Haystac Platform / Orion

Grounded generative insight for enterprise content.

Orion combines retrieval-augmented generation with domain-aware content understanding to deliver accurate, contextual answers, summaries, recommendations, and decision support.

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RAG-powered answers Generate outputs grounded in relevant source content.

Multiple deployment modes Support transactional, enterprise, and correlative insight patterns.

Reduced hallucination risk Bias generative outputs toward known, retrievable content.

Where Orion Fits

Step 3: Generate insight Move from document understanding to contextual answers, summaries, and recommendations.

Standard, Enterprise, Professional Support inbound transactional content, enterprise repositories, and deeper correlative reasoning.

Foundation for Polaris Insight becomes the input for downstream recommendations and automated action.

What Orion does

Orion is Haystac’s generative insight layer. It uses retrieval-augmented generation to ground AI outputs in relevant content, helping teams move from extracted data to contextual understanding and faster decisions.

Answer content-driven questions

Generate accurate, context-aware responses based on retrieved source material rather than generic model memory alone.

Summarize and recommend

Create summaries, highlights, and recommended next steps from complex document or repository content.

Support better judgment

Help teams review, adjudicate, and understand cases faster with grounded, explainable AI output.

Standard Edition Real-time insight from inbound transactional content.

Enterprise Edition Insight across enterprise repositories and shared knowledge.

Professional Edition Correlative insight using deeper relationship-aware reasoning.

Grounded output Bias generative responses to retrievable source information.

How Orion works

Orion retrieves relevant content first, then generates insight grounded in that content so outputs are more accurate, explainable, and useful in enterprise environments.

Step 1 Retrieve relevant content

Relevant transactional, repository, or correlative content is identified before generation begins.

Step 2 Ground the response

Generative output is biased toward the retrieved source material rather than unconstrained model behavior.

Step 3 Generate insight

Summaries, answers, recommendations, and contextual responses are produced for the user or system.

Step 4 Feed downstream action

Insight can be used by reviewers, host systems, or Polaris to trigger next-best actions.

Key capabilities

Orion is designed to make generative AI more trustworthy and practical for enterprise use.

Retrieval-augmented generation for grounded enterprise outputs.
Support for transactional, enterprise, and correlative insight workflows.
Multi-modal RAG support across text and visual content.
Scalable retrieval layer that can evolve without retraining the whole system.

Best-fit use cases

Orion fits knowledge-heavy workflows where context and accuracy matter.

Claims review and adjudication support.
Customer-facing or employee-facing question answering.
Knowledge discovery across enterprise repositories.
Recommendations and contextual insight across regulated business workflows.

Explore the platform

Orion is the insight layer within the broader Haystac platform.

Chicago Document classification and separation Nashville Multi-modal document parsing Orion Generative insight and decision support Polaris Action layer and workflow automation

Generate insight you can trust.

Orion helps organizations move from retrieved content to grounded, usable decision support.

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