Document ingestion pipeline
Load PDFs, Word files, spreadsheets, databases, and internal notes into a repeatable update flow.
Applied AI
Make organizational knowledge searchable, usable, and governed
We connect documents, databases, and internal knowledge to search and assistant interfaces with visible sources and permissions.
Operating problem
Important knowledge is scattered across PDFs, Word files, spreadsheets, databases, shared drives, and people
Important knowledge is scattered across PDFs, Word files, spreadsheets, databases, shared drives, and people.
- Employees lose time searching for answers
- Answers change depending on who is asked
- Knowledge access needs permission boundaries
- AI tools cannot be trusted without source visibility
System architecture
System architecture
Each engagement is designed across business material, software layers, and deployment operations instead of delivering an isolated feature.
- 01
Ingestion
Connect documents, databases, folders, and internal knowledge sources.
- 02
Retrieval and AI layer
Use embeddings, hybrid search, citations, prompts, review boundaries, and model routing.
- 03
User workflow
Expose search, assistant, review, and admin interfaces that fit the work.
Deliverables
Deliverables
Vector and keyword retrieval
Combine semantic and keyword search for better recall and precision.
AI answer interface
Build the search or assistant surface teams use to ask questions.
Citation and source controls
Show where an answer came from so users can verify it quickly.
Permission-aware retrieval
Respect role and content boundaries during search and answer generation.
Admin and content refresh workflow
Give owners a process to update, remove, and review knowledge sources.
Deployment and maintenance
Deployment and maintenance
Private AI ready
Support model and data choices that fit internal security requirements.
Cloud, hybrid, or on-premise options
Deploy retrieval, storage, and AI services where the data is allowed to live.
Access rules, audit trail, and maintenance plan
Document permissions, review points, and refresh cadence.
Related work