Reality Before Narrative™
Before every opinion.
Before every headline.
Before every investment.
Before every technology.
There is reality.
Neuraw helps people understand what exists before the story begins.
MVP · 2026From Reality → Understanding → Evaluation → Commercialization. Our first wedge: the Technology Commercialization Readiness engine.
The age of information is ending.
The age of interpretation has begun.
Artificial intelligence can generate content at unprecedented scale.
The challenge is no longer access to information.
The challenge is understanding what is real.
The signal is collapsing under the noise
Decision-makers face exponential information volume, synthetic content at scale, fragmented sources, and an unprecedented trust deficit. The cost of acting on bad information has never been higher.
From raw text to explainable trust
A five-stage pipeline that turns any document, post, or report into structured, auditable intelligence.
Reality first. Trust as a consequence.
One philosophy, five flagship products, and a Trust Intelligence suite that runs underneath. Compose NeuroRAW™ modules into your editorial, research, compliance, investment or innovation workflow.
NeuroRAW Reality™
The world's first Reality Intelligence Engine. Separates facts, observations, assumptions, interpretations, narratives, influence, unknowns and missing information.
NeuroRAW Explain™
Translates complex technologies into understandable language. Modes: Investor, Founder, Government, Public, and Explain Like I'm 10. Generates visual explanations, diagrams and infographics.
NeuroRAW Innovation™
Evaluates the commercialization readiness of technologies, startups and innovation claims — for investors, accelerators, corporate R&D and public funding bodies.
NeuroRAW Certification™
Independent, methodology-backed certification of evidence quality. A NeuroRAW™ certificate stays recognizable outside the Neuraw platform.
NeuroRAW Trust™
Trust as a consequence of understanding reality — not the starting point. Explainable trust ratings with full reasoning chain, auditable and defensible.
NeuroRAW Claim Engine™
Identifies facts, opinions, assumptions, predictions, and promotional statements with full provenance.
NeuroRAW Source Score™
Evaluates source reliability, transparency, methodology, and historical accuracy across domains and authors.
NeuroRAW Narrative Intelligence™
Maps narratives, agendas, influence patterns, and stakeholder interests behind every piece of content.
NeuroRAW Risk Radar™
Surfaces misinformation, manipulation, and decision-critical risks before they reach your stakeholders.
Paste anything. See the truth structure.
Articles, press releases, social posts, research papers. NeuroRAW returns claims, sources, narratives, and a trust score in seconds.
Inspired by one of the defining questions of the AI era.
Neuraw is inspired by ideas publicly discussed by Geoffrey Hinton, often referred to as the Godfather of AI.
As AI becomes capable of generating increasingly convincing content, humanity faces a new challenge:
- —Can we still distinguish reality from interpretation?
- —Can we identify evidence beneath narratives?
- —Can we make informed decisions in a world increasingly shaped by intelligent systems?
Inspiration only. No endorsement or partnership is implied.
Trust infrastructure for every sector
From newsrooms to investment committees, NeuroRAW slots into the workflows where information quality determines outcomes.
Media
Journalists verify claims, surface contradictions, and ship investigations faster — with citations.
Investors
Analyze filings, press releases, and analyst notes before allocating capital.
Corporations
Reduce communication risk, audit narratives around brand, and monitor competitor messaging.
Governments
Support evidence-based policymaking and detect coordinated inauthentic behavior at scale.
NGOs
Monitor information integrity in conflict zones, elections, and public health crises.
Researchers
Validate claims across literature, accelerate systematic reviews, document provenance.
The world's information vitals
A real-time barometer of global trust, narrative risk, and information quality — aggregated across millions of sources.
Reality Before Narrative™
We choose evidence over assumptions.
We choose understanding over confusion.
We transform complexity into clarity.
We connect innovation with trust.
We connect science with business.
We connect knowledge with responsible action.
Our compass is evidence.
Our language is understanding.
Our currency is trust.
Trust. Technology. Truth.
The Architects of System Thinking
The End of the Information Age
For centuries, people competed through access to knowledge.
Then the internet arrived.
Knowledge became available to everyone.
Then artificial intelligence arrived.
Knowledge became instantaneous.
The value of knowing is falling.
The value of understanding is rising.
The winners of the AI era will not be those who possess information.
The winners will be those who can:
- connect ideas,
- recognize patterns,
- understand systems,
- identify opportunities,
- translate complexity into action,
- and build what does not yet exist.
Artificial intelligence can generate answers.
But it cannot replace human purpose.
It cannot replace responsibility.
It cannot replace wisdom.
The future belongs to creators, innovators, builders and system thinkers.
The future belongs to those who understand reality before narrative.
This is why Neuraw exists.
Trust. Technology. Truth.
The Architects of System Thinking
Ada Margo Marglewska
Founder & CEO
Talk to Neuraw
Tell us who you are and what you're building. We'll get back to you with how Reality Intelligence applies to your case.
Scale from a single analyst to global deployment
Transparent pricing. Enterprise plans tailored to your compliance, language, and integration needs.
- 50 analyses / month
- Claim & Source modules
- Web app access
- Community support
- 5,000 analyses / month
- All 5 modules
- Trust Index access
- Export to PDF / JSON
- Priority support
- Unlimited analyses
- API access
- White-label deployment
- Team collaboration
- Compliance reporting
- Custom Trust Models
- SSO + audit logs
The trust infrastructure for the next decade of information
Long-term vision: own the trust layer of the AI economy. MVP (12–24 months): the Technology Commercialization Readiness engine — a focused, monetizable wedge into that category.
Technology Commercialization Readiness
Score how ready a technology, startup pitch, or innovation claim is for the market — based on evidence, source credibility, contradictions, narrative risk, and ESG/SDG alignment.
Trust layer of the AI era
Horizontal trust infrastructure for media, finance, government, research and corporates — explainable, auditable, and aligned with global ESG standards.
AI + Trust Infrastructure
We're building the missing trust layer beneath the entire AI-content economy.
Global Scalability
Multilingual pipeline, edge deployment, sovereign hosting options for regulated markets.
Multi-industry Application
Same engine powers media, finance, government, research — horizontal expansion built in.
Proprietary Trust Layer
Patent-pending narrative & contradiction graph proprietary to NeuroRAW.
Explainable AI Architecture
Every score comes with its reasoning chain — defensible in newsroom, court, and boardroom.
ESG · Aligned with 17 UN SDGs
Every analysis can be mapped to the UN Sustainable Development Goals — a verifiable ESG signal from day one.
Dlaczego światowe korporacje szukają neuroatypowych talentów
Alex Karp, CEO Palantir Technologies, przewiduje, że w erze sztucznej inteligencji przetrwają tylko dwie grupy: rzemieślnicy (praktyczny fach w ręku) oraz osoby neuroatypowe. Według najnowszego raportu Gartnera, co piąty dział sprzedaży w firmach z listy Fortune 500 aktywnie planuje zatrudnianie osób neuroatypowych do 2027 roku w celu poprawy wyników biznesowych. Palantir już wdrożył „Stypendium dla neuroatypowych”, traktując kognitywną odmienność jako źródło nieszablonowych idei i przewagi konkurencyjnej.
Czytaj artykuł na Onet.plWhy Global Corporations Are Seeking Neuroatypical Talent
Alex Karp, CEO of Palantir Technologies, predicts that in the AI era only two groups will thrive: craftspeople (practical hands-on skills) and neuroatypical individuals. According to a recent Gartner report, one in five sales departments at Fortune 500 companies is actively planning to hire neuroatypical people by 2027 to improve business performance. Palantir has already launched a “Neurodiversity Scholarship,” treating cognitive difference as a source of unconventional ideas and competitive advantage.
Read original article„Co najmniej 20% działów sprzedaży w firmach z listy Fortune 500 planuje zatrudnianie osób neuroatypowych do 2027 roku."
— Gartner Sales Talent Forecast, 2024
"At least 20% of sales departments at Fortune 500 companies plan to hire neuroatypical people by 2027."
— Gartner Sales Talent Forecast, 2024
Alex Karp, CEO Palantir: „W erze AI przetrwają rzemieślnicy i osoby neuroatypowe." Palantir wdrożył „Neurodiversity Scholarship" jako program rozwoju talentów kognitywnie odmiennych.
— Onet / Blic, wywiad z Alexem Karpem, 2025
Alex Karp, CEO of Palantir: "In the AI era, craftspeople and neuroatypical individuals will thrive." Palantir launched the "Neurodiversity Scholarship" to develop cognitively diverse talent.
— Onet / Blic, interview with Alex Karp, 2025
Wolna wola czy przestrzeń możliwości?
Od wieków zadajemy to samo pytanie. Czy jesteśmy naprawdę wolni? Neurobiologia sugeruje, że decyzje zaczynają się w mózgu, zanim je dostrzegamy. Może wolność nigdy nie chodziła o brak ograniczeń, a determinizm nigdy nie był całą historią.
Przeczytaj pełny esejFree Will or a Space of Possibilities?
For centuries we have asked the same question. Are we truly free? Neurobiology suggests decisions begin in the brain before we become aware of them. Perhaps freedom was never about the absence of constraints, and determinism was never the whole story.
Read the full essayStarting with one wedge. Building toward the trust layer of the AI era.
MVP (12–24 months): evaluate the commercialization readiness of technologies, startups, and innovation claims — for investors, accelerators, corporate R&D, and public funding bodies.
Vision (10 years): a transparent trust infrastructure where every claim, source and narrative can be evaluated before it shapes markets, policy, or lives.
ESG-aligned platform · mapping innovations to the 17 UN Sustainable Development Goals.
One company. One methodology. One philosophy.
A clean separation between platform, methodology, philosophy, promise and identity — so each layer can build value on its own.