Company overview

AI Robotics

Rolled up across every team that's been through Rework Canvas.

← All teams

Teams

4

Total headcount

18

17.0 FTE

Capacity freed

~3.4 FTE

20% of total capacity, across teams scored so far

By team

TeamPeopleFTEScoredCapacity freedReskilling items
HR FunctionPeople & HR76.07 / 7~1.2 FTE (20%)3
EngineeringProduct & Engineering88.08 / 8~2.0 FTE (25%)3
Customer Support00.00 / 00
Marketing33.01 / 3~0.2 FTE (7%)0

Biggest opportunities company-wide

Tom WhitfieldRecruitment CoordinatorHR Function
60% automatable
Elena RossiHR Compliance SpecialistHR Function
45% automatable
Maya ChenQA EngineerEngineering
40% automatable
Diego AlvarezQA EngineerEngineering
40% automatable
James OkaforHR GeneralistHR Function
25% automatable

AI tools in use across the org

What's already adopted, by team — the gap against the automatable % above is where reskilling should focus.

ToolPeople using it
Gemini (2 people)Elena Rossi (HR Function), James Okafor (HR Function)
Canva AI (1 person)Jonas Jonaitis (Marketing)
Chat GPT (1 person)Johan Blueberg (HR Function)
ChatGPT (1 person)Jonas Jonaitis (Marketing)
Claude (1 person)Johan Blueberg (HR Function)

Reskilling priorities across the org

6 items across 2 teams.

HR Function

Prompt-literate recruiting

Using AI tools confidently for sourcing and first-pass screening.

Whole team

AI-assisted documentation review

Verifying and correcting AI-drafted contracts and policy documents, not drafting from scratch.

Whole team

Judgement-first coaching

Freeing time from admin to invest in higher-value manager coaching.

Whole team

Engineering

AI-assisted development fluency

Using AI coding assistants effectively for scaffolding, first-draft code, and test generation — with strong review discipline.

Whole team

AI-output verification & review

Critically reviewing AI-generated code, tests, and specs rather than accepting them at face value.

Whole team

Judgement-first system thinking

Investing freed time in architecture, quality strategy, and product judgement that AI can't replace.

Whole team