Manufacturing and Mobility
We design, build, and run AI-native workflows for OEMs, dealer groups, mobility operators, parts distributors, and aftersales leaders. Every engagement is scoped, priced, and shipped end-to-end. Below is the catalogue of automotive engagements we deliver, grouped by the outcome they target.
Projects from $15k · Refundable 7 days · Kickoff within 5 days
Early access: we work with a small first cohort. Engagements are scoped, priced, and shipped end-to-end by our team — not referred to third parties.
Core systems we integrate
DMS, CRM, ERP, service systems, inventory platforms
Risk lens we govern
safety claims, financing compliance, customer data, warranty accuracy, and dealer coordination
KPIs we report against
lead-to-sale conversion, service retention, inventory days, warranty cycle time, and parts fill rate
Phase 1 · Weeks 1–2
Discovery
We map the workflow, the systems, the decisions, and the baseline metrics. Output: a scoped statement of work.
Phase 2 · Weeks 2–4
Design
We design the operating model: data access, retrieval, prompts, review queues, controls, and the KPI dashboard.
Phase 3 · Weeks 4–8
Build
We ship a production thin slice on real data, with versioned prompts, evaluation harness, and human review.
Phase 4 · Weeks 8+
Run
We run the workflow with you weekly, expand into adjacent work, and report against baseline.
Each engagement page below describes a scoped workflow with pricing, controls, and the KPIs we commit to. Use the filter to narrow by company size.
9 engagements
Customer Experience
Customer Service Automation
reduce support volume while improving response quality for automotive.
Revenue & Growth
Lead Qualification
separate serious buyers from noise faster for automotive.
Revenue & Growth
Content Marketing
publish better expert content at a higher cadence for automotive.
Revenue & Growth
SEO Landing Pages
capture long-tail demand with useful pages at scale for automotive.
Revenue & Growth
Revenue Operations
make revenue data cleaner, faster, and easier to act on for automotive.
Operations & Throughput
Finance Back Office
reduce manual finance work without losing control for automotive.
Risk & Compliance
Compliance Operations
turn regulatory work into a traceable operating system for automotive.
Operations & Throughput
Document Processing
extract meaning from documents at scale for automotive.
Customer Experience
Personalized Onboarding
help new customers reach value faster for automotive.
Filtering is a guideline based on typical fit, not a hard rule. We ship engagements at every company size.
Selected portfolio
A rotating selection of engagements drawn from our active portfolio in automotive and adjacent sectors. Scope and stack are accurate; client identities are withheld under engagement NDAs.
Q3 2025
Vehicle optimization specialist · DACH region
Marketing site for an automotive software-optimization specialist serving multiple regions: brand-by-brand service architecture, technical service descriptions accessible to non-technical buyers, lead capture per service, regional-catchment SEO foundation.
Q1 2026
Premium vehicle care specialist · DACH region
Marketing site for a premium vehicle detailing workshop: ceramic coating, paint protection film, detailing, smart repair. Luxury automotive visual direction, structured per-service catalog with proof points, German-market SEO foundation, appointment-oriented CTAs throughout the funnel.
Q1 → Q2 2026
Government-licensed legal services platform · GCC region
Ministry-licensed bilingual EN/AR platform: directory of certified lawyers, firms, mediators and arbitrators; multi-channel appointment booking (video, phone, in-office); free legal tools (court fees, deadlines, legal interest); police directory with map + hotlines; provider verification workspace; PDF document generation with QR-coded provenance.
Client identities withheld under engagement NDAs. Sector, geography, and scope are accurate. Full case studies on request.
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Start the engagement
Tell us which workflow you want to attack first, the systems involved, and the KPI you want to move. We'll send a scoped statement of work within 5 business days.