01
Faster retrieval
Reduce the time spent searching across large collections of approved documents.
AI / Enterprise knowledge
AI document intelligence
grounded in approved sources.
XRAI turns approved enterprise documents into a governed knowledge workflow that helps teams find, verify and use information faster.
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Operational need
Make institutional knowledge easier to use without losing its source.
Important knowledge is often distributed across policies, procedures, specifications and project files. Conventional search depends on exact wording, while general AI can produce answers without dependable evidence. Document intelligence combines structured ingestion, semantic retrieval and source-grounded generation so users can review the material behind every response.
02
Source visibility
Return references with responses so users can inspect evidence before acting.
03
Governed access
Respect document ownership, permissions, retention and accountable escalation paths.
What we deliver
A complete route from definition to operational use.
- Document ingestion and parsing
- Semantic search and retrieval
- Source-grounded AI responses
- Permissions and access controls
- Evaluation and monitoring
- Enterprise workflow integration
Delivery model
Move from uncertainty to validated capability.
Each stage retires a different delivery risk. The sequence adapts to the maturity of the requirement and the constraints of the operating environment.
- 01
Scope
Define users, questions, source collections, permissions and the decisions the system may support.
- 02
Prepare
Parse, clean and structure documents into traceable knowledge units with metadata.
- 03
Retrieve
Test semantic retrieval against representative questions and difficult source material.
- 04
Govern
Validate responses, citations, access, monitoring and escalation before wider deployment.
Representative applications
Use cases shaped by the environment.
01
Policy and procedure search
02
Technical document assistance
03
Project knowledge retrieval
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Employee onboarding
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Requirements analysis
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Regulated knowledge workflows
Questions
What decision-makers usually ask first.
How is document intelligence different from a general chatbot?
It constrains responses to approved enterprise sources, returns references and operates within defined permissions and governance rather than relying on unrestricted model knowledge.
Which document formats can be supported?
A solution can ingest common formats such as PDF, Word and text, subject to document quality, permissions and the structure needed for reliable retrieval.
Can the system be deployed securely?
Deployment can be designed around enterprise identity, access controls, data location, retention, logging and model-provider requirements established during discovery.
Begin
Define the operating need. Then select the technology.
Share the users, environment and outcome you are working toward. XRAI will help define a practical route from initial evidence to deployment.
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