Reconstruct a company.
Hide a company’s figures. Learn to infer them from the surrounding economy. Reveal the answer and learn from the difference.
NEXT-GEN AI, SPECIALISED IN FINANCIAL MARKETS
Not trained to predict the next word.Trained to reconstruct the world.
The AI most people use learned language by guessing the next word, so language is what it knows. Kenshin’s model learned another way. Given everything around a company (its customers, suppliers, competitors, prices, the forces acting on it), it had to work out the company itself. That is the training the next wave of AI is moving toward. Kenshin applies it to one subject: financial markets.
Kenshin is research, for people who want to understand companies and markets more deeply.
See how it’s trained
01 / THE EXPERIENCEA place to think it through.
Start with
your question.
“Should I be worried?”
“Is this overvalued?”
“What am I missing?”
01
Ask Kenshin
Explore the business behind a stock, the assumptions in its price, and what could change the picture.
02
High Fliers
A closer look at ambitious opportunities: the case for the upside, the risks, and what would need to go right.
03
In the News
Put a headline in context. Understand the connections between an event, a company and the wider economy.
These are features of our working prototype. Its current answers and research articles are clearly labeled samples.
02 / PRICE & VALUEA fictional company. A different perspective.
See beyond
the quoted price.
Read a company through the world around it. Compare the market with a dated view of its value. Explore what changes when the assumptions change.
Try the example below. All figures are illustrative; no live company analysis is being performed.
03 / THE RESEARCHLearning how the economic world works.
The research
keeps going.
Specialist AI agents investigate evidence, develop mathematical ideas and test explanations through computational experiments. Earlier discoveries return to the research, where they meet new information and ideas from other fields.
A connection found in one investigation can become the starting point for another. Findings are tested, combined and developed further—carrying understanding forward.
Learn across worlds.
Bring historical records and synthetic economies into the same inquiry. Vary conditions, test explanations and examine where understanding carries over.
Connect new ideas.
Evaluate emerging work in AI, mathematics and science. Connect it with earlier findings, adapt useful methods and test them against economic questions.
AI advances informing this perspective: Mathematical reasoning ↗Protein structure prediction ↗
The research
keeps going.
INVESTIGATING THE ECONOMYDrag to turn
Synthetic worldsConstruct · perturb · reconstruct
Real worldsCompanies · relationships · history
Mathematical synthesisEarlier ideas · new connections
Computational laboratoryCPU compute
Millions of simulated training examples
Millions of simulated training examples
K E N S H I NA SHARED BODY OF RESEARCH
Specialist agents investigate companies, relationships and history, bringing evidence and open questions into the shared research.
Earlier findings become the starting point for new understanding.
Conceptual animation of our research approach. It does not display live server activity.
RESEARCH IN ACTION · REAL FINANCIAL RECORDS
A few filings.
A fuller picture.
Patterns learned across company histories give a few new observations a much larger context. Explore how four selected financial readings reconstruct a wider picture—and see how that estimate compares with what companies reported.
Explore the reconstructionInteractive historical research example · six quarters
Read a few signals. Reconstruct. Compare with reality.
Inspired by insect sensing
Sense the change.
An insect can respond to a gust without forecasting its arrival. Kenshin’s research explores a related question: which economic signals matter, and what can they reveal about the wider system?
Learned relationships give a few observations a larger context.
The connection to KenshinSpecialized intelligence
can go further.
Concentrating training and research on economics and finance creates possibilities beyond what a general-purpose model delivers on its own. Kenshin brings that sustained focus to the financial questions you want to explore.
COMING TO IPHONE
The frontier.
Closer to you.
We’re preparing Kenshin for its first iPhone beta.
A download invitation will appear here when testing opens. Android is planned.
In development