How We Work
Technology and senior expertise. One service.
We agree the work, process the material, apply professional review and return a usable result.
Four stages, one engagement
- 01Define the workAgree the question, the relevant material and the deliverable.
- 02Work through the materialProcess, search, extract and cross-reference the supplied records.
- 03Apply professional reviewReview the findings and identify the issues that need further attention.
- 04Deliver usable workReturn the agreed output with findings connected to their sources.
Two layers, working together.
01 / Technology
Technology does the work at scale.
Technology processes, searches, extracts and cross-references the material within the agreed scope.
02 / Senior Expertise
Senior expertise gives the work direction.
Experienced professionals define the question, review the findings and apply judgment to the issues that matter.
Two operating principles
Keep the finding connected to the source.
Material findings retain a path back to the underlying record, so your team can inspect the supporting material.
Make the status of each finding clear.
Source material, analysis and unresolved questions are kept distinct in the deliverable.
Context
"AI systems are inherently socio-technical in nature, meaning they are influenced by societal dynamics and human behavior."
NIST — AI Risk Management Framework 1.0 · 2023
Executive Summary, printed page 1. Describes social and technical interaction; not proof that professional review always improves outcomes, certification or endorsement of CRUNCH.
Read source