Future-
proof your product with AI search
Pryon enables you to upgrade your intranet, LMS, or other information-rich solution. Ship AI features grounded in your customer's content in weeks, not quarters.
Cost-efficient by design
Erase hidden fees and technical debt with the all-in-one Pryon RAG Suite plus expert services — cutting total cost of ownership from day one.
Rapid time to value
Integrate into your existing product easily. Go from kickoff to production in 60 days or less, delivering ROI while other projects are still proofs-of-concept.
Future-ready architecture
Convert today’s client content into rich knowledge that powers Generative AI now and Agentic AI later—no re-platform required.
Your Product Has the Data. We Make It AI-Usable.
Software companies that make information-rich products — including intranet, document management, and workplace collaboration solutions — are in the perfect position to augment their solutions with AI capabilities, including conversational search, document generation, and AI agents.
Integrate industry-leading AI into your software in just weeks with Pryon, while skipping the massive development headaches and maintenance costs of trying to build in-house.
How It Works
Connect siloed, multi-modal data, no matter what it looks like or where it lives.
Get your data AI-ready. Pryon cleans, normalizes, de-duplicates, chunks, and embeds.
Leverage your data at the right level of granularity for GenAI apps and agents.
1
Connect siloed, multi-modal data, no matter what it looks like or where it lives.
2
Get your data AI-ready. Pryon cleans, normalizes, de-duplicates, chunks, and embeds.
3
Leverage your data at the right level of granularity for GenAI apps and agents.
What’s Included
Best-in-class accuracy
Provide your users with answers they can trust. Pryon is built on industry-leading multimodal ingestion and retrieval, providing 95%+ recall, faithfulness, and relevance out of the box.
Federated search
Break down the walls between data silos. A single query pulls verified facts from every connected source—wikis, ticketing tools, file shares, SQL tables—and fuses them into one cohesive answer, so users see the whole picture instead of fragmented snippets.
Semantic search
Help your users go beyond keywords. Provide relevant responses to even the most ambiguous queries by surfacing conceptually related passages using large-scale embeddings and intent expansion.
Web search
Fill knowledge gaps by optionally augmenting private results with information from trusted public web sources.
Compatibility with complex data
Meet your user's data no matter what form it’s in. Pryon automatically parses handwriting, scanned PDFs, tables, and complex layouts into searchable, chunked text — no manual preprocessing required.
Fine-grained attribution
Every fact in the generated response cites its exact source sentence, paragraph, and document, so users can verify facts instantly. Learn more in our deep dive blog post.
Integration with your preferred front end
With Pryon, you stay in control of the user experience. Leverage our APIs to deliver answers in your product’s existing interface or in another app, such as Slack or Teams.
Cutting-edge AI innovation
Ship the power of a frontier AI R&D lab to every one of your customers. As Pryon rolls out new multi-hop retrieval, planning, and autonomous-agent techniques, your product inherits them instantly — no refactors, no poring through the latest research papers, just continual upgrades that keep your offering up to date with the latest AI advancements.
FAQs
How can I integrate and deploy Pryon Embedded Intelligence?
We designed Pryon Embedded Intelligence to fit seamlessly within your existing front end and tech stack. Integrating and deploying Pryon Embedded Intelligence takes just weeks, including help from our expert solutions team and flexible deployment configurations, such as in on-prem and VPC environments.
Why shouldn’t we just build AI into our product using open-source components?
Creating a home-grown RAG-based solution might sound simple, but these in-house solutions often end up brittle, difficult to maintain, and unable to meet enterprise-grade ingestion and retrieval requirements — such as the ability to navigate complex documents, handle ambiguous queries, and perform federated search. Choosing Pryon Embedded Intelligence means getting a trusted, reliable, and proven solution that requires minimal developer time, enabling your devs to focus on the product that matters most: yours.
How does Pryon Embedded Intelligence connect to my customers’ data?
Pryon’s expert solutions team can build a custom connector to your platform. Pryon Embedded Intelligence also comes out of the box with connectors to common data sources, such as SharePoint, Box, Amazon S3, Confluence, and Salesforce Knowledge Articles. Our universal connector framework lets you create connectors to other data repositories as well.
What if I already have a generative LLM in mind?
Pryon Embedded Intelligence works great with any third-party LLM, such as o3, Sonnet 3.7, or Llama 4.1. Choose Pryon’s in-house LLM to ensure your customers’ data is never used to train AI models.
How does Pryon Embedded Intelligence mitigate hallucinations?
As a retrieval-augmented generative (RAG)-based AI solution, Pryon only produces generative responses based on what it has retrieved from ingested content. Organizations can trust Pryon to only base outputs off their trusted content and to refuse to make up an answer if it doesn’t have the right information to answer a question. Finally, every answer generated by Pryon’s LLM comes with fine-grained source attribution, so users can easily gather additional context as needed.
Why should I choose Pryon?
DIY stacks drown you in brittle connectors, patchwork parsing pathways, and endless tuning & troubleshooting. Meanwhile, toolkits from cloud service providers (CSPs) bolt pricey, lock-in services onto a pipeline that still misses the mark on speed, scale, and governance. Pryon Embedded Intelligence replaces that chaos with a turnkey, end-to-end RAG layer —resilient ingestion, intelligent retrieval, fine-grained attribution, and enterprise-grade security — so you can launch trustworthy AI features built on top of the data that your users care about.