Knowledge & Research Systems

A source-linked internal knowledge and research workflow that answers defined recurring questions with provenance and flags genuine gaps instead of inventing answers.

For UK small teams, consultancies and service businesses with scattered internal knowledge and recurring research questions. Staff repeatedly search the same documents, inboxes and public sources, lose prior decisions and recreate research that already existed.

Request a pilot assessment

When it becomes useful

Trigger

A team can name recurring questions or research tasks that require searching the same approved sources each week or month.

Pilot

Organise one bounded source set and deliver a tested research/knowledge workflow for a small set of recurring questions.

from £99

Indicative starting price; final scope and price are agreed before work begins.

What goes in

  • approved documents/data sources
  • recurring questions
  • access boundaries
  • desired brief/output format

What comes out

  • organised source set
  • source-linked answers or research briefs
  • uncertainty/gap list
  • update workflow

What can be automated

  • ingest approved material
  • normalise/index
  • retrieve relevant evidence
  • generate source-linked draft answers
  • record updates and gaps

What stays human

  • approve sensitive source access
  • review high-impact or ambiguous conclusions
Recurring option

Ongoing source updates, research briefs, knowledge maintenance and exception review.

from £79/month

Only after the workflow proves useful and repeatable.

Boundaries

Controlled by design

  • Do not ingest unnecessary sensitive/confidential data.
  • Do not present unsupported model output as a fact; retain source provenance and uncertainty.
  • Respect access controls, copyright/licensing and customer data boundaries.
  • High-impact legal, medical, financial or contractual conclusions require appropriate human/professional review.

Start with the smallest useful test.

Describe the current task, frequency, systems and desired result. We will assess what can be automated and what should remain a human checkpoint.

Request the workflow audit