Use cases

What Janus.Guru can do in daily work

Start with the job, not the technology: compare facts, find a primary source, prepare a brief, check a provision, or draft a careful explanation.

Working roles

One product, different useful outcomes

Each prepared question opens with the relevant public collection. Edit it before sending.

Analyst

Compare regions or positions without losing the evidence behind the conclusion.

Daily friction

Data and wording are scattered, so every number must be checked again before a presentation.

What you can take away
  • structured comparison
  • data gaps and caveats
  • sources to verify
Open a prepared question

Journalist

Find the primary wording, context, and recurring public statements.

Daily friction

Search returns summaries, while publication still requires the original statement.

What you can take away
  • relevant statements
  • context without mixing positions
  • sources to open manually
Open a prepared question

Editor

Prepare a checkable brief before a story, broadcast, or public answer.

Daily friction

Drafts mix facts, conclusions, and quotations, while there is little time for manual sorting.

What you can take away
  • a short author brief
  • facts separated from interpretation
  • items for editorial review
Open a prepared question

Lawyer

Find the applicable provision and check the fragment behind the answer.

Daily friction

Similar wording can appear in several documents, and free paraphrase creates avoidable risk.

What you can take away
  • relevant provisions
  • document and fragment links
  • an explicit evidence gap
Open a prepared question

Civil servant

Prepare a clear reference basis for a citizen or an operator.

Daily friction

The procedure must be explained plainly without leaving the responsible unit's remit.

What you can take away
  • a neutral note
  • the governing documents
  • the boundary where an owner must answer
Open a prepared question

Broader routes

When one question is not enough

These routes are for pilots that need an owned, refreshable collection and a clear review process.

Legal

Regulatory documents

Find a provision, show the evidence, and keep professional review in the loop.

Public service

Government portals

Give citizens and operators careful answers tied to the approved source set.

Honest boundary

What Janus.Guru must not decide for a person

Practical start

One collection, 20–30 control questions, a measurable result

A pilot should support a decision on real data, not on promises.