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Prov1.2L4 Semantic FrameworkUpdated Mar 2026

Automotive Framework

Dealership content, vehicle copy, and automotive marketing — AI-built

4.7(89 reviews)1.5K installs38 prompts5 stagesLocal Business
GPT-4Claude

Automotive Framework encodes automotive marketing, dealership operations, and vehicle content expertise into prompt sequences that generate complete automotive marketing systems. From vehicle listing copy to service department campaigns, every prompt produces automotive content that drives foot traffic, online leads, and service revenue.

Full Access Unlocked

All 38 prompts · All 4 modules

30-day money-back guarantee
Secure checkout via Stripe
Lifetime updates (currently v1.2)
Instant delivery after purchase

"The vehicle listing copy prompts produce descriptions that actually get clicks. Our VDP engagement w..."

Mike T. · Dealer Principal

Need expert implementation?

Hire an Orchestrator

Connect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.

How to use this framework

No coding required. You will use ChatGPT or Claude as your AI tool. Follow these steps in order — do not skip ahead.

1

Purchase & download the framework

Click the buy button on this page. After checkout, click the and hit Download .zip. Unzip it on your computer — you'll see a .md file and a .pdf file. The .pdf is easy to read. The .md file is what you'll copy prompts from.

2

Open ChatGPT or Claude in a new browser tab

Go to chat.openai.com (ChatGPT) or claude.ai (Claude) — either works. Start a new conversation. Keep this framework page open in another tab so you can copy prompts from it. You'll be switching between the two tabs throughout this process.

3

Write down your brief before touching any prompt

Every prompt in this framework has [BRACKETED] placeholders like [STUDIO NAME], [STYLE SPECIALTY], [CITY]. Before you run a single prompt, open a notes app and write down your real answers for each placeholder. You'll paste these in every time you see a bracket — having them ready saves time and keeps your outputs consistent across all stages.

4

Stage 1Brand + Website Content

Go to the above and filter to Brand + Website Content. You'll see a list of prompts. Click the copy button on the first one, switch to your ChatGPT or Claude tab, paste it in, and replace every [BRACKET] with your real business info. Hit send. When the AI responds, copy that response and save it — that's your finished content for your website homepage, About page, and brand materials. Repeat for each prompt in this stage before moving to the next stage.

Input needed:Dealership Brief
5

Stage 2Vehicle Listing Copy System

Go to the above and filter to Vehicle Listing Copy System. You'll see a list of prompts. Click the copy button on the first one, switch to your ChatGPT or Claude tab, paste it in, and replace every [BRACKET] with your real business info. Hit send. When the AI responds, copy that response and save it — that's your finished content for your property listings, market reports, and client presentations. Repeat for each prompt in this stage before moving to the next stage.

Input needed:Inventory
6

Stage 3Lead Response + Sales Email Sequence

Go to the above and filter to Lead Response + Sales Email Sequence. You'll see a list of prompts. Click the copy button on the first one, switch to your ChatGPT or Claude tab, paste it in, and replace every [BRACKET] with your real business info. Hit send. When the AI responds, copy that response and save it — that's your finished content for your email campaigns, follow-up sequences, and client communications. Repeat for each prompt in this stage before moving to the next stage.

Input needed:Leads
7

Stage 4Service + Retention Campaign

Go to the above and filter to Service + Retention Campaign. You'll see a list of prompts. Click the copy button on the first one, switch to your ChatGPT or Claude tab, paste it in, and replace every [BRACKET] with your real business info. Hit send. When the AI responds, copy that response and save it — that's your finished content for your campaign materials, launch announcements, and promotional content. Repeat for each prompt in this stage before moving to the next stage.

Input needed:Customers
8

Stage 5Social Content Calendar

Go to the above and filter to Social Content Calendar. You'll see a list of prompts. Click the copy button on the first one, switch to your ChatGPT or Claude tab, paste it in, and replace every [BRACKET] with your real business info. Hit send. When the AI responds, copy that response and save it — that's your finished content for your social media posts, captions, and content calendar. Repeat for each prompt in this stage before moving to the next stage.

Input needed:Community
9

Optional: Build the full AI-powered app in an AI website builder

If you want to go beyond copy-paste and build a real web app (booking system, client portal, automated email sequences), open an AI website builder such as Airo. Go to the , copy the Orchestrator Prompt, paste it into the AI chat, and it will build the entire app structure for you automatically.

Who is this for?

Automotive dealerships building their marketing systems
Automotive marketing agencies managing dealer clients
Independent used car dealers building their brand
Automotive brands creating retail content

Everything you get

38 production-ready prompts across 5 workflow stages
Vehicle listing copy system (new, used, CPO)
Dealership website content (homepage, about, departments)
Email campaign system (leads, service, loyalty)
Social content calendar (Instagram, Facebook, TikTok)
Service department marketing (reminders, upsells, reviews)
Trade-in campaign framework (conquest, retention)
Finance department content (explainers, offers, objections)
Lifetime updates — currently on v1.2

What's Inside

4 modules · 38 prompts · 5 workflow stages

Modules(4 total)

Vehicle Content System

Vehicle listing copy (new, used, CPO), feature highlight framework, comparison copy, and vehicle video script system.

9 prompts

Dealership Brand System

Dealership website copy (homepage, about, team), Google Business profile, and reputation management response templates.

8 prompts

Lead & Sales System

Lead response email sequence, trade-in campaign framework, finance explainer content, and objection handling guide.

10 prompts

Service & Retention System

Service reminder campaign, service upsell content, loyalty program communications, and post-purchase follow-up sequence.

11 prompts
Sample Prompts(38 total)
Vehicle Listing Copy·Claude

Write vehicle listing copy for the following vehicle: [YEAR MAKE MODEL TRIM]. Mileage: [N] (if used). Key features: [LIST]. Condition: [NEW / USED / CPO]. Price: [PRICE]. Dealership: [NAME, LOCATION]. Create: (1) Listing headline (attention-grabbing, specific — not "Great Deal on a Great Car"), (2) Short description (75 words — for search results and social), (3) Full listing description (200 words — lead with the most compelling feature, describe the driving experience, highlight key features, end with a CTA), (4) 5 bullet point highlights (specific features, not generic claims), (5) CTA (specific — what to do next). Avoid: "one owner", "like new", "won't last long", "priced to sell". Be specific about what makes this vehicle worth buying.

Service Department Email Campaign·GPT-4

Write a 4-email service department campaign for [DEALERSHIP NAME] targeting customers who haven't visited in [N] months. Vehicle: [MAKE/MODEL if targeting specific owners]. Campaign goal: [REACTIVATION / OIL CHANGE / SEASONAL SERVICE]. Email 1: Friendly check-in (we noticed you haven't been in, here's what might need attention based on mileage/time). Email 2: Value offer (specific service offer — not just "discount"). Email 3: Urgency (seasonal or safety angle — why now matters). Email 4: Last chance + easy booking CTA. For each email: subject line (3 options), preview text, body (under 150 words), and CTA. Tone: helpful and honest — not pushy.

Workflow Architecture(5 stages)

system

9 prompts

Stage 1

prompts

8 prompts

Stage 2

workflow

10 prompts

Stage 3

templates

11 prompts

Stage 4

Everything included

Vehicle listing copy system
Dealership website content
Email campaign system
Social content calendar
Service department marketing
Trade-in campaign framework
Finance department content
Full Access Unlocked

What builders say

"The vehicle listing copy prompts produce descriptions that actually get clicks. Our VDP engagement went up 40% after switching to this framework."

MT

Mike T.

Dealer Principal

"The service reactivation campaign brought back 18% of lapsed customers in the first month. The "helpful not pushy" tone instruction made all the difference."

SK

Sarah K.

Automotive Marketing Manager

You have full access

All 38 prompts across 4 modules are unlocked for your account.

$149$229

Lifetime access