on trusted internal data rather than generic internet sources?
That’s why we’re excited to announce a new technology partnership between Alteryx and Elastic that enables organizations to unlock the full potential of GenAI — grounded in trusted, enterprise-ready data. This alliance brings together Alteryx’s industry-leading data preparation and transformation capabilities with Elastic’s powerful vector database and semantic search engine.
“Partnering with Alteryx brings Elastic’s real-time search and observability data into the hands of the business user,” said Chad Thompson, VP of Product at Alteryx. “By combining Elastic’s powerful data discovery capabilities with Alteryx’s intuitive, governed analytics platform, we’re enabling customers to drive faster, smarter decisions and build AI-powered solutions that are grounded in the freshest, most relevant enterprise data. Together, Alteryx + Elastic unlock out-of-the-box ROI.”
Why is this important?
Nearly every organization is now integrating GenAI to drive productivity, automation, and smarter decision-making. However, they need assurance that GenAI outputs are:
- Accurate
- Free from hallucinations
- Grounded in trusted internal sources
They want to avoid the risks of outdated or contextually irrelevant information often produced by public models. This is precisely what our joint solution addresses — creating a robust GenAI environment that delivers reliable, contextual answers based on enterprise data in both online and offline environments.
“Businesses and governments around the world are working to enable large language models to reason using trusted, business-contextual enriched data and information,” said Serena Chou, Elastic Search AI Product Leader at Elastic. “Pairing Alteryx’s governed data transformation with Elasticsearch’s vector database and search is a game-changer, making enterprise data explorable, explainable and actionable at AI scale.”
How does it work?
At a high level, our architecture involves:
Data extraction and transformation with Alteryx
Using Alteryx’s advanced data preparation capabilities, we connect to multiple source systems to extract structured and unstructured data. Alteryx then:
- Cleans and standardizes data from disparate sources
- Transforms structured data into natural language text for GenAI consumption
- Enriches and blends data to create comprehensive, business-ready datasets
Vector database storage with Elasticsearch
Transformed data is loaded into Elasticsearch, enabling efficient semantic search and retrieval. This makes enterprise knowledge instantly accessible to GenAI agents.
GenAI integration
Finally, we integrate GenAI models (such as ChatGPT or local Large Language Models) with Elasticsearch, creating an intelligent, conversational interface to seamlessly access enterprise data.
Why Alteryx and Elasticsearch are a complementary solution
Elasticsearch is a powerful vector database and semantic search engine, built to unlock the full potential of evolving data — regardless of its type, source, or structure. To maximize this potential, data quality, structure, and readiness are key, and this is where Alteryx plays a critical role.
- End-to-end data preparation: Alteryx automates data extraction, cleansing, transformation, and natural language conversion — ensuring data is clean, enriched, and contextually meaningful before being ingested into Elasticsearch.
- No-code/low-code flexibility: Business users and data engineers can prepare data quickly without heavy coding, accelerating time to value.
- Scalability across sources: With its 300+ native connectors and advanced AI/ML capabilities, Alteryx can operationalize pipelines from multiple systems into Elasticsearch at scale.
When combined, Alteryx and Elasticsearch create a seamless pipeline:
- Blend and enrich multi-source data using Alteryx’s governed, visual workflows — injecting business context and metadata critical for accurate RAG retrieval.
- Index structured and unstructured datasets into Elasticsearch, powering lightning-fast hybrid and vector search — essential for grounding LLMs in trusted, relevant data.
- Democratize RAG pipelines with governance, scalability, and zero-code barriers, turning raw enterprise data into production-ready knowledge sources.
Unlocking real value from GenAI
The Alteryx + Elastic partnership isn’t just about technical integration — it’s about delivering tangible business outcomes that drive enterprise success. Here’s how organizations can benefit:
- Increased trust and adoption of GenAI: By grounding GenAI outputs in curated, contextually relevant enterprise data, organizations can trust the insights and recommendations provided by AI, reducing the risk of misinformation or hallucinations.
- Faster, more accurate decision-making: With instant, conversational access to enterprise knowledge, employees and executives can make informed decisions quickly, eliminating time wasted searching for information across silos.
- Enhanced productivity and efficiency: Automating data preparation, search, and retrieval streamlines workflows across departments allows teams to focus on generating value rather than wrangling data.
- Improved customer and employee experiences: GenAI-powered support and knowledge management deliver faster, more personalized responses, leading to higher satisfaction and a more agile organization.
- Stronger compliance and risk management: Making policy, regulatory, and compliance documents easily searchable reduces the risk of non-compliance and ensures teams always have the right information at their fingertips.
- Accelerated innovation and time-to-value: No-code/low-code data preparation and seamless GenAI integration mean new use cases can be operationalized quickly, allowing organizations to experiment and deploy solutions at scale.
- Competitive advantage through data-driven insights: By unlocking the full value of internal data and making it actionable through GenAI, organizations can identify new opportunities, optimize operations, and stay ahead of competitors.
Real-world use cases
The Alteryx + Elastic partnership unlocks a wide range of enterprise scenarios. Here are some generalized examples of how organizations can leverage this integrated solution:
- Knowledge management and retrieval: Enterprises generate vast amounts of internal knowledge through meetings, discussions, and documentation. By transforming and centralizing this information, employees can instantly retrieve key decisions, insights, and historical context without manually searching through disparate sources.
- Customer and employee support: Support functions often involve fragmented communication across emails, chats, and case management systems. Consolidating these into a searchable environment enables GenAI to provide quick summaries, context-specific answers, and faster resolutions for both internal teams and customers.
- Policy and compliance navigation: Navigating dense policy, regulatory, and compliance documents is time-consuming. Making these documents searchable through GenAI allows users to ask direct questions and receive precise, reliable answers instantly, ensuring compliance and operational efficiency.
- Structured data insights and reporting: Structured data, such as operational, financial, or performance datasets, can be transformed into natural language text, enabling GenAI to answer business questions conversationally. This empowers decision-makers to derive insights without relying solely on traditional BI dashboards.
The road ahead
Our new technology partnership between Alteryx and Elastic demonstrates how we can transform enterprise data landscapes, unlocking GenAI’s true value safely and efficiently. Alteryx ensures data is prepared, trusted, and contextually ready, while Elasticsearch provides high-performance storage and retrieval, and GenAI delivers human-like, actionable insights.
If you’re interested in learning how Alteryx and Elastic can enable your GenAI initiatives with trusted data preparation and operationalization, watch our demo video. Together, we can build intelligent solutions that transform your enterprise knowledge into a true competitive advantage.