01 AI work design for people and teams

AI changed what
people can build.

Most work still follows the old path.

Premise & Practice helps people and teams choose the right work to change, rebuild it around what AI makes possible, and prove the new way in practice.

02WHERE YOU'RE STARTINGCHOOSE THE CLOSEST VERSION

Start where
the work is stuck.

You do not need to diagnose the offer before you arrive. Start with the situation you recognize. The right form of work follows from there.

Organizational starting point

Choose the work that has earned the right to become a pilot.

Map the real work, surface inherited assumptions, rank the opportunities, and narrow the field before a team spends time building the wrong thing.

03WHAT WE DOTHE WORK, NOT THE CAPABILITY LIST

Three ways to move
from premise to practice.

The form changes with the decision. The discipline does not: start with the outcome, keep human judgment visible, and make the result prove itself.

The Audit

Several AI ideas. One useful place to begin.

WHO IT'S FOR

Teams and leaders with pressure to act, but no defensible way to choose the first opportunity.

See the full offer
WHAT HAPPENS
  1. 01Map the recurring work
  2. 02Rank value, feasibility, and risk
  3. 03Define one bounded pilot
WHAT YOU LEAVE WITH

A prioritized opportunity map, pilot brief, and proof plan.

WHAT THIS IS NOT

Not a technology shopping list or a generic AI maturity score.

04THE PREMISE TO PRACTICE METHODMETHOD / V1.0

Keep the judgment visible
from the first question
through real use.

The method is the connective tissue across every offer. It turns a point of view into a repeatable way of working.

  1. 01ASSUMPTION

    Find the old premise

    Name the constraint, handoff, or belief that shaped the current work.

  2. 02REVISION

    Rewrite the work

    Design the path around what people and AI can do now.

  3. 03WORKING VERSION

    Build close to reality

    Make the smallest version that can survive real data and real boundaries.

  4. 04EVIDENCE

    Prove it in practice

    Watch what happens, keep what helps, and change what does not.

05PROOF OF PRACTICEINSPECT THE WORK

The work has to
hold up close.

Follow one example from the inherited workflow through the working system and into the evidence review. See what changed, what failed, what still belongs to a person, and what the evidence supports.

SYNTHETIC TEACHING CASE

Method and artifacts are real. Results are illustrative, not client outcomes.

01 / THE WORK BEFORE

A manually assembled decision memo

  • 120 minutes
  • 5 handoffs
  • 1 typical rewrite
  • Reviewer confidence: 3/5

The inherited assumption was that leadership needed one manually assembled narrative before it could compare the options.

02 / THE REBUILT SYSTEM

A source-linked decision brief

  • Facts separated from estimates
  • Conflicting evidence preserved
  • Human approval remains visible
  • Unsupported claims stop the system

A program lead verifies the evidence and completeness. Leadership still chooses the option.

03 / WHAT PROOF REVEALED

The evidence did not earn a victory lap

  • Adoption was uneven
  • Exceptions were omitted
  • Time savings were unmeasured
  • ROI could not be supported

The review produced three defensible choices: extend, narrow and repair, or pause.

ARTIFACT / 01Workflow Definition

The before-state, outcome, and inherited assumption.

ARTIFACT / 02Working System Brief

Inputs, boundaries, human approval, quality bar, and stop condition.

ARTIFACT / 03Evidence Record

Real uses, corrections, failures, uncertainty, and the next decision.

FOUNDER NOTE / RUSTY WALTERS

Close enough to the work to know where the tidy story breaks.

WHY PREMISE & PRACTICE EXISTS

Access became common.
Judgment did not.

Rusty works at the intersection of AI, work design, data, and adoption. He built Premise & Practice to help nontechnical people use AI in consequential work without surrendering judgment or accountability.

The work starts before the prompt: choose the right problem, make the human decision visible, build a bounded system, and prove what holds up.

More about Rusty and the work →
WORKING PREMISEBETTER PRACTICE

What part of your work
still assumes the old rules?

Bring the real version. We will work out whether it belongs in an Audit, a Build Day, an advisory conversation, or somewhere else entirely.

Start a conversation
Premise & Practice | AI Work Design for People and Teams