Your demo works.
Make the next step clear.

• The demo works on a few examples, but the team cannot define an acceptable error rate.
• The information it needs is spread across documents and business systems.
• Security, cost, and support questions have no clear owner.

We start with the workflow and its consequences. Then we define the architecture, test cases, and decision needed to move forward.

1. Choose one job. Name the user, the task, and what happens when the output is wrong.
2. Test the real path. Include data access, failed requests, human review, and operating cost.
3. Make the decision. Agree what must be true to build, change direction, or stop.

Our 10-Day Agent Readiness Sprint is a fixed-scope way to do that work, including a thin prototype. The sprint is a starting point for a production decision; the production rollout is scoped separately.

See an illustrative sprint deliverable.

We led the AI initiative at Lincoln Financial Group. Our broader platform experience includes architecture, product engineering, and technical leadership at Datasite.

See our role at Datasite and how we approach AI engineering.

“Hot Pixel Group was critical to the growth of our team and the success of Datasite.”Jeremiah Ivan · SVP Engineering, Datasite