SEEAT. AI Learning Rights Infrastructure
The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.
February 20
09:46:31
SEEAT. AI Learning Rights Infrastructure
The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.
February 20
09:46:31
SEEAT. AI Learning Rights Infrastructure
The only technology that quantifies what AI has learned and measures each content’s contribution — enabling a symbiotic framework for humans and machines.
February 20
09:46:31
About Us
We are SEEAT.
Through the “SEEAT” business, which represents humanity's learning contribution rights, we claim dividend rights from AI, create official AI products, and operate SEEAT, an AI learning revenue dividend security serving as a universal revenue source for humanity
Proof of Influence™
AI Learning Quantification
Proof of Influence™
AI Learning Quantification
Proof of Influence™
AI Learning Quantification
Ghost Call™
Agentic Prompt Infrastructure
Ghost Call™
Agentic Prompt Infrastructure
Ghost Call™
Agentic Prompt Infrastructure
SPIP Grid™
Structured Prompt Intelligence
SPIP Grid™
Structured Prompt Intelligence
SPIP Grid™
Structured Prompt Intelligence
DAN Network™
Latent Evidence Detection
DAN Network™
Latent Evidence Detection
DAN Network™
Latent Evidence Detection
SeeAt is an AI influence accounting architecture.Through Proof of Influence™, Ghost Call™, and SPIP-based detection systems, we quantify AI learning and construct a framework for attribution and responsible distribution.
Where AI learning becomes measurable.
Where AI learning becomes measurable.
Where influence leaves evidence.
Where influence leaves evidence.
Where influence leaves evidence.
No brief. Just curiosity.
No brief. Just curiosity.
No brief. Just curiosity.
Built by hand, refined by code.
Built by hand, refined by code.
Built by hand, refined by code.
Next human IP,DR(Sapiens DistrIiburion Right) “SEEAT”
Human creativity. Machine accountability.
Services
What OUR
TECHNOLOGY
SEEDAT develops systems that detect, quantify, and structure AI learning.
Our infrastructure measures content-level influence and enables accountable distribution models between humans and machines.
[
01
]
Proof of Influence™
A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.
Frequently Applicable Occupations
:
Senior Brand Designer
UX/UI Designer
Motion Designer
Frontend Developer
Project Manager
Content Strategist
Brand Strategist
3D Designer
Marketing Lead
Junior Graphic Designer
Framer Developer
Creative Operations Manager
[
02
]
prosecutor’s dilema
[
03
]
Ghost Call™ Agentic AI
[
04
]
pre-mortem
Explore how AI learning can be measured and structured.
Services
What OUR
TECHNOLOGY
SEEDAT develops systems that detect, quantify, and structure AI learning.
Our infrastructure measures content-level influence and enables accountable distribution models between humans and machines.
[
01
]
Proof of Influence™
A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.
Frequently Applicable Occupations
:
Senior Brand Designer
UX/UI Designer
Motion Designer
Frontend Developer
Project Manager
Content Strategist
Brand Strategist
3D Designer
Marketing Lead
Junior Graphic Designer
Framer Developer
Creative Operations Manager
[
02
]
prosecutor’s dilema
[
03
]
Ghost Call™ Agentic AI
[
04
]
pre-mortem
Explore how AI learning can be measured and structured.
Services
What OUR
TECHNOLOGY
SEEDAT develops systems that detect, quantify, and structure AI learning.
Our infrastructure measures content-level influence and enables accountable distribution models between humans and machines.
[
01
]
Proof of Influence™
A proprietary framework designed to quantify what artificial intelligence systems have learned. It identifies content-level contribution and measures influence beyond surface similarity, enabling verifiable attribution.
Frequently Applicable Occupations
Senior Brand Designer
UX/UI Designer
Motion Designer
Frontend Developer
Project Manager
Content Strategist
Brand Strategist
3D Designer
Marketing Lead
Junior Graphic Designer
Framer Developer
Creative Operations Manager
[
02
]
prosecutor’s dilema
[
03
]
Ghost Call™ Agentic AI
[
04
]
pre-mortem
Explore how AI learning can be measured and structured.
MARKET SIGNAL
MARKET SIGNAL
MARKET SIGNAL
PROOF OF INFLUENCE™
Our methodology is structured to detect, validate, and quantify AI learning through layered probing, parameter extraction, and attribution modeling.
[
01
]
Probe
We interrogate AI systems using Ghost Call™ and SPIP Prompt Grid™ architectures to test latent recall behavior beyond surface similarity.
→ Latent structure probing → Rare token triggering → Adversarial paraphrase testing
[
01
]
Probe
We interrogate AI systems using Ghost Call™ and SPIP Prompt Grid™ architectures to test latent recall behavior beyond surface similarity.
→ Latent structure probing → Rare token triggering → Adversarial paraphrase testing
[
01
]
Probe
We interrogate AI systems using Ghost Call™ and SPIP Prompt Grid™ architectures to test latent recall behavior beyond surface similarity.
→ Latent structure probing → Rare token triggering → Adversarial paraphrase testing
[
02
]
Extract
We separate General Parameters (GP) from Unique Parameters (UP) using GPUP extraction models to identify content-specific learning signatures.
→ Parameter isolation → Unique content detection → Structural memory analysis
[
02
]
Extract
We separate General Parameters (GP) from Unique Parameters (UP) using GPUP extraction models to identify content-specific learning signatures.
→ Parameter isolation → Unique content detection → Structural memory analysis
[
02
]
Extract
We separate General Parameters (GP) from Unique Parameters (UP) using GPUP extraction models to identify content-specific learning signatures.
→ Parameter isolation → Unique content detection → Structural memory analysis
[
03
]
Validate
We validate learning evidence through cross-modal testing, negative evidence injection, and structured recall consistency analysis.
→ Cross-modal validation → Semantic stripping tests → Recall stability mapping
[
03
]
Validate
We validate learning evidence through cross-modal testing, negative evidence injection, and structured recall consistency analysis.
→ Cross-modal validation → Semantic stripping tests → Recall stability mapping
[
03
]
Validate
We validate learning evidence through cross-modal testing, negative evidence injection, and structured recall consistency analysis.
→ Cross-modal validation → Semantic stripping tests → Recall stability mapping
[
04
]
Quantify
We quantify influence using composite indices that combine AI learning metrics with media impact scoring to produce measurable attribution outputs.
→ Influence scoring → Attribution modeling → Distribution-ready metrics
[
04
]
Quantify
We quantify influence using composite indices that combine AI learning metrics with media impact scoring to produce measurable attribution outputs.
→ Influence scoring → Attribution modeling → Distribution-ready metrics
[
04
]
Quantify
We quantify influence using composite indices that combine AI learning metrics with media impact scoring to produce measurable attribution outputs.
→ Influence scoring → Attribution modeling → Distribution-ready metrics
Detection meets attribution — explore the full methodology.
Explore the architectures we’ve developed — and the systems shaping AI accountability.
FAQ
Understanding Proof of Influence™ — FAQ
Technical insights into our AI influence quantification framework.
SEEAT & AI Learning Rights
[
01
]
What is SEEAT?
Yes, the seed is the original existing IP (copyright property rights) of humanity that AI absorbs and learns from. Copyright and intellectual property rights were originally defined among people in the era before AI existed, but as AI intervenes and exerts enormous influence beyond the law, it has generated rights that apply only to AI (such as claim rights and learning dividend rights).
[
02
]
To whom is SEEAT given? Is it to writers or artists?
[
03
]
Will SEEAT become a universal income for humanity?
Framework & Technology
[
04
]
Is LargeAct a SEEAT development company?
[
05
]
Does LargeAct represent class actions?
[
06
]
What is a SEEAT Asset Management Company?
Economy & Future Impact
[
07
]
Is LargeAct a litigation agency, an asset management company, or an AI product development company?
[
08
]
Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?
FAQ
Understanding Proof of Influence™ — FAQ
Technical insights into our AI influence quantification framework.
SEEAT & AI Learning Rights
[
01
]
What is SEEAT?
Yes, the seed is the original existing IP (copyright property rights) of humanity that AI absorbs and learns from. Copyright and intellectual property rights were originally defined among people in the era before AI existed, but as AI intervenes and exerts enormous influence beyond the law, it has generated rights that apply only to AI (such as claim rights and learning dividend rights).
[
02
]
To whom is SEEAT given? Is it to writers or artists?
[
03
]
Will SEEAT become a universal income for humanity?
Framework & Technology
[
04
]
Is LargeAct a SEEAT development company?
[
05
]
Does LargeAct represent class actions?
[
06
]
What is a SEEAT Asset Management Company?
Economy & Future Impact
[
07
]
Is LargeAct a litigation agency, an asset management company, or an AI product development company?
[
08
]
Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?
FAQ
Understanding Proof of Influence™ — FAQ
Technical insights into our AI influence quantification framework.
SEEAT & AI Learning Rights
[
01
]
What is SEEAT?
Yes, the seed is the original existing IP (copyright property rights) of humanity that AI absorbs and learns from. Copyright and intellectual property rights were originally defined among people in the era before AI existed, but as AI intervenes and exerts enormous influence beyond the law, it has generated rights that apply only to AI (such as claim rights and learning dividend rights).
[
02
]
To whom is SEEAT given? Is it to writers or artists?
[
03
]
Will SEEAT become a universal income for humanity?
Framework & Technology
[
04
]
Is LargeAct a SEEAT development company?
[
05
]
Does LargeAct represent class actions?
[
06
]
What is a SEEAT Asset Management Company?
Economy & Future Impact
[
07
]
Is LargeAct a litigation agency, an asset management company, or an AI product development company?
[
08
]
Can a deceased Michael Jackson release a new song, or Andy Warhol hold a new exhibition, or the late Chairman Lee Kun-hee attend a Samsung shareholders’ meeting?
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Adviser.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Adviser.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Sungpil Park / Director
Supporting your commitment to meaningful progress.
Inje Cho / Chairman, ACTNERLAB
Leading innovation through vision and collaboration.
Youngmi Yang / Lead Writer, KBS
Celebrating storytelling that inspires and connects.
Jaehyuk Yoo / Producer, Disney Drama “Moving”
Wishing continued success in global storytelling and production.
Jungik Cho / Executive Director, KB Securities
Respect for your insight and leadership in financial markets.
Adviser.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Adviser.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Adviser.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Daniel Sohn / CEO, InnovationFund.co.kr
Supporting your commitment to innovation and forward-thinking leadership.
Sungho Choi / Managing Partner, VEAT Law Firm
Bridging law and technology with strong leadership and vision.
Rancho Lee (Seung Hwa Lee) / SIMSAN
Wishing continued creativity and meaningful impact.
Suhyun Ahn / Director
Respect for your dedication and professional excellence.
Hyunrae Cho / Director
Wishing continued growth and lasting contribution.
Adviser.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
Adviser.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
Adviser.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
J. Jang / Fish & Richardson LLC.
Wishing continued success at the forefront of law and innovation.
Elizabeth Shin / Burford Capital
Supporting bold thinking and clarity in global legal finance.
Selim Lee / Clarivate
Driving insight where intelligence meets influence.
Jaeyoung Ahn / Hana S&B Investment
Wishing success in shaping the future through strategic investment.
Kyung Hwan Lim / CEO, BECU AI
Respect for your leadership in advancing AI innovation.
Young S. Park / CEO, Lambda256
Building the future of digital infrastructure with vision and precision.
Adviser.
Acess
Framework Access
Access to our AI accountability infrastructure is structured based on technical scope and institutional requirements.
Framework Access
$
8,499
/project
Proof of Influence™ evaluation
Ghost Call™ probing system
SPIP & DAN architecture review
Learning evidence analysis
Structured technical reporting
Structured for enterprise, research institutions, and regulatory environments. Access model: Technical engagement-based.
Engagement: Ongoing Technical Collaboration
Enterprise Integration
Not all AI accountability challenges are standardized.
Our enterprise integrations are structured around model evaluation scope, regulatory requirements, and institutional infrastructure.
Acess
What It Costs to Do It Right
Access to our AI accountability infrastructure is structured based on technical scope and institutional requirements.
Framework Access
$
8,499
/project
Proof of Influence™ evaluation
Ghost Call™ probing system
SPIP & DAN architecture review
Learning evidence analysis
Structured technical reporting
Structured for enterprise, research institutions, and regulatory environments. Access model: Technical engagement-based.
Engagement: Ongoing Technical Collaboration
Custom
Not all creative work fits inside a box. Our custom engagements are built around your goals, timelines, and internal teams — whether you're launching a product, repositioning a global brand, or building something completely new.
Acess
What It Costs to Do It Right
Access to our AI accountability infrastructure is structured based on technical scope and institutional requirements.
Framework Access
$
8,499
/project
Proof of Influence™ evaluation
Ghost Call™ probing system
SPIP & DAN architecture review
Learning evidence analysis
Structured technical reporting
Structured for enterprise, research institutions, and regulatory environments. Access model: Technical engagement-based.
Engagement: Ongoing Technical Collaboration
Custom
Not all creative work fits inside a box. Our custom engagements are built around your goals, timelines, and internal teams — whether you're launching a product, repositioning a global brand, or building something completely new.
SeeAt
SeeAt
SeeAt
Built by operators,
presenters.
Built by operators,
presenters.
Join the structure.
If you build with intention and think in systems, we should talk.
Our work is not driven by titles, but by ownership. Every project is shaped by people who understand structure, execution, and long-term consequence.
SeeAt.
Ted Kang
Ph.D., TSIS CEO, Dongyang Networks Chief Technology Officer (CTO) AI Transformation (AX) Specialist
SeeAt.
Ted Kang
Ph.D., TSIS CEO, Dongyang Networks Chief Technology Officer (CTO) AI Transformation (AX) Specialist
SeeAt.
Ted Kang
Ph.D., TSIS CEO, Dongyang Networks Chief Technology Officer (CTO) AI Transformation (AX) Specialist
SeeAt.
Y. T. Shim
Ph.D., Seoul National University Duke University Intellectual Ventures Intellectual Property (IP) Specialist
SeeAt.
Y. T. Shim
Ph.D., Seoul National University Duke University Intellectual Ventures Intellectual Property (IP) Specialist
SeeAt.
Y. T. Shim
Ph.D., Seoul National University Duke University Intellectual Ventures Intellectual Property (IP) Specialist
SeeAt.
Jason Lee
Structures capital frameworks, fund architecture, and long-term investment strategy
SeeAt.
Jason Lee
Structures capital frameworks, fund architecture, and long-term investment strategy
SeeAt.
Jason Lee
Structures capital frameworks, fund architecture, and long-term investment strategy
SeeAt.
KAY LEE
Keeps everything on track, ensuring smooth collaboration and timely delivery.
SeeAt.
KAY LEE
Keeps everything on track, ensuring smooth collaboration and timely delivery.
SeeAt.
KAY LEE
Keeps everything on track, ensuring smooth collaboration and timely delivery.
Careers
Advance AI Learning Accountability
We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.
The Work
LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.
Why It Matters
AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.
What You’ll Work On
• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling
Who We Seek
• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts
Ready to contribute to
measurable AI accountability?
Careers
Advance AI Learning Accountability
We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.
The Work
LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.
Why It Matters
AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.
What You’ll Work On
• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling
Who We Seek
• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts
Ready to contribute to
measurable AI accountability?
AI learning must be measurable.
Influence must be attributable.
Compensation must follow structure.
If you are prepared to contribute to infrastructure-level AI accountability systems, we invite you to submit your research background or technical profile.
Careers
Advance AI Learning Accountability
We seek individuals who understand that AI learning must be detectable, quantifiable, and accountable.
The Work
LARGEACT AI develops the Proof of Influence™ framework —
a detection architecture designed to identify what AI systems have learned and how influence is formed.
Why It Matters
AI systems learn from human-created content at scale.
Without measurable attribution, influence becomes invisible.
We build the infrastructure that makes learning traceable.
What You’ll Work On
• Latent structure probing
• Ghost Call™ model interrogation
• SPIP & DAN validation systems
• Influence-based attribution modeling
Who We Seek
• AI systems researchers
• Machine learning engineers
• Model evaluation specialists
• AI governance & infrastructure experts
Ready to contribute to
measurable AI accountability?
Strategic Signals from the Edge of AI and IP.
Strategic Signals from the Edge of AI and IP.
Insights on AI monetization, IP strategy, capital structure, and the systems shaping next-generation industries.
LARGEACT®
LARGEACT®
LARGEACT®
Latest Intelligence &
Announcements
Latest Intelligence &
Announcements
© 2026 SeeAt.
Engage AI Accountability
Tell us about your AI evaluation needs — whether it involves model learning detection, influence quantification, or attribution architecture.
Structured Evaluation
We assess AI systems through layered probing, parameter extraction, and cross-modal validation to identify measurable learning evidence.
Measurable Attribution
We provide structured reporting that quantifies influence and supports accountable distribution frameworks.
Engage AI Accountability
Tell us about your AI evaluation needs — whether it involves model learning detection, influence quantification, or attribution architecture.
Structured Evaluation
We assess AI systems through layered probing, parameter extraction, and cross-modal validation to identify measurable learning evidence.
Measurable Attribution
We provide structured reporting that quantifies influence and supports accountable distribution frameworks.
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Proof of Influence™ Briefing
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Proof of Influence™ Briefing
Receive updates on AI learning detection frameworks, attribution research, and influence quantification architecture.
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Newsletter
Proof of Influence™ Briefing
Receive updates on AI learning detection frameworks, attribution research, and influence quantification architecture.
Enter your email, hit subscribe →