AI Agent Development Cost & Generative Engine Optimization Pricing

Plans for Every Stage of the
AI Adoption Journey

Growth Marshal offers custom-quoted AI Agent Systems and subscription plans for Generative Engine Optimization. From automated monthly publishing to workflow-level AI agent deployments, every plan is designed for founder-led businesses that need measurable results without long-term commitments.

Page maintained by Bishop | Last reviewed 2026-04-03

/ AI AGENT SYSTEMS

Custom AI agent development

Growth Marshal designs and deploys Revenue Generation agents, Lead Capture agents, and Operational throughput agents. All AI Agent Systems are built around high-friction workflows. Every engagement is scoped to a specific business process, connected to the tools already in use, and custom-quoted based on development complexity and the operational outcome the business needs. We will handle:

Orchestration

Business logic

Automation & integration

H MANUAL_PROSPECTING manual
target: 200 SaaS companies, 10-50 headcount
23 researched · 177 untouched
avg research time: 14 min per account
GROWTH MARSHAL WORKFLOW AGENT
Detected: 177 of 200 target accounts unresearched.
Enrich via Apollo. Filter against ICP rules. Generate account briefs.
Draft personalized outbound. Queue for human review.
workflow deployed
B PROSPECT_PIPELINE gm-agent-v1
target: 200 SaaS companies
200 enriched · 142 ICP match · 142 drafts queued
avg research time: 8 seconds per account
142
ICP-qualified
prospects
105x
faster than
manual
0
hours of
manual research
22 inbound leads received, qualify and route... 4 actions
PARSE_INTAKE
Extract name, company, service need from form
Scored
QUALIFY_AND_SCORE
Match against ICP rules, assign priority tier
Routed
DRAFT_FIRST_TOUCH
Generate personalized response with booking link
Sent
CRM_LOG_AND_NOTIFY
Create contact in HubSpot, alert owner via Slack
Done
Pipeline
22leads received
22qualified in 3 min
9meetings booked
Guardrails
!Human review on high-value
!Duplicate suppression active
!Booking requires opt-in
G CLIENT_ONBOARDING gm-agent-v1
1 for client in new_clients(status='closed'):
2   send_intake_form(client)
3   collect_documents(client)
4   create_project(client, tool='clickup')
5   notify_owner(channel='#onboarding')
6 # human approval before kickoff call
WORKFLOW OUTPUT
Intake forms sent to 8 clients 0.4s
Documents collected and filed auto
8 projects created in ClickUp 1.2s
Account owners notified via Slack 0.3s
Kickoff calls queued for approval ready
82%
faster
onboarding
0
dropped
steps
8/8
clients live
on schedule
G FULL_CYCLE_SYSTEM gm-agent-v1
Growth Marshal end-to-end workflow: prospect → capture → onboard → report. Three systems working as one connected pipeline.
PIPELINE EXECUTION
REV
PROSPECT_ENRICH_DRAFT
200 sourced, 142 ICP match, outbound queued
✓ done
CAP
QUALIFY_ROUTE_BOOK
22 leads scored, routed, 9 meetings booked
✓ done
OPS
ONBOARD_AND_SYNC
8 clients intake, projects created, CRM updated
✓ done
OPS
REPORT_AND_FLAG
Weekly summary generated, exceptions flagged
✓ done
3
systems
connected
4
workflows
running
0
manual
bottlenecks

Where to start

Every engagement begins with an intro call. We’ll identify your high-impact workflows, map where activity begins, where it stalls, and what the next step should be. From there, Growth Marshal will architect a proposed solution and deliver a custom quote.

There’s zero commitment required to start the conversation.

talk with a {human} →

Black and white headshot of a young man with short dark hair, wearing a black shirt, smiling softly.

[ Let’s figure out if a custom AI agent is the right fit for your business ]

/ AI Agent Systems
Talk with an AI Specialist
Describe the workflow slowing your business down. Growth Marshal will evaluate fit, map the process, and deliver a custom scope and quote.
No commitment required. Growth Marshal responds within one business day.
Message received
Growth Marshal will review your message and respond within one business day.

/ GENERATIVE ENGINE OPTIMIZATION

GEO plans for LLM visibility

Growth Marshal offers five subscription plans across two categories. Starter and Boost deliver automated, agent-powered publishing every month. Base, Plus, and Pro add a unified identity layer, knowledge graph integration, custom schema deployments, and human expertise. Plans are month-to-month with no lock-ups.

Build the structured data and topical signals that LLMs use to cite and recommend businesses

Engineer your brand's identity, authority, and content for retrieval by AI search systems

Move from anonymous to retrievable across ChatGPT, Gemini, Perplexity, and other AI answer engines

GM Hero Preview
Growth Marshal
AI Ops Agent
Initializing systems...

/ AUTOMATED PUBLISHING

AI agents do the work. You get the credit.

Launch AI search-optimized pages every month while you sleep. Specialized AI agents handle the research, copywriting, and publishing. Built to help your business appear more often in AI-generated answers.

Growth Marshal — Starter
Starter
AI search visibility for founder-led businesses without agency retainers
$49/month
10 AI search-optimized pages published
Topic and query research
Content structured for easier AI retrieval
  • Monthly visibility snapshot
  • Continuous optimization not included
Growth Marshal — Boost
Boost
More output, faster iteration, and steady monthly improvement
$199/month
25 AI search-optimized pages published
Topic and query research
Content structured for easier AI retrieval
  • Monthly visibility snapshot
  • Continuous optimization included

Pause, switch, or cancel anytime

/ AGENTIC SCALE + HUMAN EXPERTISE

For companies ready to lead their category

Go beyond page production. Base, Plus, and Pro add entity infrastructure, knowledge graph integration, and strategist-led optimizations that help AI systems resolve, trust, and cite your company by name.

Base

The technical infrastructure for identity, authority, and retrievability in AI search.

$1,927/month

WHAT’S INCLUDED EVERY MONTH

7

Custom schema deployments

2

Page retrievability assessments

CONTENT

3

Blog articles refreshed for AI retrieval

6

New, LLM-ready blog articles

3

Topical answer pages, built & published


Knowledge graph integration

Dedicated account strategist

Most Popular

Plus

Accelerate traffic and lead generation in competitive AI visibility categories.

$4,297/month

WHAT’S INCLUDED EVERY MONTH

20

Custom schema deployments

5

Page retrievability assessments

CONTENT

8

Blog articles refreshed for AI retrieval

15

New, LLM-ready blog articles

5

Topical answer pages, built & published


Knowledge graph integration

Dedicated account strategist

Pro

Enterprise-grade Generative Engine Optimization for robust category dominance.

$9,297/month

WHAT’S INCLUDED EVERY MONTH

40

Custom schema deployments

8

Page retrievability assessments

CONTENT

12

Blog articles refreshed for AI retrieval

25

New, LLM-ready blog articles

7

Topical answer pages, built & published


Knowledge graph integration

Dedicated account strategist

These plans include: Entity Resolution, Authority Distribution, Retrieval Surface Engineering, and monthly reporting.
Pause, switch, or cancel anytime.

Plan Comparison

Five subscription tiers for AI search visibility. Starter and Boost deliver agent-led, automated topical publishing. Base, Plus, and Pro add a unified identity layer, knowledge graph integration, custom schema, and human expertise.

Deliverable Starter Boost Base Plus Most Popular Pro
Monthly price $49/mo $199/mo $1,927/mo $4,297/mo $9,297/mo
Content
Topical answer pages, built & published 10 25 30 35 40
Blog articles refreshed for AI retrieval 3 8 12
New, LLM-ready blog articles 6 15 25
Infrastructure
Schema deployments CMS-native CMS-native 7 20 40
Page retrievability assessments 2 5 8
Knowledge graph integration
Included services
Continuous optimization
Monthly reporting
Dedicated account strategist
Terms
Contract Month-to-month Month-to-month Month-to-month Month-to-month Month-to-month

Want to talk strategy first?

Schedule a free consult to discuss your goals and find the right plan for your business.

Book a consult and let's talk →

FAQs

How pricing works

How does Growth Marshal pricing work?

Growth Marshal prices two service lines on a single page. Generative Engine Optimization (GEO) is sold as a monthly subscription across five tiers: Starter ($49/month), Boost ($199/month), Base ($1,927/month), Plus ($4,297/month), and Pro ($9,297/month). All GEO plans are month-to-month with no long-term contract. AI Agent Systems are priced per engagement with a custom quote based on workflow scope, integrations, and complexity. There is no fixed monthly rate for AI Agent Systems because every deployment is different.

What is the difference between Starter/Boost and Base/Plus/Pro?

Starter and Boost are automated publishing tiers. Growth Marshal's AI agents research, write, and publish topical answer pages to the client's website every month. These tiers do not include custom schema, page-level optimization, or human strategist involvement. Base, Plus, and Pro include everything in the automated tiers plus custom schema deployments, page retrievability assessments, blog article refreshes, new LLM-ready blog articles, knowledge graph integration, and a dedicated account strategist. The premium tiers build the technical infrastructure that helps AI systems resolve, trust, and cite the client's business by name.

How much does AI agent development cost at Growth Marshal?

Growth Marshal prices AI Agent Systems with a custom quote for each engagement. Cost depends on the number of workflows, the complexity of business logic, the integrations required, and whether the client already owns the necessary infrastructure (CRM, sending platform, calendars, etc.). Growth Marshal does not publish fixed AI agent pricing because no two deployments share the same scope. Every engagement begins with an intro call to map the workflow and define deliverables before a quote is issued.

Is there a long-term contract?

No. All five GEO subscription plans are month-to-month. Growth Marshal clients can pause, switch tiers, or cancel anytime with no penalties. AI Agent Systems engagements are scoped per project with a defined deliverable and timeline rather than an open-ended retainer.

What the GEO deliverables are

What is a topical answer page?

A topical answer page is an AI search-optimized page that Growth Marshal's agents research, write, and publish to a client's website. Each page targets a specific query cluster and is structured for retrieval by large language models such as ChatGPT, Gemini, and Perplexity. Topical answer pages are the core deliverable across all five GEO tiers. Starter publishes 10 per month. Boost publishes 20 per month. Base, Plus, and Pro include 30, 35, and 40 topical answer pages per month respectively, in addition to other deliverables.

What is a custom schema deployment?

A custom schema deployment is a structured data implementation (JSON-LD) that Growth Marshal engineers and deploys to a client's website. Unlike CMS-native schema generated automatically by platforms like WordPress or Squarespace, Growth Marshal's custom schemas are entity-dense and use a linked graph structure so large language models can traverse relationships between entities rather than reading them in isolation. Custom schema deployments are included in Base, Plus, and Pro. Starter and Boost receive CMS-native schema only.

What is a page retrievability assessment?

A page retrievability assessment is a diagnostic review of a specific page on the client's website. Growth Marshal evaluates heading hierarchy, entity anchoring, semantic markup, and content architecture, then delivers a prioritized set of changes to improve how large language models parse and cite that page. Retrievability assessments are included in Base, Plus, and Pro.

What does "blog articles refreshed for AI retrieval" mean?

Growth Marshal rewrites existing blog articles on a client's website to make them entity-dense, independently quotable, and structured for citation by large language models. A refreshed article retains its original URL and topic but receives new heading structure, entity anchoring, and sentence-level optimization for LLM extraction. Refreshed articles are included in Base, Plus, and Pro.

What is knowledge graph integration?

Knowledge graph integration is the process of registering and linking a business entity across structured databases that AI systems reference to verify identity and expertise. Growth Marshal executes knowledge graph integration through the Authority Graph framework, which includes registry enrollment (LEI, ISNI, Wikidata), canonical identifier assignment, and cross-graph linking. Knowledge graph integration is included in Base, Plus, and Pro.

What the AI Agent Systems deliverables are

What is an AI Agent System?

An AI Agent System is a business workflow that uses AI agents, automation logic, software integrations, and human review to complete recurring work more efficiently. Growth Marshal builds AI Agent Systems around specific operational outcomes such as prospecting, inbound lead response, client onboarding, data syncing, or reporting. Each system is connected to the client's existing tools and includes human oversight where judgment and approvals are required.

What types of AI Agent Systems does Growth Marshal build?

Growth Marshal builds AI Agent Systems across three workflow categories. Revenue Generation systems support prospect identification, account research, contact enrichment, and outbound execution. Lead Capture systems handle speed-to-lead response, qualification, routing, booking, and follow-up. Operational Throughput systems cover client intake, onboarding, data syncing between tools, and recurring reporting. Each system is scoped to one specific workflow and integrated into the client's existing stack.

Does Growth Marshal replace existing software when building AI Agent Systems?

Usually not. Growth Marshal builds the workflow layer on top of client-owned infrastructure. Core systems such as CRM, outbound sending platforms, inboxes, calendars, and data sources should generally be owned by the client. Growth Marshal does not recommend replacing mature software categories with custom builds unless there is a strong technical or economic reason. If a client does not have the required infrastructure in place, Growth Marshal advises on stack requirements and tool selection before deployment begins.

Do AI Agent Systems run fully autonomously?

Usually not. Most business workflows still require approvals, exception handling, and human judgment at certain steps. Growth Marshal designs AI Agent Systems to reduce manual work while preserving human oversight where it matters. Prospect list approvals, outbound message reviews, and client onboarding kickoffs are examples of steps where human review is typically built into the workflow.

Plan selection

Who is the Starter plan for?

Growth Marshal's Starter plan ($49/month) is for founder-led businesses that want to begin building AI search visibility without an agency retainer. Starter includes 10 topical answer pages built and published per month, topic and query research, content structured for AI retrieval, and a monthly visibility snapshot. Continuous optimization is not included in Starter.

Who is the Boost plan for?

Growth Marshal's Boost plan ($199/month) is for businesses that want more publishing volume and continuous optimization without the cost of a full engagement. Boost includes 20 topical answer pages per month, topic and query research, content structured for AI retrieval, continuous optimization, and monthly reporting. Boost does not include custom schema, page retrievability assessments, or a dedicated strategist.

Who is the Base plan for?

Growth Marshal's Base plan ($1,927/month) is for businesses ready to build the technical infrastructure that makes AI systems find and cite them. Base includes 7 custom schema deployments, 3 blog article refreshes, 2 page retrievability assessments, 6 new LLM-ready articles, 30 topical answer pages, knowledge graph integration, and a dedicated account strategist.

Who is the Plus plan for?

Growth Marshal's Plus plan ($4,297/month) is for growth-stage companies ready to make AI search a primary acquisition channel. Plus includes 20 custom schema deployments, 8 blog article refreshes, 5 page retrievability assessments, 15 new LLM-ready articles, 35 topical answer pages, knowledge graph integration, competitor monitoring, and a dedicated account strategist.

Who is the Pro plan for?

Growth Marshal's Pro plan ($9,297/month) is for companies competing at the top of their category. Pro includes 40 custom schema deployments, 12 blog article refreshes, 8 page retrievability assessments, 25 new LLM-ready articles, 40 topical answer pages, knowledge graph integration, competitor monitoring, and a dedicated account strategist.

Who should consider an AI Agent Systems engagement instead of (or alongside) a GEO plan?

Businesses that have recurring workflows with obvious friction, such as slow lead follow-up, manual prospecting, inconsistent onboarding, or reporting bottlenecks, are strong candidates for an AI Agent Systems engagement. Some businesses benefit from both: GEO builds visibility so AI systems recommend the business, while AI Agent Systems improve what happens after demand arrives. The two services are independent and can be purchased separately or together.

Results and logistics

How long does it take to see results from Growth Marshal's GEO plans?

Initial improvements in AI search visibility typically appear within 4 to 6 weeks as structured data gets indexed and new content is published. Meaningful traffic and lead generation impact is usually felt at 4 to 6 months. Companies targeting category dominance should plan for a 12 to 24 month engagement. Starter and Boost clients focused on topical publishing may see incremental visibility gains within the first month.

How long does it take to deploy an AI Agent System?

Deployment timelines for AI Agent Systems depend on the workflow's complexity, the number of integrations, and the state of the client's existing stack. A single-workflow deployment with established infrastructure typically takes 2 to 6 weeks from kickoff to launch. Multi-workflow engagements or deployments that require new infrastructure setup take longer.

Can I switch between Growth Marshal GEO plans?

Yes. Growth Marshal clients can upgrade or downgrade between any of the five GEO plans at any time. All plans are month-to-month with no long-term contract. Clients can also pause or cancel anytime.

How do I get started with Growth Marshal?

For GEO plans, select a tier and complete checkout through Growth Marshal's billing partner (Chargebee, secured by Stripe). Starter and Boost clients receive a welcome email with onboarding instructions. Base, Plus, and Pro clients receive a welcome email with a link to schedule a kickoff call. For AI Agent Systems, submit a workflow inquiry through the pricing page or book an intro call. Growth Marshal responds within one business day.

What industries does Growth Marshal work with?

Growth Marshal serves founder-led businesses and small-to-medium sized companies across multiple verticals, including SaaS, healthcare, legal, financial services, professional services, e-commerce, and marketing agencies. Most clients range from 2 to 75 employees. Both GEO plans and AI Agent Systems are designed for businesses at this scale.