Custom Proposal

We audited the marketing at Freeplay

AI-native prompt engineering and testing platform for enterprise teams

This page was built using the same AI infrastructure we deploy for clients.

Month-to-month. Cancel anytime.

17-person team with $14.4M funding but minimal visible brand presence in developer/enterprise AI tooling space

Post-seed stage (June 2025) with no apparent paid acquisition or demand generation motion at scale

Limited content strategy to educate buyers on prompt engineering ROI versus competitors in LLM tooling

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30,000+
Matches Made
6,000+
Customers
Since 2019
Track Record
Your Team Today

Freeplay's Leadership

We mapped your current team to understand where MH-1 fits in.

E
Eric
Co-founder & CTO

MH-1 doesn't replace your team. It becomes your marketing team: dedicated humans + AI agents running execution at scale while you focus on product.

Marketing Audit

Here's Where You Stand

Early-stage team focused on product. Marketing infrastructure and demand generation largely absent.

28
out of 100
SEO / Organic 35% - Weak

No visible ranking for core queries like 'prompt engineering tools' or 'LLM evaluation platform'. Domain authority likely underdeveloped.

MH-1: SEO agent builds content around prompt engineering ROI, testing frameworks, LLM cost optimization to capture enterprise search intent

AI / LLM Visibility (AEO) 18% - Very Weak

Product sits at intersection of AI tooling but likely absent from LLM context windows when developers and domain experts query AI assistants

MH-1: AEO agent indexes product pages, case studies, and prompt templates across ChatGPT, Claude, Gemini to appear in AI-native discovery flows

Paid Acquisition 12% - Very Weak

No signals of active Google Ads, LinkedIn ads, or developer platform campaigns targeting engineering teams evaluating prompt tools

MH-1: Paid agent runs retargeting on developer communities, LinkedIn targeting enterprise ML/AI leads, and search ads on LLM-related keywords

Content / Thought Leadership 38% - Moderate

Product positioning exists but limited published insights on prompt engineering best practices, evaluation methodologies, or domain expert collaboration models

MH-1: Content agent publishes weekly case studies, evaluation benchmarks, prompt templates, and expert interviews to establish category authority

Lifecycle / Expansion 22% - Very Weak

No visible playbook for converting trial users into paying teams or expanding seats across enterprises already using product

MH-1: Lifecycle agent automates onboarding sequences, usage-based expansion triggers, and success metrics to grow account value

Top Growth Opportunities

Capture LLM-native search demand

Developers and domain experts query ChatGPT/Claude for prompt optimization help. Freeplay should own this conversation through AEO.

AEO agent creates and distributes optimization guides, evaluation templates, and case studies across LLM context windows

Build developer community moat

Establish Freeplay as the canonical resource for prompt engineering best practices and LLM evaluation frameworks

Content agent publishes weekly technical deep-dives, hosts community challenges, and indexes prompt libraries for organic discovery

Accelerate enterprise GTM

$14M+ in funding signals Series A readiness. Sales and marketing infrastructure needs to match investor expectations for growth

Paid agent targets Fortune 5000 ML/AI teams with account-based campaigns. LinkedIn agent positions Eric and co-founder as category experts

Your MH-1 Team

3 Humans + 7 AI Agents

A dedicated marketing team built specifically for Freeplay. The humans handle strategy and judgment. The AI agents handle execution at scale.

Human Experts

G
Growth Strategist
Senior hire

Owns Freeplay's growth roadmap. Pipeline strategy, account expansion playbooks, board-ready reporting. Translates AI insights into revenue.

P
Performance Marketer
Senior hire

Runs paid acquisition across LinkedIn and Google. Manages creative testing, budget allocation, and pipeline attribution.

C
Content / Brand Lead
Senior hire

Builds thought leadership on LinkedIn. Creates long-form content targeting your ICP. Manages the content-to-pipeline engine.

AI Agents

SEO / AEO Agent

Monitors AI citation visibility across 6 LLMs weekly. Builds content targeting category queries to increase Freeplay's presence in AI-generated answers.

Ad Creative Generator

Produces LinkedIn ad variants targeting your ICP. Tests headlines, visuals, and offers at 10x the speed of manual production.

Email Optimizer

Builds lifecycle sequences: onboarding, expansion triggers, champion nurture, and re-engagement for dormant accounts.

LinkedIn Ghost-Writer

Founder thought leadership. Builds the narrative that drives enterprise inbound from senior decision-makers.

Competitive Intel Agent

Tracks competitors. Monitors positioning changes, ad spend, content strategy. Informs your counter-positioning.

Analytics Agent

Attribution by channel, pipeline velocity, budget waste detection. Weekly synthesis reports with AI-generated recommendations.

Newsletter Agent

Weekly market intelligence digest curated from Freeplay's industry signals. Positions you as the intelligence layer. Drives inbound pipeline from subscribers.

What Runs Every Week

Active Workflows

Here's what the MH-1 system would be doing for Freeplay from week 1.

01 AEO Citation Monitoring

AEO workflow: Distribute prompt engineering guides, LLM evaluation frameworks, and Freeplay case studies to ChatGPT, Claude, Gemini plugin indexes so developers discover product in AI-native workflows

02 Founder LinkedIn Engine

Founder LinkedIn workflow: Eric shares technical insights on prompt testing, LLM evaluation methodologies, and domain expert collaboration to build credibility with engineering leaders

03 Ad Creative Testing

Paid ad workflow: Target Google Ads on 'prompt engineering tools', 'LLM evaluation platform', 'prompt testing framework'. Run LinkedIn campaigns to ML/AI teams at enterprises

04 Lifecycle Expansion

Lifecycle workflow: Trigger expansion campaigns when trial users hit key milestones in prompt templates created, evaluations run, or team members invited. Upsell collaborative features

05 Competitive Positioning Watch

Competitive watch workflow: Monitor positioning of Prompt Playground, LangSmith, Anthropic's evaluation tools. Alert on feature releases, pricing changes, and customer wins

06 Pipeline Intelligence Brief

Pipeline intelligence workflow: Track which enterprises query LLM topics, request prompt engineering guidance, or debate evaluation methodologies. Score as AEO leads

The Difference

Traditional Marketing vs. MH-1

Traditional Approach

3-6 months to hire a marketing team
$80-120K/mo for 3 senior hires
Manual campaign management
Monthly reports, quarterly pivots
Agencies don't understand AI products
No compounding intelligence

MH-1 System

Team operational in 7 days
$30K/mo for humans + AI agents
AI runs experiments autonomously
Real-time monitoring, weekly sprints
Built for AI-native companies
System gets smarter every week
How It Works

Audit. Sprint. Optimize.

3 phases. Real output every 2 weeks. You see results, not decks.

1

AI Audit + Growth Roadmap

Full diagnostic of Freeplay's marketing infrastructure: SEO, AEO visibility, paid, content, lifecycle. Prioritized roadmap tied to pipeline metrics. Delivered in 7 days.

2

Sprint-Based Execution

2-week sprint cycles. Real campaigns, not presentations. Each sprint ships measurable output across your priority channels.

3

Compounding Intelligence

AI agents monitor your channels 24/7. They catch budget waste, detect creative fatigue, track AI citation changes, and run A/B experiments autonomously. Week 12 is measurably better than week 1.

Investment

AI Marketing Operating System

$30K/mo

3 elite humans + AI agents operating your growth system

Full marketing audit + roadmap
Dedicated growth strategist
Performance marketer
Content & brand lead
7 AI agents: SEO, AEO, Ads, Creative, Lifecycle, LinkedIn, Analytics
2-week sprint cycles
24/7 AI monitoring + experiments
Custom MH-OS instance for Freeplay
In-House Marketing Team
$80-120K/mo
vs
MH-1 System
$30K/mo

Output multiplier: ~10x output at a fraction of the cost. The system gets smarter every week.

Book a Strategy Call

Month-to-month. Cancel anytime.

FAQ

Common Questions

How does MH-1 differ from a marketing agency?

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MH-1 pairs 3 elite human marketers with 7 AI agents. The humans handle strategy, creative direction, and judgment calls. The AI agents handle execution at scale: generating ad variants, monitoring competitors, building email sequences, tracking citations across LLMs, running A/B experiments autonomously. You get the quality of a senior marketing team with the output volume of a 15-person department.

What kind of results can we expect in the first 90 days?

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First 30 days: Set up AEO distribution, launch SEO content on prompt engineering ROI and evaluation best practices, and begin founder LinkedIn positioning. Days 30-60: Activate paid acquisition on developer keywords and account-based LinkedIn campaigns targeting enterprise ML leads. Days 60-90: Measure LLM-native discovery lift, refine content based on AEO performance, and deploy lifecycle automation to accelerate trial-to-paid conversion.

How does AEO help Freeplay reach developers searching for prompt tools in ChatGPT or Claude

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When developers or domain experts query Claude or ChatGPT about prompt optimization, evaluation frameworks, or testing strategies, your guides and case studies appear directly in the LLM response. AEO makes Freeplay the default resource developers find before even searching Google, positioning you as the category expert.

Can we cancel anytime?

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Yes. MH-1 is month-to-month with no long-term contracts. We earn your business every sprint. That said, compounding effects kick in around month 3 as the AI agents accumulate data and the system learns what works for Freeplay specifically.

How is this page personalized for Freeplay?

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This page was researched, audited, and generated using the same AI infrastructure we deploy for clients. The channel scores, team mapping, growth opportunities, and recommended agents are all based on real analysis of Freeplay's current marketing. This is a live demo of MH-1's capabilities.

Turn prompt engineering into defensible competitive advantage with autonomous marketing

The system gets smarter every cycle. Let's talk about building it for Freeplay.

Book a Strategy Call

Month-to-month. Cancel anytime.

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