


Bring useful AI capabilities into the applications, data and workflows your business already uses.
Illustrative integration concept (for illustrative purposes)
Simulated demonstration
Add AI capabilities to your existing applications, data and workflows — in a way that fits your users, processes and business goals.
Simulated demonstration
Give your users helpful AI capabilities inside the applications they already use — with a familiar experience and relevant business context.

Illustrative embedded AI feature (for illustrative purposes)
A flexible set of capabilities that can be integrated into your products and tailored to your business needs.
Embed an AI assistant into your application’s interface and workflows.
→Find and surface relevant information from your business data and documents.
→Turn long content into clear summaries or draft responses for your users to review.
→Convert unstructured content into structured information for your systems.
→Integrate with the right models and providers through secure APIs and your stack.
→Suggest next steps or draft responses for your users to review.
→The same AI capabilities can be applied in different ways across your products, helping your users get more done.

Embed answers to common questions and get support.

Retrieve and summarize approved knowledge.

Summarize and organize incoming information.
Design access, retrieval and response behavior around your application and users.

Whether you are adding a single feature or integrating across multiple systems, we design the solution to fit your technical environment and business needs.

Work with your existing systems and integrations.
Choose the right models for your use case.
Embed AI into the right parts of your product.
Design appropriate controls for your data, users and use cases.
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Control what data the AI can access and use.
Review and refine responses for your use cases.
Require review before important actions.
Handle edge cases and monitor usage in real scenarios.
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Evaluate with representative tasks, real constraints and real users.
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Check quality and relevance.
Verify information and references.
Explore edge cases and failure handling.
Gather feedback from real users.

A structured approach to design, build and launch AI capabilities in your application.
Identify the right problems to solve.
Understand available data and access needs.
Plan integrations and model selection.
Define how to test, launch and manage usage.
Yes. We design AI features around your current application, data and workflows.
Yes. Retrieval can be designed around approved documents and records, with appropriate access controls.
Yes. We help you compare and select providers and models for your use case.
Yes. Human approval steps can be built in for sensitive or important actions.
Usage costs depend on the provider and volume; we plan and review them with you.

Turn your existing systems into more capable, more efficient tools — designed around your users and real work.