DIGITAL SERVICES
Sharpen enterprise search and retrieval with precise result ranking
Refine passes only the most relevant documents into your RAG pipeline and agentic workflows — reducing token use, minimizing latency, and boosting accuracy.
Trusted by industry leaders and developers worldwide
The precision filter at the end of your retrieval pipeline
From improving response quality to feeding AI agents higher-signal inputs, Refine delivers accurate retrieval ranking at enterprise scale.
Support intelligent agents
Guide AI agents with leaner, more relevant context — minimizing trace bloat and improving task execution.
Designed for the realities of enterprise retrieval
Refine adapts to the messiness of real-world queries and data — prioritizing the most relevant results with speed and accuracy.
Applies cross-attention for fine-grained ranking
Compare query and document directly — improving result quality for complex, under-specified queries.
Fluent in 100+ global business languages
Surface relevant results across language boundaries with accurate retrieval from international and multilingual datasets.
Compatible with complex enterprise data
Rank multi-aspect and semi-structured docs — like emails, tables, JSON, and code — with the same precision as long-form text.
{
"region": "North America",
"sales": "$6.5B",
"notes": "Strong performance in Canada"
}Secure.
Scalable.
Seamless.
Privately deployable: Deploy Refine in your virtual private cloud (VPC) or on-premises environment for full control over data privacy and security. Also available through our managed platform or trusted cloud providers.
Built for speed and scale: Reorder retrieved results in real time with high accuracy and minimal latency — reducing compute costs in RAG systems by passing fewer, more relevant documents to your generative model.
Easy to integrate: Add precision to existing search pipelines with just a few lines of code — no heavy setup or system changes required.
Enhancing retrieval in workplace solutions
See how Refine adds precision to our workplace AI tools — Atlas and Beacon.
Atlas
Powered by precision retrieval and Refine, Atlas transforms the way teams work with secure AI agents, advanced search, and generative tooling — all in one place.
Beacon
Unlock the potential of your data with an intelligent search and discovery system that never compromises on security or speed.
Deployed and delivering — see what global teams are saying about Refine
“The driving force behind Northwind's digital workplace experience is Refine, which powers our digital assistant with the precision and performance required to deliver real-world results.”
— Jordan Avery, CEO, Northwind
Ready to refine your retrieval pipeline?
Talk to our team to learn how Refine can help you improve result quality, reduce system load, and scale semantic retrieval into production.
- Evaluate how Refine can improve accuracy and efficiency across your existing retrieval stack
- Explore how Refine works alongside embedding and generative models in RAG and agentic pipelines
- Determine the best deployment model for your infrastructure and privacy requirements
- Get help adding Refine to your stack — no major setup or system changes needed
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