ASSESSMENT WORKFLOW
AI-Assisted Assessment Workflow
Making a document-intensive assessment take less effort, while keeping review and judgment in the workflow.
Read the work noteVIVEK JAIN / BUILDER, OPERATOR & ADVISOR
I help leaders identify valuable AI opportunities, build working solutions, and put the right controls around them.
Hands-on enterprise AI delivery, with the commercial and financial judgment to make it useful. From platform ownership to pricing and adoption, I connect the work to the business.
For teams solving a business problem—and organizations looking for their next leader.

SELECTED WORK
Two workflows from former-employer work where AI helped reduce task effort. A closer look at the approach and boundaries of each result.
ASSESSMENT WORKFLOW
Making a document-intensive assessment take less effort, while keeping review and judgment in the workflow.
Read the work noteQUESTIONNAIRE WORKFLOW
Helping teams work through enterprise questions with a useful assistant and a clear place for human review.
Read the work noteReported task-effort comparisons from my project experience. These describe specific workflows and are not guarantees for other projects.
SELECTED FROM THE WORK LIBRARY
See how AI, governance, and commercial judgment connect to the work.
A versioned policy draft defining accountable ownership, risk-based approvals, information controls and evidence requirements across the AI lifecycle.
An enterprise Question Assistant I implemented at Fortress, combining RAG and hybrid retrieval with three LLM-backed agents and human oversight.
An illustrative pricing assistant that makes assumptions and tradeoffs visible while keeping commercial authority with people.
START WITH THE PROBLEM
Explore how a business challenge connects to a practical design and its evidence.
A versioned policy draft defining accountable ownership, risk-based approvals, information controls and evidence requirements across the AI lifecycle.
WRITING & IDEAS
Recent writing, originally published on LinkedIn, on how AI changes delivery, pricing and the shape of enterprise work.
Explore my writingJune 13, 2026
January 3, 2026
May 17, 2025
A LITTLE ABOUT ME
My career grew from hands-on technology into enterprise data, AI and commercial leadership. I enjoy turning complex problems into tools and decisions that people can actually use.
That means looking beyond the model: at the platform, economics, controls and people who make a solution work.
My story & experienceLET’S TALK
A defined project or a leadership opportunity. Start with the challenge, and we can work out the right shape together.