STEP 05 — REDESIGN & RESKILLING

Where AI creates capacity — and what to do with it

Go through each person: what they can do more of, the skills to build for it, and the AI tools to add. The team summary is its own page and builds itself from these plans. AI suggestions only ever see roles, skills and scores — never names.

8 of 8 people have a plan

Team summary →

Each person's plan

AK

Alex Kim — Senior Software Engineer

Plan ready

Freed up to do more of

System design, mentoring, and cross-team technical decisions.

Skills to build

System design
Reviewing AI-generated code

AI tools

GitHub CopilotClaude

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
BF

Ben Foster — Product Manager

Plan ready

Freed up to do more of

Competitive strategy and roadmap trade-off decisions.

Skills to build

Product discovery
Prompt design

AI tools

ChatGPT

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
DA

Diego Alvarez — QA Engineer

Plan ready

Freed up to do more of

Security and performance testing depth.

Skills to build

Test strategy
Exploratory testing

AI tools

None in use yet

Could add

Gap — 85% could be automated or augmented, and no AI tool is in use.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
GL

Grace Liu — Product Manager

Plan ready

Freed up to do more of

Customer discovery, stakeholder alignment, and prioritisation calls.

Skills to build

Product discovery
Data storytelling

AI tools

ChatGPT

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
JL

Jordan Lee — Software Engineer

Plan ready

Freed up to do more of

Feature complexity, code review depth, and technical debt work.

Skills to build

Reviewing AI-generated code
System design

AI tools

GitHub Copilot

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
MC

Maya Chen — QA Engineer

Plan ready

Freed up to do more of

Exploratory testing, test strategy, and quality process design.

Skills to build

Test strategy
Exploratory testing

AI tools

None in use yet

Could add

Gap — 85% could be automated or augmented, and no AI tool is in use.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
NT

Nina Torres — Software Engineer

Plan ready

Freed up to do more of

Pairing, onboarding support, and edge-case handling.

Skills to build

Reviewing AI-generated code
Prompt design

AI tools

Claude

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.
SP

Sam Patel — Software Engineer

Plan ready

Freed up to do more of

Design system quality and complex interaction work.

Skills to build

System design
Reviewing AI-generated code

AI tools

GitHub Copilot

Could add

Tool in use for this work.

Tool types, not brands — you pick the product.

Drafts stay dashed until you keep them. Only roles, skills and scores are sent to the AI — never names.

8 of 8 plans ready. The team summary updates as you go.

See team summary →