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85% of AI projects fail. We help you build the 15% that succeed.

Most AI Projects Fail…
We Make Sure Yours Won't.

Don't just build AI, First Redesign Workflows & Decision Paths for AI-Human Collaboration

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Trusted experience from

Reveal.net
MIT Sloan
Oxford
Nomad/Alstom
Lingaro
Instacart

Our Approach

Three Pillars of AI Success

Pretotype First

Test AI ideas in days, not months. Validate market demand before writing a single line of code. Fast iteration beats perfect planning.

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Vibe Anything

Rapid go-to-market with GenAI automation. Scale your distribution, not just your technology. Build audiences while you build products.

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Build Audiences, Not Just Products

Distribution-first AI strategy. Your audience is your moat, not your code. Master the art of market creation alongside product development.

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See How We Work

How We Work

AI Validation Framework Built for Real Results

Traditional development is slow. AI makes building trivial—validation is everything.

function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.

function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
function validateIdea() { const pretotype = 'fake_door'; const YODA = collectRealData(); return YODA.signals > opinions; }
Pretotype in Days, Not Months
Test market demand with Fake Door AI, Mechanical Turk, and rapid validation techniques before writing production code.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.
pipeline = { target: 'audience_first', distribution: 'AI_automated', content: generateWithGenAI(), scale: 'exponential' }
GenAI-Powered GTM Acceleration
Automate your go-to-market with AI-driven content, sales workflows, and partnership ecosystems that scale faster than traditional methods.

Our Philosophy

Why We're Different

We don't just build AI. We validate it, distribute it, and ensure people actually use it.

Our Philosophy

Why We're Different

We don't just build AI. We validate it, distribute it, and ensure people actually use it.

Pretotype first

Validate with users before investing in development

Data over opinions

Real user feedback trumps internal assumptions

Audience first

Distribution-first mindset in the AI era

Learn fast win

Rapid iteration beats perfect execution

AI Pretotyping Services

AI Prototyping Services

Most AI products fail because they solve problems people do not care enough about. Even well-funded companies fail when they build solutions before validating demand. Failures usually come from building something nobody wants, solving the wrong problem, or lacking distribution. Real validation comes from observing user behavior, not opinions or surveys.

Fake Door AI

Test demand with a landing page before building. !

Mechanical Turk AI

Manually deliver AI results to test value before building.

Mechanical Turk AI

Manually deliver AI results to test value before building.

Impersonator AI

Use existing tools to test AI market fit fast.

Impersonator AI

Use existing tools to test AI market fit fast.

Pinocchio AI

Use realistic mockups to test willingness to pay early.

Pinocchio AI

Use realistic mockups to test willingness to pay early.

of AI projects make it to production

fail before launch

30x

faster validation with pretotyping

Key Messaging Throughout

Everymans.ai helps startups and enterprises build the right AI by validating ideas fast and affordably, focusing on real user data (“YODA”) over opinions, and prioritizing audience growth and practical results over just technology. Their value props include rapid testing, data-driven validation, strategic distribution, and learning through fast iteration. They serve startups, large organizations, executives, and founders with clear, actionable, and research-backed AI frameworks to avoid costly failures and achieve market success.

Fast cheap AI

Test demand with a landing page before building. !

YODA over opinions

Manually deliver AI results to test value before building.

YODA over opinions

Manually deliver AI results to test value before building.

Audience first

Use existing tools to test AI market fit fast.

Audience first

Use existing tools to test AI market fit fast.

Learn fast win

Use realistic mockups to test willingness to pay early.

Learn fast win

Use realistic mockups to test willingness to pay early.

Start With Pretotyping

Get the free tools and frameworks you need to validate AI ideas before spending a dollar on development

Auto sales

Test demand with a landing page before building. !

AI content fit

Manually deliver AI results to test value before building.

AI content fit

Manually deliver AI results to test value before building.

Built "The Right I"

before investing heavily in "building it right."

Built "The Right I"

before investing heavily in "building it right."

Pretotyping Technicques

Fake Door/Facade, Mechanical Turk, Impersonator, Pinocchio

Pretotyping Technicques

Fake Door/Facade, Mechanical Turk, Impersonator, Pinocchio

Rapid AI GTM Strategy

Validate demand first, sell before building, automate GTM with GenAI, and win through distribution, proprietary data, and speed.

The "Sell First" AI Methodology

Validate AI demand first with real commitments, sell before building, and use clear hypotheses to define who will buy, why, and at what rate.

Auto sales

Test demand with a landing page before building. !

AI content fit

Manually deliver AI results to test value before building.

Partner ecosystems

Use existing tools to test AI market fit fast.

Validate First

"If you buy it, we will build it"
Failure Du to Premise

Experience That Matters

Proven Track Record

MIT Sloan

AI Executive Education

Oxford

Blockchain Strategy

Reveal.net

Founder (Salesforce precursor)

Enterprise Roles

Nomad/Alstom, Lingaro, Instacart

Imperial College London / Northwestern Kelloge

AI Program Leader, Learning Facilitator

Thought Leadership

Agentic AI Newsletter, GLG Insights

about Us

George Polzer
Founder, Executive AI Education
Generative & Agentic AI

Connect with me:

Bruno Americo
Solution Architect,
Technology Partner

Connect with me:

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Latest Insights

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Ready to Build the Right AI?

Let's validate your AI ideas and accelerate your go-to-market

Build The Right AI, Not Just Any AI. Strategic AI validation and implementation for startups and enterprises.

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Services

Start with Pretotyping

Key Messaging