HITL Sales OS · official intelligence · Agent OS

Train the people. Run the floor. Govern the agents.

ManifestoAuto is a HITL Sales OS for dealerships: pipeline and listings that never auto-send, official EPA/NHTSA intelligence, a Learn Academy, a professional course, and an Agent OS for packs, models, usage, and policy. The hosted demo is live — it is not an unsupervised rooftop.

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AI prepares and supports. Authorized people decide.Customer messages, prices, deal terms, listings, access, and model permissions retain explicit human control.
Dealership AI stack
CONFIGURABLE
ONE CONNECTED OPERATING MODEL

Keep learning, sales records, and AI operations in the right systems.

Use each solution independently or connect them around approved dealership workflows.

LEARNCourse + AcademyIndividual skill and team enablement.
RECORDSales CRMLeads, workflow, listings, approvals.
OPERATEAgent OSModels, agents, tools, knowledge.
GOVERNUsage & accessKeys, tokens, budgets, permissions.
One dealership or many

Agent OS is available to a single rooftop as well as multi-roof organizations.

TOOLS COVERED IN THE CURRICULUM
  • ChatGPT
  • Claude
  • Gemini
  • Grok
  • Qwen
  • HEHermes
  • OCOpenClaw
  • n8n
  • PostgreSQL
  • Airtable
  • Supabase
Curriculum subjects — trademarks belong to their owners; no affiliation or endorsement implied.
FOUR SOLUTIONS · ONE AUTOMOTIVE AI STACK

Choose the layer you need.
Connect them when useful.

The Course and Academy develop people. Sales CRM runs dealership records and workflow. Agent OS operates models, agents, knowledge, access, and usage.

For individual professionals

Professional Automotive Course

A self-paced LearnHouse course for practical AI skills, automotive workflows, roleplay, privacy, and human review.

Self-paced58 lessonsCompanion practice
Explore the course
For teams and organizations

Academy

A branded learning environment for onboarding, team curricula, custom knowledge, practice, and manager visibility.

Team learningCustom curriculaProgress visibility
Explore Academy
Dealership system of record

Sales CRM

HITL Sales OS for the rooftop: pipeline, first-touch SLA, approvals, Listing Studio, PhotoDesk, official EPA catalog, and a manager scoreboard. Drafts never auto-send.

Pipeline & HITLListingsOfficial catalog
Explore Sales CRM
Dealership AI control plane

Agent OS

Rooftop control room: operator overview, dealership packs, model registry, usage caps, runtime policies, and white-label overlay. Dealer-owned credentials stay fail-closed until the vault is attested.

Packs & HITLModels & usageFail-closed vault
Explore Agent OS
A PRACTICAL LEARNING SYSTEM

Learn the AI stack.
Use it on dealership work.

Preview what the self-paced course teaches: practical AI foundations, sales-floor applications, and a safer way to ground work in reviewed vehicle information.

Interactive curriculum preview
LAYER 01 OF 04

Models

LLMs

The engines. Learn what each leading model is good at, how to prompt with goal, source, constraints, and review—and when to switch models for the task.

ChatGPTClaudeGeminiGrokQwen

What you learn

  • Model strengths and trade-offs
  • Reusable prompt frameworks
  • Verification before customer use
AUTOMOTIVE EXERCISE

Draft the same first-response message with two models, then score both against one listing-quality and safety rubric.

Curriculum subject—not a promise of platform integration. Customer-facing work remains human-approved.
MANUFACTURER MARKS IN COURSE EXAMPLESIllustrative
  • Toyota
  • Ford
  • Honda
  • BMW
  • Mercedes-Benz
  • Audi
  • Chevrolet
  • Nissan
  • Hyundai
  • Kia
  • Volkswagen
  • Porsche
  • Lexus
  • Subaru
  • Mazda
  • Volvo
  • Jeep
  • Tesla
  • RAM
  • GMC
  • Cadillac
  • Dodge
  • Buick
  • Land Rover
Official vehicle intelligence is EPA/NHTSA first. The encyclopedia is not complete. These marks are examples, not a coverage or inventory claim.
THE CRITICAL PRODUCT BOUNDARY

Sales CRM records the work.
Agent OS governs the intelligence.

CRM
TRANSACTIONAL WORKSPACE

Leads, customers, pipeline, listings, activity, and approvals.

Sales CRM is the dealership system of record for the sales workflow and the manager view.

  • Configurable sales pipeline
  • Human approval queue
  • Listing Studio, PhotoDesk, and scoreboard
Explore Sales CRM
AI
AI CONTROL PLANE

Packs, models, usage caps, policies, and a fail-closed vault.

Agent OS is the rooftop control room on Sales OS. Credentials stay fail-closed until attested. Listing photos never use generative redraw.

  • Floor, listing, intel, and ingest packs
  • Model registry and monthly token caps
  • HITL cannot be turned off
Explore Agent OS
CLEAR STARTING POINTS

Buy the course directly.
Scope organizational systems carefully.

The individual course has a secure self-serve checkout. Academy, Sales CRM, and Agent OS are configured through discovery because requirements and integrations differ.

SELF-SERVE
PROFESSIONAL AUTOMOTIVE COURSE

AI-Powered Car Sales Professional

For one automotive professional ready to build practical AI skill.

$144$288 regular
  • 8 modules and 58 lessons
  • Prompts, templates, and workflows
  • Companion practice access
Start the course
ORGANIZATIONAL

Academy

Team learning, onboarding, custom curricula, and progress visibility.

  • Scoped by learners and program
  • Optional branded delivery
  • Companion practice options
Discuss Academy
DEALERSHIP SYSTEMS

Sales CRM or Agent OS

Start with the operational layer your dealership actually needs.

  • One scoped golden workflow
  • Existing-system discovery
  • Human approval and access design
Discuss your dealership
FOR DEALERSHIPS AND AUTOMOTIVE ORGANIZATIONS

Tell us which layer needs to work better.

We will clarify whether the right starting point is Academy, Sales CRM, Agent OS, or a connected deployment. White-label requirements are scoped as part of the solution—not sold as another product.

Current systems first Human approval points No invented outcome claims
Automotive only — salespeople & dealerships. Unsubscribe anytime.