Agent skill

phase2-results

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SKILL.md

R — Results: Outcome Alignment

"We don't know if we succeeded unless we defined what success looks like before we started."

Do not discuss solutions or architecture until this phase is complete.

Step 1: Stakeholder Register — Pre-fill, Elicit, Confirm

Do not open a blank register and ask "who are the stakeholders?" — you already have what you need to start.

Pre-fill from existing docs:

Register section Source
Primary users docs/problem-statement.md — who the problem belongs to
Adjacent teams / employees docs/problem-statement.md — business context, who touches the process
External users / customers docs/value-proposition-canvas.md — customer profile (external projects)
Impact per stakeholder docs/problem-statement.md — what changes for each group when the problem is solved
Human-in-the-loop zones docs/problem-statement.md — constraints; docs/swot.md — threats (external)

Draft the register, then work through it with three elicitation moves before confirming:

Move 1 — Surface the hidden stakeholders

"Here's everyone I see being affected. [Primary user], [adjacent team], [sponsor]. Before we go further — who else touches this process, even occasionally? The person who only shows up when something goes wrong. The team that gets the output but has no say in the input."

People forget about downstream consumers, compliance reviewers, support staff. Get them on the register now.

Move 2 — Challenge the impact ratings For each stakeholder, name the impact and let them push back:

"I've marked [team X] as neutral — they're not doing the work differently, just receiving better output. Does that feel right, or are there ways this actually makes their life harder before it gets better?"

Neutral is often wrong. Changes create transition friction even when the end state is better. Flush that out.

Move 3 — Elicit the HITL zones

"For each of these groups — where in this process would you be uncomfortable with a fully automated decision? Where does a human need to stay in the loop, even if the AI could technically handle it?"

Don't pre-fill HITL zones — let the client name them. Their discomfort is the signal, not your inference.

Confirm the completed register:

"Here's the full picture. Does anything feel wrong before we lock this and move to baselines?"

Save to docs/stakeholder-register.md


Step 2: Baseline Measurement

Measure the current state before anything is built. This is the "before" that Phase P will measure against.

  • Time to complete the action
  • Cost / money spent on process
  • Error rate / rework frequency
  • Frustration level (survey or 1-10 interview score)
  • Tools used, open tabs, manual steps — the "friction inventory"

Pre-fill what you can from Phase C process walkthrough and constraints. Ask the client to fill any gaps:

"I've estimated the current baseline at [X time / Y cost / Z errors]. Does that match your experience, or are you seeing different numbers?"

If you can't measure the baseline, you can't prove the outcome.

The Jokić principle: Nikola Jokić is the least athletic MVP in NBA history. He just sees the floor better than anyone. Baseline measurement is seeing the floor. Nobody wants to do it. It's unglamorous, slow, and the client always thinks it's unnecessary. Do it anyway. It's what separates builders who prove their value from builders who hope the client forgets to measure.

Save to docs/success-metrics.md (Baseline Measurements section)


Step 3: Desired Projection

Define where metrics should land post-implementation.

Pre-fill with reasonable targets derived from:

  • Phase C ROI / gains identified
  • Market research benchmarks (external projects)
  • Industry standards for the problem type

Then present:

"Based on what you told me in Phase C, I'd expect this to get us to [X% improvement / Y time / Z cost]. Does that feel ambitious enough, or are you aiming higher?"

  • Prefer relative metrics (% improvement) over absolute values
  • Map second-order effects — one metric often has downstream impact

    "Checkout <1min" → reduces cart abandonment → increases revenue

  • Set both quantitative and qualitative targets

Save to docs/success-metrics.md (Success Targets + Second-Order Effects sections)


Alignment Negotiation

Client sponsor speaks money and risk — use that language.

  • Present tradeoffs explicitly: metric target ↑ = scope/budget/timeline ↑
  • Flag human-in-the-loop zones proactively (legal, security, high-stakes)
  • "Everything is possible. Not everything is worth it. Here's what each option costs."
  • Iterate until aligned — do not proceed without sign-off

Watch for inat. In Serbia we have a word: inat — stubborn spite so pure someone would cut off their nose to prove a point. You'll see it in clients too. They've already decided the solution before walking in. You show them the data, the tradeoffs, the better path — and they dig in harder. Recognise it. Don't fight it head-on. Name the tradeoff calmly, put it in writing, and let them own the decision. Their inat, their accountability.


Phase 2 Outputs

Save both files before closing Phase R. They are inputs to Phases I, S, and P.

File Contents Required?
docs/stakeholder-register.md All impacted parties, their stakes, HITL zones Always
docs/success-metrics.md Baseline measurements, success targets, second-order effects, qualitative targets, client sign-off Always

Exit Checklist

  • Stakeholder register pre-filled, elicited (3 moves), confirmed → docs/stakeholder-register.md
  • Hidden stakeholders surfaced (downstream consumers, compliance, support)
  • Impact ratings challenged — neutral validated, not assumed
  • HITL zones elicited from client, not inferred → saved in docs/stakeholder-register.md
  • Baseline measured across all key dimensions → docs/success-metrics.md
  • Desired projections defined — relative where possible → docs/success-metrics.md
  • Second-order impacts identified → docs/success-metrics.md
  • Tradeoffs presented and discussed
  • Quant and qual success criteria agreed and signed off by client sponsor → docs/success-metrics.md

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