Automotive engineering capabilities
The feeds, CRMs and tools dealers run on, and how AI has to fit them.
AI features for dealers only work when the inventory and shopper data under them is clean. These are the systems we have connected and how the team works.
The team
Who builds it.
Product and dealer workflow analysis
Business analysts who map how salespeople, BDC agents and managers work before anything is built.
AI engineering
Agents with tools, keyword and vector search over live inventory, voice roleplay and plain English analytics, evaluated on your own cases.
Platform engineering
Multi-dealer SaaS, white label brands from one codebase, roles by dealer and location, and cloud on AWS and Google Cloud.
Data engineering
Feeds, crawlers and pipelines that keep inventory, shopper and market data clean, every day.
Systems
Systems we have connected.
Built in a live dealer platform's codebase and kept running in production. We scope yours in the Product Review.
| Area | Systems |
|---|---|
| Dealer CRM and DMS | VinSolutions, DealerSocket, DP360, Drive Centric, Op Logic, CXMMAX, Lightspeed EVO and other DMS systems |
| Leads and shopper data | Pixel, geo fence, Lead Post, ADF/XML email leads, FTP and manual imports |
| Messaging | Twilio, Mailgun, Mailjet, Volie |
| Inventory | Hourly inventory sync per dealer, each dealer's fields mapped into one index |
| Market data | Daily public listing capture across dealer website platforms |
| Cloud and AI | AWS RDS, Google Cloud, Cloud SQL and BigQuery, LangGraph agents, Elasticsearch, OpenAI models |
How the team works
One team across product, AI, platform and data.
A named lead engineer and US-hours overlap, from the first Product Review to production.
Every engagement
- We ship into live dealer platforms module by module, without stopping dealers.
- Every change goes through your pull request review and CI.
- We work in your AWS and Google Cloud accounts, with access you grant and can revoke.
- Data pipelines are monitored, and crawler health is planned work in every sprint.
See it on your own platform.
Bring one product, workflow or AI feature. In 30 minutes we tell you which of the three ways to start fits, what it would cost to serve per dealer and what your dealers' data questions will be.
Calls run in US Central time. No generic AI presentation: we discuss your product, users and production constraints.