PT Nusantara Bus Group
“A state-owned bus operator needs a credible AI transformation plan — not a slide deck, but a sequenced roadmap with real prioritisation logic and stakeholder buy-in.”
The 5D AIQ Framework
Prompt clarity, context richness, and the quality of follow-up questions to the AI analyst.
Knowing what to hand to AI versus what requires independent human judgment.
Catching planted errors, AI hallucinations, or biased framing before they reach the recommendation.
Own-voice synthesis in the final output — not recycled AI output with a name attached.
Deck structure quality: clear position, quantified impact, concrete implementation plan.
Each dimension is scored 0–20. Total AIQ Score is 0–100 and determines the candidate’s profile: from AI-Avoidant to Strategic Collaborator.
Relevant job roles
Send this case to candidates in these roles to see who can actually think alongside AI — not just discuss it in theory.
Three phases. One report.
The candidate receives a real scenario from the industry. They write a planning memo — their initial analysis before AI is introduced.
An AI analyst named after a fictional consultant role-plays as their data partner. The candidate asks questions, challenges assumptions, and navigates planted errors.
A structured 3-slide deck: their recommendation, quantified impact, and an implementation plan. Scored live against all 5 dimensions.
This case is based on situations I've genuinely been in. As Chief of Staff at Jakarta Smart City under the DKI Jakarta Governor's Office, I sat inside government digital transformation from the inside — the politics, the procurement constraints, the stakeholder misalignment, the pressure to show impact fast. As Vice Director of KORIKA, Indonesia's national innovation committee, I saw how AI roadmaps look on paper versus what actually gets implemented. In government and BUMN work, the hardest part isn't the roadmap — it's knowing what to sequence first and getting alignment before momentum dies. This case tests exactly that.
Leads 50+ product managers and designers across 40+ Sinarmas group companies. Leading SQE AI and digitalization efforts. Previously AVP of Marketing Solution at Tokopedia — responsible for TopAds and built native ad solutions across Meta CPAS, Google, and TikTok performance channels.