Connected vehicles, ADAS, autonomous systems, EV charging networks — automotive AI operates under constraints that cloud-first architects don't understand. Sub-10ms latency. Offline-first operation. Functional safety certification. I led NissanConnect across 39 countries and built Auralink's autonomous EV charging platform. I know what ships in automotive — and what doesn't.
Five services for OEMs, Tier 1 suppliers, and mobility companies deploying AI in vehicles and infrastructure.
Four weeks to a strategy document, a business case, an ROI model, and a 12-month execution plan — reconciled end to end and defensible to the board, the CFO, and your head of engineering
Eight weeks. A fine-tuned open-weight model — Llama 3, Mistral, or Qwen — that outperforms GPT-4 and Claude on your vertical while running on infrastructure you control
Sixteen weeks to AI running on the edge — inside a factory, a vehicle, a substation, or a sovereign infrastructure site — with the safety evidence, the SRE handoff, and the integration your operations team will accept
Twelve weeks to harden a working AI pilot into a system that will survive its commercial stage gate — whether that is an enterprise launch, a public sector go-live, an SME rollout, or a Series A
Eight weeks to engineer prompt-injection defense, PII redaction, audit logs, and a real threat model into your AI pipeline — before a red team finds them missing
Twelve to twenty-four weeks to risk-classify your AI systems, complete the conformity assessment, produce the Annex IV technical documentation, and stand up post-market monitoring — before an enforcement deadline finds you unprepared
A monthly retainer that runs your production AI like a production system — dashboards, alerts, eval regressions, on-call response, cost tracking, and the quarterly model-refresh call your team would otherwise skip
Part-time executive AI leadership — six to twelve months, two days a week — owning the AI P&L, governing risk, reporting to the board, and coaching the team you will eventually promote into the seat
NissanConnect: 4M+ connected users across 39 countries, first Google-built-in head unit. Auralink: Full EV charging platform with autonomous incident resolution. ABB E-mobility: 400kW ultra-fast charging go-to-market. This is production automotive AI, not a simulation.