Two-Week AI Workflow & QC Sprints: Moving Stalled Pilots into Daily Team Use
How founders and operations leaders use a fixed-scope two-week sprint to audit one high-friction bottleneck, deploy a self-checking workflow with human checkpoints, and keep the runnable QC harness.
Not every company needs a full-time AI hire on Day 1. And nobody wants an open-ended hourly retainer that hands over a slide deck in week six. Often you have one painful bottleneck in support ops, compliance training, or content QA, and you want it working cleanly in two weeks.
So alongside full-time remote and fractional leadership roles, I run fixed-scope two-week workflow sprints.
Before we even talk: See a working Day-1 prototype
You don't have to guess how I build. Drop your bottleneck or job link into the prototype form. My automated pipeline runs a custom four-stage workflow and three-vendor check for your company, then publishes it at jdurey.github.io/for/<your-org>/ for free.
Week 1: Real desk inputs, golden set, and stage wiring
In days one through five, we pull 25 to 50 real past tickets or docs from your team. We lock plain yes/no pass rules with your domain lead and wire the multi-step pipeline inside your own cloud accounts. Python hooks check structure before any model runs, so bad inputs fail fast and cheap.
Week 2: Cross-vendor judge gate, staff playbook, and handoff
In days six through ten, we tune a two-vendor quality gate against your golden set, build the human review card for gray-area cases, and run a live handoff lab with your staff. You keep 100% of the clean Python code, prompts, test cases, and .jsonl logs. Zero lock-in.
Want to scope a bottleneck or talk through an open remote role? Grab 20 minutes on Cal.com or interview my 3-minute AI video twin first.
Frequently asked questions
What deliverables come out of a two-week AI workflow sprint?
You receive a ranked workflow audit, a working multi-stage pipeline with human checkpoints running in your stack, a calibrated cross-family QC harness on 25 to 50 real test cases, and a plain-language operating playbook for your team.
How is pricing structured for a workflow sprint?
Sprints are scoped and priced as a flat fixed fee ($2.5k to $10k depending on integration depth) agreed on a 20-minute scope call, with zero open-ended hourly billing.
Can we test how the workflow architecture applies to our company before booking a call?
Yes. Submit your workflow or open role at jdurey.github.io/#commission-prototype to receive a free custom runnable prototype built for your organization.