For Seed to Series B AI & MLOps Founders

Stop Building Features.
Start Building Revenue.

The definitive product strategy playbook for AI infrastructure startups. Align your engineering brilliance with enterprise buyer realities to unlock reliable, compounding growth.

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One-time payment. Lifetime access.

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Your Tech is Incredible.
Why Aren't Enterprises Buying?

You've built a technically superior MLOps or AI platform, but the sales cycle is dragging, and user adoption is stalling.

The "Build It and They'll Come" Trap

Your engineering team is shipping features fast, but they don't map to urgent enterprise pain points. You're building a Swiss Army knife when the customer needs a scalpel.

Open Source vs. Commercial Confusion

You have GitHub stars, but struggling to convert free users to paid enterprise contracts. The line between your OSS and Cloud offering is blurry and cannibalizing sales.

Selling to the Wrong Persona

Your messaging resonates with junior data scientists, but they don't have budget authority. You lack the enterprise narrative required to sell to VP of AI or VP of Engineering.

The Shift You Need to Make

BEFORE
  • Features dictated by the loudest free user
  • Technical documentation acting as marketing
  • 6-12 month proof-of-concept purgatory
AFTER
  • Roadmap prioritized by enterprise ARR potential
  • Clear ROI narrative targeting economic buyers
  • Standardized, rapid deployment reducing time-to-value
The Arsenal

Everything You Need to Structure Your GTM and Product

Not generic startup advice. Highly specific, actionable templates and frameworks designed explicitly for infrastructure software.

01
Template (Notion)

The Open-Source Commercialization Matrix

A framework to definitively decide what features belong in OSS vs. Cloud/Enterprise. Stop guessing and stop cannibalizing your paid tiers.

  • ✓ 15-point feature classification checklist
  • ✓ Security & Compliance gatekeeper models
02
Guide + Canvas

Enterprise Buyer Persona Deep-Dives

Detailed psychographic and operational profiles of your true buyers: VP Eng, VP AI, Platform Leads. Know exactly how they are measured and what keeps them up at night.

  • ✓ Objection handling scripts for technical debt
  • ✓ ROI calculation frameworks per persona
03
Excel Model

Consumption Pricing Calculator

Pricing compute/infrastructure is notoriously hard. Use this robust model to simulate margins, set compute multipliers, and structure predictable tiered pricing.

  • ✓ AWS/GCP underlying cost mapping
  • ✓ Minimum commitment vs. PAYG scenarios
04
Figma / Docs

The MVP 'Enterprise-Ready' Checklist

The exact administrative, security, and integration features you must build before a Fortune 500 will sign. Includes UI wireframes for admin consoles.

  • ✓ RBAC & SSO implementation standards
  • ✓ Audit logging requirements spec

Take a look inside...

High-fidelity templates ready to duplicate into your Notion workspace. No fluff, just practical systems you can implement today.

Grab the toolkit
Notion - GTM Strategy.md

Founders Who Switched from 'Building' to 'Selling'

"We spent 8 months building an open-source LLM routing tool. We had 2,000 GitHub stars and $0 in revenue. The OSS vs Commercialization matrix in this toolkit helped us define a hard line. We closed our first $40k ACV contract 5 weeks later."

EK
Elena K.
CEO, YC W23 AI Infra

"The enterprise buyer persona deep-dives completely changed our pitch deck. We stopped talking about sub-millisecond latency (which engineers care about) and started pitching infrastructure cost reduction (which the VP of Eng cares about). Total game-changer."

MR
Marcus R.
Co-Founder & CTO, Seed Stage

"Pricing compute is a nightmare. The Consumption Pricing Excel Model saved me weeks of pulling my hair out trying to figure out AWS margins versus our markup. Paid for itself 100x over on our next enterprise quote."

ST
Sarah T.
Head of Product, Series A MLOps

Invest in Your Growth Engine

One price. Lifetime access to all current and future updates.

The Complete Toolkit

For Seed to Series B Founders

$499 $149

One-time payment

  • OSS Commercialization Matrix
  • Enterprise Buyer Personas
  • Consumption Pricing Excel Model
  • Enterprise-Ready MVP Checklist
  • Notion & Figma Templates
  • Lifetime Content Updates
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14-Day "Enterprise Ready" Guarantee

If you don't feel this toolkit saves you at least 3 months of trial-and-error in defining your go-to-market strategy, email us within 14 days for a full refund. No questions asked.

Frequently Asked Questions

It is built for founders, early PMs, and Go-To-Market leads at AI and ML infrastructure startups (Seed to Series B). If you are building tools for developers, data scientists, or MLOps teams, this is for you. It is less relevant for B2C AI app builders.
This is primarily a collection of actionable templates, models, and checklists (Notion, Excel, Figma). There is brief explanatory text to provide context, but the focus is on tools you can copy into your workspace and use immediately, not hours of video lectures.
Immediately after purchase, you will receive an email with a secure link to a Notion dashboard containing all the templates, download links for the Excel models, and instructions on how to duplicate them into your own environment.