85% of AI projects fail. We help you build the 15% that succeed.
85% of AI projects fail. We help you build the 15% that succeed.
Most AI Projects Fail.
We Make Sure Yours Won't.
Most AI Projects Fail.
We Make Sure Yours Won't.
Build The Right AI, Not Just Any AI
Build The Right AI, Not Just Any AI
Start Your 30-Day Sprint
Show How We Work
Trusted experience from
Reveal.net
MIT Sloan
Oxford
Nomad/Alstom
Lingaro
Instacart
Our Approach
Three Pillars of AI Success
Three Pillars of AI Success
Three Pillars of AI Success
01
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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02
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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03
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
See How We Work
How We Work
How We Work
How We Work
AI Validation Framework Built for Real Results
AI Validation Framework Built for Real Results
AI Validation Framework Built for Real Results
Traditional development is slow. AI makes building trivial—validation is everything.
Traditional development is slow. AI makes building trivial—validation is everything.
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
Why We're Different
We don't just build AI. We validate it, distribute it, and ensure people actually use it.
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 Pretotyping Services
AI Prototyping Services
AI Prototyping 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.
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.
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
faster validation with pretotyping
Key Messaging Throughout
Key Messaging Throughout
Key Messaging Throughout
Key Messaging Throughout
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.
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.
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
Start With Pretotyping
Start With Prototyping
Start With Prototyping
Start With Prototyping
Get the free tools and frameworks you need to validate AI ideas before spending a dollar on development
Get the free tools and frameworks you need to validate AI ideas before spending a dollar on development
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.
Partner ecosystems
Use existing tools to test AI market fit fast.
Partner ecosystems
Use existing tools to test AI market fit fast.
Partner ecosystems
Use realistic mockups to test willingness to pay early.
Partner ecosystems
Use realistic mockups to test willingness to pay early.
Rapid AI GTM Strategy
Rapid AI GTM Strategy
Rapid AI GTM Strategy
Rapid AI GTM Strategy
Rapid AI GTM Strategy
Validate demand first, sell before building, automate GTM with GenAI, and win through distribution, proprietary data, and speed.
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.
Partner ecosystems
Use realistic mockups to test willingness to pay early.
Experience That Matters
Experience That Matters
Proven Track Record
Proven Track Record
Proven Track Record
MIT Sloan
AI Executive Education
Oxford
Blockchain Strategy
Reveal.net
Founder (Salesforce precursor)
Enterprise Roles
Nomad/Alstom, Lingaro, Instacart
Tournament Chess
Strategic thinking excellence
Thought Leadership
Agentic AI Newsletter, GLG Insights
about me
about me
Meet the Founder & Executive Education Leader
Meet the Founder & Executive Education Leader
Meet the Founder & Executive Education Leader
Entrepreneur & technologist: I excel at building and motivating cross-functional teams, rapidly bringing cutting edge IT products to market. I easily handle ambiguity and a strong bias for action.
Accustomed to building an organization from the ground up - forming strategic alliances, product development, lead generation, channel partners, content creation, digital & social marketing.
With domain expertise in these industries: retail, investment, banking, real estate, blockchain/crypto, education & professional training, software, advertising, legal services and IT services.
Strategic thinker, exceptional problem solver with a hands-on, can-do mindset and vision to drive the next phase of growth.
Entrepreneur & technologist: I excel at building and motivating cross-functional teams, rapidly bringing cutting edge IT products to market. I easily handle ambiguity and a strong bias for action.
Accustomed to building an organization from the ground up - forming strategic alliances, product development, lead generation, channel partners, content creation, digital & social marketing.
With domain expertise in these industries: retail, investment, banking, real estate, blockchain/crypto, education & professional training, software, advertising, legal services and IT services.
Strategic thinker, exceptional problem solver with a hands-on, can-do mindset and vision to drive the next phase of growth.
Connect with me:
Connect with me:
Posts
Posts
Latest Insights
Latest Insights
get started
get started
Ready to Build the Right AI?
Ready to Build the Right AI?
Ready to Build the Right AI?
Let's validate your AI ideas and accelerate your go-to-market
Get Started
Build The Right AI, Not Just Any AI. Strategic AI validation and implementation for startups and enterprises.
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