RAG & Knowledge Systems

Find the answer.
Show the source.

We build knowledge systems that answer from your company’s documents and records. Relevant sources, current versions and appropriate access help your team judge whether an answer is safe to use.

Product knowledge · technical documents · cited answers

2 to 4 weeksto a focused working proof
Senior engineeringresponsible for the implementation
Magus.TECHNICAL KNOWLEDGE / RAG

Technical knowledge / RAG

Example
Product support / knowledge search

Does this component apply to this model and serial range?

01
IdentifyModel and serial range
02
RetrieveCurrent manual + bulletin
03
AnswerRelevant passages cited

Conflicting guidance goes to a specialist.

Use model and revision details to narrow the source set.

01 · THE WORK

Built for the work your business needs

We build knowledge systems that answer from your company’s documents and records. Relevant sources, current versions and appropriate access help your team judge whether an answer is safe to use.

02 · THE IMPLEMENTATION

Where it can make a difference

01

Company knowledge

Retrieve policies, processes and internal guidance without relying on someone who remembers where it lives.

02

Technical support

Find the document that applies to the product, model or version in front of the team.

03

Case research

Bring together contracts, correspondence and records while preserving the source behind each finding.

03 · THE IMPLEMENTATION

What we implement

01

Prepare the sources

Establish which documents are authoritative, how versions change and who owns them.

02

Retrieve and explain

Build search and answer generation that preserves citations and makes gaps or conflicts visible.

03

Respect access

Test who can retrieve what and how updates, removals and permissions reach the knowledge system.

IMPLEMENTATION EXAMPLE

Find the right technical answer for the right product revision

An operator needs a product or compatibility answer for a specific model or serial range.

THE EVIDENCE

What the system needs

  • Model, variant and relevant serial range
  • Approved manuals, revision history and technical bulletins
  • Compatibility tables and escalation instructions
THE CHECKS

What this example checks

  • Retrieve the sources that apply to this product revision.
  • Identify conflicts, superseded guidance or missing model details.
  • Attach the supporting passage and document version to the answer.
THE WORKING RESULT

What reaches the team

A cited technical response, or an explicit request for the details needed to answer reliably.

The decision boundary

The responsible specialist reviews uncertain or consequential advice. The system does not treat a similar model’s manual as evidence for this one.

WHAT THIS EXAMPLE WOULD TEST

Test real questions that include changed revisions and near identical products. Measure wrong document retrieval, citation support and appropriate escalation.

Illustrative implementation scope. This describes a possible build, rather than a claimed client result.

05 · THE WORK

From a useful proof to daily use

Test a representative question set, including questions that should not be answered. Evaluate retrieval relevance, citation support, access boundaries and handling of outdated sources.

A focused proof of concept ships in 2 to 4 weeks. We use the findings to scope production integrations, access, monitoring, rollout and support.

DELIVERED THROUGH OUR SERVICES

The work behind the solution.

YOUR NEXT STEP

Which answers are already somewhere in your business?

Bring us one workflow, real examples and the people who know the work. We’ll identify a practical first build.

LET’S START WITH THE WORK

Book a discovery call.

Tell us where the work gets stuck. We’ll explore a practical first project with our senior AI engineering team.

YOUR PRIVACY