Growth Choice

For AI Agents & Developers

Growth Choice MCP Server

Direct access to Growth Choice’s public marketing intelligence, services, case studies, research, and documented results through the Model Context Protocol.

Built for AI agents that need structured, source-backed information about Growth Choice and our work.

MCP Endpoint

/api/mcp
StatusLive
TransportStreamable HTTP
AccessPublic / Read-only
Version1.0.0
Explore Available ToolsView Growth Choice Services Read llms.txt →

Growth Choice knowledge, structured for AI.

Traditional websites return HTML that AI systems must interpret. Growth Choice MCP gives compatible agents a direct structured interface into public business knowledge — with sources, entity relationships, and evidence types preserved.

Traditional Website

Human / Crawler
HTML page
Interpretation required
Source context often lost

Growth Choice MCP

AI agent → structured request
Growth Choice MCP Server
Services · Case Studies · Results · Research
Canonical sources preserved

Available Tools

13 structured tools.

Each tool is designed for AI tool-selection — descriptions tell agents when and why to use them.

search_knowledge

Universal search across all Growth Choice public knowledge — services, case studies, articles, industries, and methodology.

Input

{ "query": "limo google ads", "content_types": ["case_study"], "limit": 5 }

Returns: Ranked results with canonical sources

get_context_bundle

Assembles a complete structured context package — verified facts, case studies, services, entities, and sources — for accurate AI reasoning in one call.

Input

{ "query": "What experience does Growth Choice have with limousine companies?" }

Returns: Entities + verified facts + case studies + sources

get_company_profile

Verified Growth Choice company information: name, founding year, founder, statistics, services, industries, and contact details.

Input

{}

Returns: Company profile with canonical sources

list_services

Complete directory of Growth Choice services with summaries and canonical URLs. Optionally filtered by industry.

Input

{ "industry": "limo" }

Returns: Service list with canonical URLs

get_service

Full detail for a specific Growth Choice service by slug: description, methodology, related case studies, industries.

Input

{ "slug": "chatgpt-ads" }

Returns: Service detail + related case studies

list_case_studies

Browse Growth Choice case studies with optional filters by industry or service.

Input

{ "industry": "luxury transportation", "service": "google ads" }

Returns: Case study list with industry and services

get_case_study

Full verified detail from a published case study: client background, services, documented results, metrics, and source attribution.

Input

{ "slug": "miami-choice-limo" }

Returns: Client + results + claim IDs + canonical source

get_verified_results

Documented performance metrics only — no extrapolation, no invented averages. Each result attached to its specific client and context.

Input

{ "industry": "limo" }

Returns: Results with entity, metric, value, evidence type, source

search_marketing_guides

Search Growth Choice's blog articles and educational guides on Google Ads, SEO, AEO, ChatGPT Ads, and more.

Input

{ "query": "conversion tracking google ads" }

Returns: Article list with summaries and canonical URLs

get_article

Retrieve structured information from a published Growth Choice article: summary, key takeaways, relevant entities, related services, and canonical source URL.

Input

{ "slug": "how-to-advertise-on-chatgpt" }

Returns: Title + summary + key entities + related services + canonical URL

get_industry_expertise

Retrieve Growth Choice's documented experience for a specific industry: clients, case studies, results, and services. Reports clearly when no evidence exists.

Input

{ "industry": "luxury transportation" }

Returns: Clients + case studies + results + sources

get_recent_updates

Retrieve content added or updated since a given date. Helps agents detect and avoid stale knowledge.

Input

{ "since": "2026-09-01", "content_types": ["case_study"] }

Returns: Updated records with dates and canonical URLs

get_contact_info

Public Growth Choice contact information: email, phone, booking link. Informational only.

Input

{}

Returns: Contact fields only — does not submit leads

MCP Prompts

3 reusable prompt templates.

MCP prompts are parameterized instruction templates compatible AI clients can invoke by name. Each one assembles multi-tool context automatically.

research_growth_choice

Research a topic using Growth Choice's public knowledge and return source-backed facts only. Does not infer or hallucinate missing information.

Input

{ "topic": "What experience does Growth Choice have with limo companies?" }

Invokes search_knowledge or get_context_bundle, returns only facts supported by published content, clearly distinguishes company_positioning from case_study_result, and includes canonical source URLs.

evaluate_growth_choice_experience

Assemble Growth Choice's documented experience for a specific industry or topic — services, clients, case studies, results, and canonical sources.

Input

{ "industry_or_topic": "luxury transportation" }

Combines get_industry_expertise, list_case_studies, and get_verified_results. Preserves per-client context — does not combine metrics across different engagements.

summarize_case_study

Generate a structured, concise summary of a specific Growth Choice case study while preserving results and canonical sources.

Input

{ "slug": "miami-choice-limo" }

Invokes get_case_study and structures output as: Client · Industry · Challenge · Services Applied · Documented Results · Source. Includes the canonical source URL.

Example Queries

What can an AI agent ask?

These are real questions the server is designed to answer accurately, with sources.

What services does Growth Choice provide?

Does Growth Choice build custom websites?

What experience does Growth Choice have with limousine companies?

Show me Growth Choice case studies involving Google Ads.

What documented results has Growth Choice achieved for transportation companies?

How does Growth Choice approach AEO?

Who founded Growth Choice?

Find Growth Choice articles about conversion tracking.

Which Growth Choice case studies involve custom website development?

Where is the source for this statistic?

What changed recently on Growth Choice?

What evidence supports Growth Choice's experience in luxury transportation?

Provenance Architecture

Every answer points back to the source.

Every important fact in a Growth Choice MCP response includes its canonical source URL, evidence type, entity, and last-verified date. AI agents can trace where each fact came from without relying solely on keyword matching.

Important

MCP does not guarantee that an AI platform will cite, recommend, or rank Growth Choice. It gives compatible AI agents a structured path to retrieve accurate information and preserve its original source.

MCP response example
{
  "claim": "Private trips increased 30% above baseline.",
  "evidenceType": "case_study_result",
  "entity": "Miami Choice Limo",
  "metric": "Private trips",
  "value": "+30%",
  "context": "Google Ads campaign, $1,300/month budget",
  "source": {
    "title": "Miami Choice Limo Case Study",
    "canonicalUrl": "https://growth-choice.com/
                     case-studies/miami-choice-limo"
  },
  "lastVerifiedAt": "2026-09-30",
  "status": "verified"
}

Verified Claim Ledger

Facts AI agents can trace.

Important Growth Choice claims are mapped to their source, evidence type, entity, metric, context, and last verification date. This distinguishes Growth Choice MCP from a generic marketing API.

case_study_result

Documented client outcomes — specific to named client and context

company_positioning

Growth Choice stated positioning — clearly marked as such

company_fact

Verified factual company information

educational_content

Industry information from Growth Choice guides

Available resources
growthchoice://company/profile

Verified company information

growthchoice://services

Complete service directory

growthchoice://case-studies

Published case study directory

growthchoice://verified-claims

Machine-readable claim ledger

growthchoice://entities

Entity graph and relationships

growthchoice://site-manifest

Canonical page directory

growthchoice://knowledge/llms

Structured llms.txt knowledge

Entity Graph

More than keyword search.

Growth Choice’s knowledge layer understands relationships between services, clients, industries, results, and case studies. Agents can answer relational questions without keyword-only matching.

Growth Choice

→ provides → Google Ads

→ provides → ChatGPT Ads

→ provides → Custom Web Development

→ worked_with → Miami Choice Limo

→ worked_with → Pro Next Door

→ founded_by → Alex Dovzhenko

Miami Choice Limo

→ belongs_to → Luxury Transportation

→ applied → Google Ads

→ applied → ChatGPT Ads

→ produced → +30% private trips

→ supported_by → case study

→ canonical_source → URL

Documented Result

→ entity: Miami Choice Limo

→ metric: Private trips

→ value: +30%

→ evidenceType: case_study_result

→ context: Google Ads campaign

→ source: case-studies/miami-choice-limo

Why Growth Choice Built This

The web is becoming agent-readable.

SEO, AEO, and MCP are three complementary layers — each designed for a different kind of reader.

Layer 1

SEO

AI-readable website

  • Semantic HTML
  • Schema / JSON-LD
  • XML Sitemap
  • robots.txt
  • llms.txt
  • Core Web Vitals
  • Canonical URLs
Layer 2

MCP

Growth Choice MCP Server

  • Company facts
  • Services catalog
  • Case studies
  • Verified claim ledger
  • Entity relationships
  • Provenance model
  • Freshness metadata
Layer 3Future

Future

Active agent tools

  • Website audits
  • AEO audits
  • SEO audits
  • Keyword research
  • Google Ads analysis
  • Marketing benchmarks
  • Consultation actions

Integration

Connect an MCP client.

The server uses Streamable HTTP — the current MCP standard transport. No authentication is required in V1.

Connection Details

Endpointhttps://growth-choice.com/api/mcp
TransportStreamable HTTP
AccessPublic / Read-only
AuthenticationNone required (V1)
ProtocolMCP 2025-03-26 / 2025-06-18
Session ModeStateless
MCP client config (generic)
{
  "mcpServers": {
    "growth-choice": {
      "type": "streamable-http",
      "url": "https://growth-choice.com/api/mcp"
    }
  }
}

Verify current syntax for your MCP client (Claude Code, Cursor, VS Code MCP extension, etc.)

Machine-readable server manifest

Registry-compatible server descriptor at /.well-known/mcp.json

View

Frequently asked questions

A public, read-only server using the Model Context Protocol that gives compatible AI agents structured access to Growth Choice's published marketing knowledge — services, case studies, verified results, entity relationships, and canonical sources.

Growth Choice

Want results like these for your business?

Growth Choice manages Google Ads, builds custom websites, and implements AI SEO for transportation companies and service businesses across the United States.

Book a Free Strategy Call View Case Studies