Automotive · Industry

Automotive that composes itself.

Configurator microcopy, dealer-booking flows, EV discovery — composed per cohort. Matched to the test driver.

3–4 wk typical integration time
0 auto-publish events — humans approve every variant
1 weekly report — evidence, not a dashboard
Automotive hero image — Cypien composing the experience layer.
Use cases

4 surfaces. One loop.

Each automotive surface composed per cohort, validated through approval, measured weekly.

Configurators that guide.
01 · Configurator

Configurators that guide.

Trim, feature, and package descriptions composed per cohort — premium hunters see one story, value-shoppers see another.

Generative copyConfiguratorSegment
Test drives, booked smoothly.
02 · Dealer booking

Test drives, booked smoothly.

Booking-form microcopy and reassurance cards composed per cohort. Step-level drop-off addressed weekly.

Generative UIField-levelReassurance
EV decisions, explained.
03 · EV discovery

EV decisions, explained.

Range, charging, total-cost cards composed per cohort. Skeptical buyers see one story, enthusiasts see another.

Generative copyEVCohort
Used-car listings, restyled per buyer.
04 · Used inventory

Used-car listings, restyled per buyer.

Per-cohort microcopy, trust chips, and inspection-result emphasis. Same car, different story.

Generative copyTrust signalsCohort
Output types

Four kinds of output. One source.

Every variant Cypien composes falls into one of these. All anchored to first-party behavior. All routed through human approval.

Generative Copy

Headlines, microcopy, descriptions composed per segment in your brand voice.

Generative Visual

Banners, hero scenes, lifestyle imagery — composed as A/B drafts in your visual identity.

Generative UI

Net-new components — comparison tables, guides, calculators — inserted into the existing flow.

Dynamic UI

Existing pages reorganized per segment — layout, ordering, emphasis adapts to who’s looking.

Architectural visual — Cypien composition layer over the automotive stack.
Tech & integration

Sits on top. Doesn’t replace.

KVKK aligned by architecture. First-party signals only. No PII through the generation pipeline.

DMS
Configurator
Dealer portals
Lead management
Custom CMS

Setup runs 3–4 wk: signal-layer install, cohort & brand voice definition, pilot surface live test, full production.

Start with one cohort.

One surface, one segment, one weekly report. Day seven you have evidence.

Book a demo on your data