Lead and customer pipeline
Ownership, stage, SLA, source, and next action on one floor board. First-touch quiet hours can hold night drafts.
ManifestoAuto Sales OS · HITL dealership CRM
Sales OS is the rooftop workspace for leads, first-touch SLA, listings, PhotoDesk, approvals, and the manager scoreboard. A hosted Metro Auto demo is live at app.manifestoauto.com. A paying rooftop is provisioned separately. Drafts never auto-send or auto-publish.
What the solution covers
Ownership, stage, SLA, source, and next action on one floor board. First-touch quiet hours can hold night drafts.
Customer drafts, listing copy, and photo jobs sit as pending until an authorized person sends or publishes. HITL cannot be switched off.
First-response and assist drafts stay grounded in this rooftop’s facts. No invented APR or unofficial nameplates.
Copy and lot stills for this VIN. Matte-and-plate compositor is optional. Gemini, Imagen, and diffusion are blocked — they redraw the car.
Retail directory of official nameplates plus a live official collect (EPA vehicles and NHTSA recalls). Encyclopedia is not complete. market_series stays empty until a cited series exists.
SLA, HITL queue, and aged units from this pipeline — not a second tracker database.
How deployment works
We document the current workflow, decide what people and systems remain authoritative, then configure and verify the solution before expanding it.
Document lead sources, stages, owners, approval rules, CRM/DMS boundaries, and the manager rhythm.
Start with one high-value path such as inbound lead to reviewed first response and next action.
Add only the approved data sources and handoffs, with durable logging and clear ownership.
Validate records, permissions, approvals, usability, and reporting before expanding the scope.
Designed outcomes
Good fit
Not the promise
Questions & operational facts
Verified operating constraints, human-in-the-loop policies, and technical boundaries.
No. Customer drafts, follow-ups, and price messages sit in a human approval queue. Authorized dealership personnel must explicitly review and send. HITL cannot be disabled.
Automotive Intelligence collects official factory catalogs, EPA fuel economy ratings, and NHTSA recall datasets. It never invents market volumes or speculative pricing.
PhotoDesk uses matte-and-plate compositing to standardize lot photography for a specific VIN. Generative AI diffusion models (like Gemini or Imagen) are strictly blocked because they redraw and alter vehicle characteristics.
Yes. A hosted Metro Auto live demo is available at https://app.manifestoauto.com for evaluation.
Scoped discovery
Tell us what CRM or DMS you use, where the sales workflow breaks down, and which approval points must remain with your team.