Demo seed — Metro Auto facts, not a live rooftop. Messages never send. Intelligence lists factory names; official EPA/NHTSA claims attach from Rig1.
Learn Academy
How to use Manifesto Auto OS on this rooftop. Metro Auto is the hosted demo; a real store is provisioned separately.
What we offer
Products and desks on this rooftop. The Course (LearnHouse) is a separate product.
Sales OS
Pipeline board, leads, inventory SoT, approvals HITL, scoreboard
Use whenWorking the floor, managing SLA, moving inventory, approving drafts
Open Sales OSAgentOS
In-app control room: monitor, agents, chat drafts, workflows, cron, tokens, APIs
Use whenRunning agents, scheduling jobs, reviewing HITL queue counts, checking tokens
Open AgentOSAutomotive Intelligence
Factory directory of brands, nameplates, generations, and grain rules
Use whenBriefing walkarounds, comparing official specs, or exploring model history
Open Automotive IntelligenceListing Studio + PhotoDesk
Grounded listing copy and this-VIN photo cleanup (HITL drafts only)
Use whenCreating market listings or preparing accurate photos from lot stills
Open Listing Studio + PhotoDeskLearn Academy
In-app solutions guide and rooftop journal of OS playbooks
Use whenLearning how the Manifesto Auto OS surfaces work together on this rooftop
Open Learn AcademyHow to use it
Hosted demo vs a provisioned rooftop
Metro Auto (metro-auto) is the hosted production demo for HITL-safe walks — not a live paying rooftop and not live dealer inventory. A real store is provisioned separately with TENANT_SLUG and TENANT_NAME, the master admin attached, autoSend and autoPublish locked false, and quiet-hours enforce off until that rooftop takes night leads. White-label overlay is a layer, not a SKU. Dealer-site traffic posts to /api/webhooks/lead with x-crm-tenant set to the provisioned slug.
Using the Sales OS pipeline (stages + SLA)
Core stages follow: New Lead → Contacted → Test Drive Scheduled → Deal Pending → Sold / Delivered → Lost. Click any card on the pipeline board to open the lead detail view, attach matching inventory from SoT, add tasks, or draft first responses. Apply top filters for Due soon, At risk, and breached items while checking the dedicated scoreboard daily for compliance. Always process approvals through the HITL queue and update vehicle records as units progress.
HITL in this OS (Approvals)
Click Approvals from the Sales OS sidebar or via links in the AgentOS Monitor to load the queue. For every draft, review against inventory SoT and directory facts, edit copy or photos as needed, then approve or reject with detailed notes. Export the queue CSV regularly to track review volume and SLA adherence. Configure quiet hours in settings to auto-hold first-response drafts outside business windows.
Listing Studio + PhotoDesk in this OS
Navigate to /listings via sidebar and filter or select specific vehicles by stock. Activate Listing Studio to auto-generate copy pulled live from the unit record then refine before queuing. Run PhotoDesk jobs on the exact VIN's lot stills for scene detection and integrity checks that block invalid edits. Review all outputs as drafts in the Approvals queue prior to any publish action.
Intelligence grain in this OS
Click Directory in the sidebar to browse the official brand to nameplate to generation catalog. Filter by rooftop country settings then cross-reference specific inventory units for walkaround preparation. Use only verified OEM data in all briefings and never invent local sales figures or APRs. Export relevant subsets through the AgentOS APIs catalog for team reference or training.
AgentOS control room on this rooftop
Click the AgentOS rail in the sidebar to open the Monitor desk first and review live HITL counts, SLA cards, and next actions. Drill into the Agents tab to inspect contracts then use Chat exclusively for draft generation that queues to Approvals. Schedule recurring jobs on the Cron board knowing every execution produces reviewable drafts only. Register models at Models (credential key names only). Open Policies to see fail-closed worker-session rules. Check Tokens usage post-session and the APIs page before any external integration.
Journal
Playbooks written here. Drafts stay internal.
AgentOS cron toggle and the HITL queue
GM turns jobs On or Off, runs now, and watches the same HITL counts as Monitor.
Lead webhook from the dealer site
POST /api/webhooks/lead from the website or n8n. Optional first-response is HITL only.
The Sales OS walk on this desk
Eight steps from home or Settings. Drafts only. Same facts as the pilot checklist.
What we refuse to say
No invented volumes, APR, or specs. City/state counts stay unknown without a cited market_series.
How a rooftop joins a nameplate
One physical lot joins factory nameplates by YMM and Settings country. Offered ≠ sold.
PhotoDesk scenes vs catalog stills
Scenes are empty plates around this VIN. Catalog / PhotoBooth stills are factory examples, never this stock.
When to run a listing batch
Queue copy for aged available units. Oldest first. Still HITL — cron never publishes.
Quiet hours and first-response holds
Quiet hours flag or hold first-response drafts. Enforce keeps them draft. Nothing auto-sends.
Tasks on the floor
Tasks are floor follow-ups and first-touch work. Pending is the open queue. Closing a task does not send.
Scoreboard: what the numbers mean
Scoreboard projects SLA, HITL drafts, aged units, and open tasks from this pipeline — not a second tracker.
Working a lead card (notes, match inventory, first-response draft)
Open the lead from the pipeline. Notes stay internal. Match this-VIN stock. Draft first reply lands in Approvals.
Reading the AgentOS Monitor Scoreboard
The Monitor desk is the primary control room. Review live cards for HITL backlog, SLA compliance, agent roster activity, and prioritized next actions specific to this rooftop.
Operator overview is not the floor queue
Overview shows vault, models, usage, packs, brand, and policies. Monitor is still the HITL floor queue. Nothing sends.
Rooftop white-label is a layer
Names and colors overlay the install env for this rooftop only. White-label is not a SKU and never sends.
Dealership agent packs stay HITL
Floor, listing, intelligence, and ingest packs group rooftop agents. Turning a pack off stops its cron. Nothing sends.
Worker sessions stay on the server
Policies show rooftop runtime rules. Requesting a worker session never returns a vault token or CA to this desk.
Register models without storing keys
Add a cloud or local model for this rooftop. Agent OS keeps a credential reference, never the secret. Nothing sends from this page.
Cron in AgentOS (Queues Drafts Only)
Schedule recurring jobs that generate and queue drafts to HITL rather than executing live actions. Common for aged inventory scans and nightly lead triage.
How to Use AgentOS Chat (Never Sends)
Chat with agents to generate first-response drafts, listing ideas, or intel queries. Every output must be manually queued to the Sales OS Approvals HITL queue.
AgentOS control room on this rooftop
In-app monitor, agent roster, draft chat, workflows, cron, tokens, and APIs. HITL only.
Intelligence grain in this OS
Factory nameplates, not a dealership list. Rooftop is one lot. Official first; volumes stay unknown without a series.
Listing Studio + PhotoDesk in this OS
Grounded copy from inventory SoT plus this-VIN PhotoDesk cleanup. HITL only — never invent finance.
HITL in this OS (Approvals)
Approvals is the Sales OS human-in-the-loop queue. All agent and studio output waits for review.
Using the Sales OS pipeline (stages + SLA)
Pipeline board tracks stages, first-touch SLA, inventory SoT, and HITL approvals.