Lesson 125 of 170

Build the Stage 4 delivery plan

Martinez AI Studios Academy

Integrate release, product, production, capacity, and evidence requirements into a feasible delivery plan with accountable handoffs for the Stage 4 milestone packet.

1815. Lesson identity

Module
4.11 — Production
Lesson
Build the Stage 4 delivery plan
Academic type
Integration
Schema type
Practical
Order
Lesson 3 in the module
Estimated time
50–70 minutes

This lesson turns the requirements of the Stage 4 milestone into one delivery plan. The plan must connect work, evidence, ownership, capacity, dependencies, review points, and decision rules.

1816. Learning objective

After this lesson, you can produce a feasible, bounded delivery plan that maps Stage 4 requirements to accountable owners, evidence, dependencies, review gates, capacity constraints, and explicit decisions for the milestone packet.

1817. Why this matters

A milestone packet is not complete because every task has a status. It is complete when another person can determine what is being delivered, who is accountable, what evidence proves readiness, whether the work fits the available capacity, and what happens when a requirement is not met. Release, product, and production concerns often fail at their handoffs rather than inside individual tasks. A delivery plan makes those handoffs and constraints visible before review.

1818. Prior knowledge

You should already be able to:

  • identify production risks and convert them into owners, responses, and decision rules;
  • distinguish a product requirement from a production task and from evidence of completion;
  • describe the release or milestone requirements established earlier in Stage 4;
  • use the Stage 4 milestone packet structure and its review expectations.

The prerequisite is 4.11 L2 — Manage risk before it becomes schedule fiction and its risk register. Use that lesson's risk register as a supplied artifact: its active risks must be linked to delivery-plan rows, not left in a separate list.

1819. Core concept

1820. A delivery plan is an accountability and feasibility map

A useful delivery plan connects five layers:

  1. Requirement: What must be true for the Stage 4 milestone?
  2. Work: What action will make that condition true?
  3. Evidence: What artifact, test, recording, review result, or decision demonstrates it?
  4. Accountability: Who owns completion, who reviews it, and what decision follows from the evidence?
  5. Feasibility: Does the work fit the available time, owner capacity, dependencies, and review windows?

A task without evidence is a claim. Evidence without an owner is an orphaned artifact. A requirement without a decision rule can remain ambiguous at the review gate. A complete-looking plan that exceeds available capacity is not executable.

The plan is not a longer task list. It is the control surface for assembling a credible milestone packet while keeping scope and uncertainty visible.

1821. Mental model

1822. The delivery chain

Use this chain for every significant Stage 4 requirement:

Requirement
    ↓
Deliverable or action
    ↓
Evidence target
    ↓
Owner + reviewer
    ↓
Capacity constraint + dependency
    ↓
Review gate
    ↓
Decision rule

Capture each chain in a table:

Requirement Deliverable or action Evidence target Owner Reviewer Capacity or constraint Dependency Gate / due point Decision rule
What must be true? What will be produced or changed? How will readiness be shown? Who is accountable? Who checks it? What time, availability, or limit applies? What must happen first? When is it reviewed? What happens if it passes or fails?

Use one accountable owner per row. Contributors may be listed separately, but shared accountability usually hides the next action.

Group rows into three useful views:

  • Work view: actions, sequencing, capacity, dependencies, and risks.
  • Readiness view: evidence required for each gate.
  • Handoff view: owner, reviewer, receiving role, and acceptance condition.

These views can be generated from one plan; they do not require three disconnected documents.

1823. Concrete example

Suppose the milestone requires a release candidate to be reviewed against a defined product scope. A weak plan might contain:

Finish the release candidate and check the build.

That sentence does not identify what “finish” means, which scope is included, what proves the check occurred, or whether the assigned owner can complete the work before review. A stronger row would be:

Requirement Deliverable or action Evidence target Owner Reviewer Capacity or constraint Dependency Gate / due point Decision rule
Candidate represents the agreed Stage 4 product scope Assemble the candidate, verify included features, and record excluded or deferred items Versioned candidate, scope checklist, and review notes Release owner Product reviewer Owner has one work session before the review; optional items cannot displace required verification Scope decision and required integrations are resolved Candidate review gate Accept if all must-have scope items have evidence; otherwise reduce scope, defer an item, block the gate, or return work with a named decision

The row does not assume that every issue must be fixed immediately. It makes the decision and the relevant constraint visible. If a dependency from the risk register is unresolved, the plan should show whether the gate pauses, the scope changes, or the item is accepted with a documented limitation.

1824. AI-native workflow

Use AI as a planning critic, not as the authority for readiness.

  1. Write the first delivery-plan draft yourself from the Stage 4 requirements, the previous risk register, known capacity constraints, and the milestone packet expectations.
  2. Ask AI to inspect the draft for missing evidence targets, ambiguous owners, hidden dependencies, duplicated work, incompatible due points, and decision rules that cannot be acted upon.
  3. Require AI to return findings grouped by missing, ambiguous, dependent, overloaded, and unverified. Do not ask it to declare the milestone ready or estimate certainty without evidence.
  4. Compare each finding with the actual project requirements and known availability. Retain only findings you can substantiate.
  5. Revise the plan and mark each AI-suggested change as accepted, rejected, or needing investigation. Record the reason for material rejections.

A useful prompt is:

Review this Stage 4 delivery plan as a production planning critic. For each row, identify whether the requirement, deliverable, evidence target, owner, reviewer, capacity constraint, dependency, gate, and decision rule are explicit. Flag overloaded owners or incompatible due points only when the plan provides supporting information. Do not invent project facts or declare readiness. Return only actionable gaps and cite the affected row.

The learner remains accountable for scope interpretation, capacity claims, ownership, and acceptance decisions.

1825. Common mistake

The common mistake is treating the delivery plan as a schedule export. A schedule can show dates and task status while still failing to answer what evidence is required, who accepts it, what happens when a dependency slips, or whether an owner has enough time to complete assigned work. Another frequent error is assigning an owner to an activity without assigning a reviewer or acceptance condition to its output.

1826. Guided practice

Build a delivery plan for the Stage 4 milestone packet using the following sequence.

1. Establish the requirement set

List the release, product, production, and evidence requirements that the packet must address. Separate requirements from proposed tasks. If a requirement is vague, rewrite it as a condition that can be checked.

2. Convert requirements into delivery rows

For each requirement, define:

  • the deliverable or action;
  • the evidence target;
  • one accountable owner;
  • a reviewer or receiving role;
  • known time, availability, or workload constraints;
  • prerequisites and dependencies;
  • the review gate or due point;
  • the decision rule for pass, fail, defer, reduce scope, block, or investigate.

3. Reconcile risks and feasibility

Import the previous lesson's active risks into the relevant rows. For every risk, verify that the plan contains an owner, a response that produces information or reduces exposure, and a decision point. Do not hide risk by changing its label to “in progress.”

Then run a concise feasibility pass:

  1. Record the available work periods, fixed review windows, unavailable owners, or other capacity limits supported by the project context.
  2. Compare each owner's assigned work and due points with those limits.
  3. Mark overloaded owners, simultaneous dependencies, or review points that cannot all be met as planned.
  4. Resolve each conflict by reducing scope, resequencing work, changing a gate, assigning an appropriate different owner, or escalating a named decision.
  5. Preserve the original uncertainty when it cannot yet be resolved; do not replace it with an unsupported estimate.

4. Test the handoffs

Read the plan from the perspective of each receiving role. Ask:

  • What exactly will I receive?
  • What evidence lets me accept or reject it?
  • What must be true before I begin my work?
  • Where do I send a failed or incomplete output?

Revise any row that requires verbal interpretation to proceed.

5. Run an AI gap review

Use the AI-native workflow above to identify omissions. Validate every suggestion against known requirements and capacity information. The AI review is complete only when each retained gap has an owner and a next decision point.

6. Make and evidence a production decision

Make one explicit production decision about the delivery plan: accept, reduce scope, defer, block, or investigate one requirement or active risk. Record the decision, the evidence that supports it, the accountable owner, the decision point, and the consequence for the Stage 4 milestone. This decision must appear in the milestone packet or an identified linked artifact; do not describe a hypothetical choice.

7. Produce the packet map

Create a final index showing where each requirement is evidenced in the Stage 4 milestone packet. Include unresolved items, their owners, the decision each item requires at review, and the evidenced production decision from the previous step.

1827. Practical assessment

Submit the delivery-plan packet specified in the attached practical assessment. It includes the completed delivery-plan table, linked risk rows, packet index, one evidenced production decision, and the result of an independent-reader handoff test. The quiz remains a knowledge check; the practical submission demonstrates whether you can produce and test an executable plan.

1828. Validation / evidence

Your completed delivery plan is valid when it provides all of the following:

  • every Stage 4 requirement is mapped to a deliverable or action;
  • every mapped item has a specific evidence target;
  • every row has one accountable owner and a reviewer or receiving role;
  • known capacity constraints, owner availability, dependencies, and review gates are explicit;
  • overloaded owners or incompatible due points are resolved through bounded scope, resequencing, gate changes, reassignment, or an escalated decision;
  • active risks from the previous lesson appear in the relevant plan rows;
  • failed, deferred, blocked, or scope-reduced outcomes have actionable decision rules;
  • the packet index lets a reviewer locate evidence without reconstructing the plan;
  • unresolved work and uncertainty are visible rather than implied to be complete;
  • one explicit learner production decision is recorded with its supporting evidence, accountable owner, decision point, and consequence for the Stage 4 milestone.

Use this final test: give the plan to someone who did not create it and ask them to identify the next handoff, its acceptance evidence, and the decision if that evidence is missing. Record their response and any resulting revision. If they cannot answer from the document, the plan is not yet delivery-ready.

1829. Key takeaways

  • A delivery plan connects requirements, work, evidence, ownership, capacity, dependencies, gates, and decisions.
  • One accountable owner per row makes handoffs actionable.
  • Feasibility requires comparing planned work with supported capacity constraints, not merely adding dates.
  • Evidence targets are part of the work, not documentation added afterward.
  • The risk register should shape the delivery plan and its decision points.
  • AI can expose planning gaps, but people must validate requirements and make scope, ownership, and acceptance decisions.

1830. Next lesson

This lesson maps owners, reviewers, and receiving roles at the delivery-plan row level. Continue to 4.12 — Teams and roles, where you will formalize who has the authority and accountability to make, approve, and revisit production decisions.

1831. Knowledge check

Answer these items for yourself before reading the answers.

Which row best represents an accountable delivery plan?

  • A. Finish the release candidate by Friday.
  • B. Prepare the candidate, attach a scope checklist and review notes as evidence, assign one owner and one reviewer, and define the response if required scope is missing.
  • C. Ask the team to complete all remaining work.
  • D. Add a buffer to the schedule and review readiness later.
Show answer and feedback

Answer: Prepare the candidate, attach a scope checklist and review notes as evidence, assign one owner and one reviewer, and define the response if required scope is missing.

Why: An accountable row connects work to evidence, ownership, review, and a decision rule. A date or general instruction alone does not define a handoff.

What should happen when an active production risk affects a delivery-plan row?

  • A. Move the row to a later date without changing anything else.
  • B. Remove the row so the plan remains simple.
  • C. Mark the risk as in progress and assume the owner will resolve it.
  • D. Link the risk to the row, identify an owner and evidence-producing response, and define the decision point if exposure remains.
Show answer and feedback

Answer: Link the risk to the row, identify an owner and evidence-producing response, and define the decision point if exposure remains.

Why: A risk becomes actionable when it is connected to work, ownership, a response, and a decision rule. Moving a date or changing a status does not manage uncertainty.

What is the appropriate role for AI during the delivery-plan review?

  • A. Find omissions and ambiguities for the learner to validate against real requirements and supported constraints.
  • B. Declare the milestone ready when the table is complete.
  • C. Invent missing owners, capacity, and dependencies so every row has an answer.
  • D. Replace the project requirements with a generic production template.
Show answer and feedback

Answer: Find omissions and ambiguities for the learner to validate against real requirements and supported constraints.

Why: AI can expose gaps, but the learner must verify findings and retain responsibility for requirements, capacity claims, scope, ownership, and acceptance.

Which final test provides the strongest evidence that handoffs are explicit?

  • A. The plan contains many tasks and dates.
  • B. The plan uses the same terminology as the schedule.
  • C. A person who did not create the plan can identify the next handoff, acceptance evidence, and response to missing evidence from the document alone.
  • D. The plan has no unresolved items.
Show answer and feedback

Answer: A person who did not create the plan can identify the next handoff, acceptance evidence, and response to missing evidence from the document alone.

Why: A handoff is explicit when a new reader can determine what is received, how it is accepted, and what happens if evidence is missing. A long or risk-free-looking plan does not prove that.

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