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The power to see the future and build businesses
Built on official partnership agreements with IFTF and SOIF, our proprietary FUTURE DRAWING® method draws the future, backcasts from it, and translates it into the moves to make now.
Knowledge × Market × Dialogue
01 — Concept
Make the wisdom sleeping inside your company, and the decision structures of the customers and markets outside it, visible through a joint human-AI team, and convert them into words that move things forward.
That is “CROSS Graph”, the business intelligence platform provided by CROSS Business Producers.
We structure the values, criteria and decision processes behind what experts say, do and decide.
We generate decision-making personas for key people at target accounts, and test their reactions and objections before the meeting.
We convert accumulated knowledge into slides, conversational learning and avatars, and connect it to action.
02 — OUR PURPOSE
Commentary is everywhere. What is missing is business.
However good the analysis or the recommendation, it stops one step short of “so, who actually does it?” We were founded to face that question head-on: a business development consulting firm specializing in launching new ventures in domestic and overseas markets.
We bring a view of future markets together with reliable factual data on CROSS Graph, and turn concepts into businesses that can actually be executed. We would rather be people who build businesses than people who give advice.
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Built on official partnership agreements with IFTF and SOIF, our proprietary FUTURE DRAWING® method draws the future, backcasts from it, and translates it into the moves to make now.
02
Through the network of roughly 200 research firms worldwide built by Data Resource, we deliver approximately 1.5 million industry and market data records covering 60 regions and 27 industries through legitimate channels.
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We never lose the human intent and the stories behind the data and the logic. We connect the world with local Japan, and implement, together with the field, businesses that numbers alone cannot move.
03 — PROFILE
Professionals with diverse expertise and experience
use data and AI to map out your future options together with you.
04 — ARCHITECTURE
Simply collecting knowledge, or simply analyzing it, does not move a business. Collect with EXPERT Graph, interpret with BUYER Graph, and convert into a form people can receive with DIALOGUE Graph. Linking these three layers on the same knowledge-graph platform is the design philosophy of CROSS Graph.
05 — POWERED BY
Output quality is determined not only by model performance, but by the “memory” the model refers to.
We bring four things together on a single platform: foresight, factual data, identity assurance and business launch.
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Built on partnerships with IFTF and SOIF, this proprietary method reconstructs international foresight techniques such as Horizon Scanning, Scenarios, Backcasting and Three Horizons so that they connect to Japanese companies’ medium-term management plans.
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We use approximately 1.5 million industry and market data records covering 60 regions and 27 industries, obtained from roughly 200 partner research firms worldwide, together with Per Capita data covering about 90% of the world’s population. Information that is hard to find on the internet is also collected and accumulated through legitimate channels.
03
Using an eight-axis theoretical proxy that independently reorganizes academic measurement theory such as Jung, Hofstede and the World Values Survey, we monitor and correct the consistency of generated personas, preventing drift in which the persona or its decision criteria shift under leading questions and the like (patent pending).
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We draw on business development know-how accumulated over roughly 30 years of management consulting. We do not stop at analysis and making wisdom visible: we connect it all the way through business building and launch to execution and results.
AI handles hypothesis generation, issue extraction and organizing anticipated counterarguments, while people handle research design, quality assurance, prioritization and the strategy for proposals and negotiations.
06 — THREE GRAPHS
Three services with different purposes work together on a shared platform, connecting decision structures to the actions of your organization.
01
Capture the wisdom within
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We structure not what someone knows, but the values and criteria by which they judge. From signals in voice, statements, actions and decisions, we extract the decision logic of experts and convert it into a knowledge asset that can be shared and passed on across the organization.
We continuously collect statements, actions and decisions from voice recordings, interviews and everyday work.
We record not just what was answered, but the decision process itself: what information was looked at, what was discarded and what was chosen.
From the accumulated signals we extract three layers: the values that determine what is prioritized, the criteria that serve as the indicators and thresholds used in judgment, and the process that governs the order in which information is checked and how it is verified.
We convert the tacit knowledge of experts, which is hard to put into words, into a reusable decision structure.
This can be applied to business succession and skills transfer, standardizing top sales performance, assessment and maintenance decisions, talent assessment, post-M&A organizational integration and more.
The extracted decision structures can also be connected to other AI uses, such as educational content and persona generation.
02
Read the wisdom outside
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From the company name, department and job title of a sales target, we generate the decision-making persona of a key person you have not met yet. Combining industry market data with AI, we simulate their reaction to your proposal, price, terms and messaging before the meeting.
From information such as industry, company, department and job title, we generate virtual personas involved in the decision.
By putting your proposal, price and terms to them in advance, you can map out what the other side values, the objections you can expect and the issues that block a decision — all before the meeting.
We verify consistency with the market, how far real opinions are expressed and the diversity of views, checking that the AI is not simply giving plausible-sounding answers.
Using leading and paradoxical questions as well, you can confirm the consistency of decisions and the reproducibility of the persona.
You can put the same question to multiple personas at once and compare and analyze the answers. There is no limit on the number of questions, and both individual and group interviews are supported.
Results can be exported to Excel and other formats, and generated personas can be migrated to other LLM environments for continued use.
03
Turn wisdom into words and experience
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We convert the expert judgment structured by EXPERT Graph, the customer decision structures made visible by BUYER Graph, and the scenarios derived from foresight into expression that people can receive naturally.
Using the accumulated knowledge, we automatically generate a wide range of outputs, from proposal materials to analytical reports.
Because the source knowledge is structured, the design makes it hard for leaps of logic or unfounded claims to slip in.
Using the persona platform, we build content in which learners study by talking with a counterpart.
In sales training that counterpart resembles a real customer; in management training, a diverse range of team members — and you can practice as many times as you like.
We present knowledge assets as a persona, in a form that can be received through video and voice.
We design for the purpose at hand: internal education, customer explanations, brand communication and more.
07 — COMPARISON
CROSS Graph integrates input (Expert) → understanding (Buyer) → output (Dialogue).
| Perspective | Expert Graph | Buyer Graph | Dialogue Graph |
|---|---|---|---|
| Role | Capturing internal knowledge | Inferring external knowledge | Converting into expression |
| Subject matter | Wisdom of employees, people, experts and executives | Customers, markets, decision-makers and objections | Slides, training, avatars, dialogue and learning |
| Position | Inside Wisdom | Outside Intelligence | Expression & Dialogue |
| Main uses | Business succession and organizational knowledge | B2B sales, ABM and new business development | Proposals, training and onboarding |
08 — WHY IT WORKS
The difference is not clever prompting, but the architecture and the memory it refers to.
Combining proprietary data, a theoretical foundation and human quality assurance, we produce output specific to your company rather than generic commentary.
INPUT
Structure everything from everyday signals to the reasoning behind a decision.
UNDERSTAND
Reproduce decision-making with industry data and proprietary theory.
OUTPUT
Guarantee sources and consistency, and turn them into expression that moves people.
CROSS Graph is not a “leave it to the AI” service. AI handles the hypothesis generation and issue extraction where speed matters, while people handle research design, quality assurance, prioritization and the strategy for proposals and negotiations.
We do not stop at providing a tool: we continue to verify and refine input data, check output quality and tune the extraction logic.
CEO, CROSS Business Producers Inc.
09 — OUR CONSULTING
You know from the start who will show up. We can show you working software on the spot. And knowledge remains after the contract ends.
The members you meet at the proposal stage combine their expertise for each engagement and drive the project to the end. They work alongside you as individuals with names and track records, not as pieces on an org chart.
From international negotiation, JVs, M&A and AI development to regional implementation, practitioners who have run businesses with their own capital and accountability layer field insight on top of desk data.
Through official collaboration with SOIF and IFTF, we connect world-standard foresight methods to Japanese companies’ decision-making, turning future concepts into plans that stand up to expert review.
Combining large-enterprise standards of progress management with an AI member that structures knowledge, we keep projects moving even with a small, elite team, and leave the accumulated knowledge with the client.
10 — FOR WHOM
CROSS Graph can be used by any organization that wants to turn wisdom into business results, whatever its size or field.
FOR LARGE ENTERPRISE
For business succession and passing on management knowledge, ABM in global sales, and as a company-wide training and onboarding platform. We make complex decision structures and the knowledge of multi-layered organizations visible.
FOR SME
Turn the decision criteria of founders and veterans into AI, and pass individual-dependent sales and field know-how on to the next generation. With limited resources, turn strengths that do not depend on individuals into an organizational asset.
FOR GOVERNMENT & TOWN
Structure regional tacit knowledge, industrial structure and dialogue with residents. Useful for policy formulation, regional industry support, staff training and resident engagement.
FOR NON-PROFIT
Understand the decisions of beneficiaries, donors and partners, and draw out empathy and action with limited outreach capacity. We support the transfer of field knowledge and the design of dialogue.
CONTACT
For inquiries about CROSS Graph and each of the Graphs, please feel free to get in touch below.
François
Assistant
Hello! I’m François 🐻❄️
Ask me anything about CROSS Graph!