AI PAIRING TABLE
By Bump Bench
FOR INDEPENDENT THERAPISTS, CARE PROFESSIONALS & SMALL PRACTICES
Professional Learning Design Before AI Supports the Work
Instructional Design for client and caregiver facing resources
Bump Bench is led by an instructional designer with experience organizing complex information, learning materials, and client-facing work. Each engagement begins with what the person needs to understand or do, not with the AI tool.
That professional structure is then translated into a working resource and written AI instructions the practitioner can review, use, and continue developing in their own account.
In person in Loudoun County, Virginia.

Why Bump Bench
A client or caregiver may understand what was discussed during an appointment and still have difficulty using it later. The steps may be hard to remember, the right time to use them may be unclear, or the resource may not fit what is happening in daily life.
Bump Bench applies professional instructional design to that gap. The work begins with one defined learning need, then one resource and tailored written AI instructions are prepared around the person who will use them.
The practitioner leaves with one completed example and written instructions that can be reused in their own ChatGPT or Claude account to create additional related resources afterward.
The work begins with who will use the resource, what they need to understand or do, and where they will use it.
The practitioner brings the knowledge, examples, judgment, and understanding of what will work in real life.
The completed resource and tailored written AI instructions can support additional related resources after the engagement.
AI receives the approved information and written instructions connected to the resource. Final review and professional judgment remain with the practitioner.
The Bench Between Projects
In consulting, the bench is the space between assignments, a place to review what worked, prepare what comes next, and carry useful lessons forward.
Bump Bench was shaped by more than a decade of work in instructional design, knowledge management, process improvement, and change management. Across those roles, the work rarely began with a tool. It began with what people needed to understand or do and what could make that difficult in real life.
That same principle guides the AI Pairing Table™. Professional expertise is organized into a clear learning resource before AI is asked to support the work.
Bump Bench represents that preparation space between the expertise a practitioner already holds and the resource a client or caregiver will eventually use.

Hannah Lane
Founder
