Research conversations, documents and connected analysis.
New research baseline · 971 GAIKINDO model / variant rows · 24 collected public observations
Existing conversations below retain their earlier 60-reference research snapshot.
Saya ingin memahami arah desain velg yang relevan untuk TMMIN. Sebelum mulai, bagaimana scope riset, sumber, dan batas klaimnya?
Begin with a governed 60-product corpus across six comparison groups, then separate product facts, analyst coding, observed digital response, perception, and validated preference. The first output is a research contract—not a market conclusion.
Baik, scope-nya jelas. Mulai dari Compact SUV: cue angular, split-spoke, dan aero mana yang paling layak diteliti, tanpa menyebut engagement sebagai preference?
Use angular geometry, split spokes and controlled aero closure as alternative hypotheses. Separate surface contrast from spoke architecture so a polished face does not masquerade as a geometry effect.
What the evidence saysBold contrast is visible at distance but may dominate an otherwise restrained body design. A dark wheel can suppress detail; lighting and image angle therefore need control.
How to interpret itShortlist three matched designs for an Indonesian compact-SUV clinic. Hold wheel diameter and vehicle body constant and randomize the presentation order.
What to do nextDigital engagement and OEM product photography do not establish Indonesian consumer preference.
How much angularity creates distinction while keeping an everyday SUV approachable?
Kalau temuan tadi khusus Compact SUV, apakah arahnya tetap relevan untuk Hatchback, Sedan, MPV, Midsize SUV, dan Large SUV? Jelaskan perbedaan konteksnya.
Do not transfer the Compact-SUV pattern as a universal rule. Compare the same visual attributes inside each usage and positioning band: hatchback legibility, sedan refinement, MPV approachability, midsize capability, and large-SUV presence are distinct hypotheses.
Supaya perbandingan antarsegmen tadi konsisten, buat taxonomy morphology yang transparan. Pisahkan spoke form, finishing, process, dan fitment.
Use six reviewable visual families with overlapping attribute tags, while keeping manufacturing process and engineering fitment in separate fields. The families help retrieval and comparison; they are not approval standards or emotional labels.
Sekarang buktikan konteksnya dari berita dan rilis produk. Untuk setiap temuan, pisahkan fakta sumber, interpretasi desain kita, dan keterbatasannya.
Each retained story records publication date, original page, attributed image, source fact, and a separate analyst relevance note. Launch material can establish product and design context, but it cannot establish acceptance or preference.
Dari morphology dan evidence tadi, bagaimana Sporty, Premium, Tough, Futuristic, dan persepsi lain dibuat operasional agar bisa diuji?
Use ten working Kansei definitions with bipolar anchors, candidate visual cues, ambiguity rules, and a pilot task. Local language testing and respondent evidence are required before treating any coefficient as stable.
Agar tim lain bisa melanjutkan analisis ini, siapkan dataset untuk enam segmen, master corpus, morphology, Kansei, dan evidence register.
Ten Excel workbooks package the corpus and method with overview sheets, typed records, field dictionaries, source URLs, and formula-linked coverage counts. Unknown engineering values remain explicitly unmeasured.
Sebelum menyimpulkan, QA/QC seluruh chain tadi. Di mana potensi bias, missing data, mismatch gambar, atau klaim yang belum didukung?
Review product and trim identity, image-source attribution, duplicate evidence, regional segment labels, translation ambiguity, and study representativeness. A balanced curated corpus supports comparison, not sales-share or preference estimation.
Setelah QA/QC, ringkas menjadi sepuluh saved insights. Setiap insight harus punya observation, interpretation, action, claim boundary, dan validation step.
Ten insight briefs connect reviewed observations to a proposed action and the evidence required to change the decision. They remain versioned hypotheses until the relevant validation study is completed.
Terakhir, gunakan insight yang lolos review untuk mengevaluasi desain A/B/C. Bekukan baseline dan buat handoff yang jelas untuk engineer.
Freeze scope, reference IDs, morphology feature definition, Kansei scale, evidence period, and model version before comparison. Report geometric proximity, perception hypotheses, and evidence readiness separately.
What market or design question should the agents investigate?
Approved scope, source plan, query terms, exclusions, and minimum sample.
Curated example journey; follow-ups assemble a brief from retained content. Live AI collection is not connected.
Approve, revise, or narrow the research plan.