aiqorxResearch assistants
Connect a summary to supporting passages.
AI & intelligent workflows / Retrieval-augmented generation
Answers that stay connected to evidence.
Retrieval-augmented generation brings relevant source material into a model’s context so an answer can be grounded in a defined body of information.
Talk through your project
Technology in focusRAGEvidence / Evaluation / Control
A connected engineering approach
- 01Experience
People, tasks, accessibility
- 02Application
Components, logic, integrations
- 03Foundation
Data, operations, maintenance
The architecture follows your product requirements.
01 / Where it fits
Built around
a real use case.
Knowledge access
Help users find information across a document collection.
Controlled information products
Keep access rights and source freshness in the retrieval path.
02 / Architecture
The decisions
behind the build.
A sound foundation
Plan ingestion, parsing, chunking, metadata, retrieval, and citation mapping as one system. Carry permissions through every stage and keep source versions available.
The tradeoff to consider
Retrieval does not guarantee truth. Missing passages, stale documents, and weak citation mapping can all produce misleading answers.
03 / Delivery & care
Make it work.
Keep it dependable.
Quality in the details
Evaluate retrieval relevance separately from answer quality. Test contradictory sources, missing evidence, access boundaries, and freshness.
Understand
Review the users, existing systems, constraints, and definition of success.
Shape
Document the architecture, interfaces, risks, and delivery scope.
Build & validate
Review working increments against real use cases and failure conditions.
Handover & evolve
Prepare operating guidance, ownership, and a practical maintenance plan.
04 / A few useful questions
Before you begin.
Is RAG the right choice for my project?
Retrieval does not guarantee truth. Missing passages, stale documents, and weak citation mapping can all produce misleading answers.
Can we improve an existing application?
Start with a code and architecture review. The useful outcome is a clear decision about what to keep, improve, or replace, with the dependencies and delivery risks made explicit.
How are scope and cost determined?
The estimate depends on the workflows, integrations, platform requirements, and quality expectations. A focused discovery phase can reduce uncertainty before committing to the full build.
What happens after launch?
Agree on source ownership, documentation, monitoring, support responsibilities, and a maintenance plan as part of the engagement.
Something in mind?
Let's buildwhat's next.
A new website. A better product. A bigger possibility.It starts with a conversation.