Start with a defined trigger
An owner defines a question, source scope and intended use.
Knowledge work
Research Brief Synthesis:
Research Brief Synthesis:
the workflow in practice.
Approved research question-to-evidence brief
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Do not invent citations or imply that a source supports a stronger claim than it makes. Respect source access and reuse rights.
Assemble the right context
Collect authorized sources with publication details, methodology where relevant and the agreed evaluation criteria.
Perform the bounded task
Summarize relevant findings, preserve conflicting results and identify limitations or gaps.
Review before taking action
A subject reviewer checks source interpretation and decides which conclusions are justified.
Deliver and record the result
Save the accepted brief with source links and a clear statement of scope.
Build an improvement loop
around real work.
Measure unsupported conclusions, citation errors, omitted disagreement and reviewer effort.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
Build it. Build with us.
Or have us manage it.
The workflow stays centered on your business. The engagement determines who learns, implements and operates it.
Your team owns the build.
Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.
Explore the $2,500 package ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗START WITH YOUR WORKWhere is your team
Where is your team
doing too much by hand?
Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.