AI Transformation Capital: Ha7ch's New Business Model
Ha7ch's latest business model has a formal name: AI Transformation Capital.
Ha7ch first uses FDEs to enter traditional enterprises, understand them through real work, and discover the value AI can create. It then invests in the small number worth backing for the long term, while the FDEs who carry the transformation receive long-term incentives. The enterprise, the FDE, and Ha7ch share the value created by rebuilding the company with AI.
Venture capital funds new companies. AI Transformation Capital rebuilds existing ones.
1. Capital used to select companies. It can now transform them
Traditional investment firms create value primarily through selection. They study industries, financial statements, and management teams, invest, and wait for the company to execute.
AI changes that premise. Much of a traditional enterprise's latent value sits inside quotation, production, finance, sales, supply chains, customer service, and organizational coordination. Unlocking it requires people who can redesign business, product, engineering, and organization together.
Ha7ch therefore does not want to stand outside enterprises and select winners. It enters the company, discovers how it can change, and uses capital to scale that change.
2. The FDE is field diligence for AI Transformation Capital
A conventional investor understands an enterprise mainly through information the company presents. An FDE understands it while solving real problems.
Field work reveals the judgment of senior leadership, the execution of middle management, the reality of frontline work, the credibility of data, the ability of departments to collaborate, and the actual effect AI can have on revenue, cost, efficiency, and risk.
The FDE is the technical diligence layer closest to operations and the first discoverer of AI value.
If Ha7ch serves ten or twenty enterprises deeply, it may discover three or five worth backing for the long term. That is closer to reality than hearing twenty AI stories in a meeting room.
3. How AI Transformation Capital works
The model begins with an ordinary enterprise engagement. The enterprise pays for real diagnosis, design, and delivery. The FDE receives the service fee. Ha7ch does not take a commission from normal cooperation between the enterprise and the FDE.
Most engagements may remain projects. A small number enter Ha7ch's long-term selection process, based on whether the enterprise opens real problems, acts on evidence, executes organizationally, and produces verifiable results.
After investment, Ha7ch stands on the same long-term outcome as the enterprise. The FDE receives incentives that vest against transformation milestones. The enterprise, the FDE, and Ha7ch begin growing the same pool of value.
4. Turning three parties into one community of interest
The core of AI Transformation Capital is to bind the enterprise, the FDE, and Ha7ch into a long-term community of interest instead of leaving them in a one-off transaction.
The enterprise gains growth through AI transformation. The FDE shares the value created through long-term incentives. Ha7ch earns equity appreciation through investment. The three parties stop optimizing separately for procurement cost, project income, and platform commission, and begin optimizing for one result: making the enterprise more valuable.
The three parties are not locked together by a contract. They are aligned by an incentive structure.
If the enterprise grows, all three benefit. If it does not, all three bear opportunity cost and investment risk. Risk and reward come from the same result, which is what makes the community of interest real.
5. How AI Transformation Capital makes money
The model separates two accounts.
Service fees pay for work already completed and belong to the FDE or delivery team. Ha7ch does not build its economics on labor arbitrage.
Equity represents value that will continue to be created. When Ha7ch identifies an enterprise worth backing, it invests its own capital, shares the risk, and participates in the future growth.
The FDE's long-term incentives ensure that the person closest to the field earns not only once for completing a project, but also from the enterprise's long-term growth.
Service fees buy completed work. Equity buys value that will continue to be created.
Ha7ch's real return does not come from the FDE's labor margin. It comes from equity appreciation after the invested enterprise completes its AI transformation.
6. RMB 3 million and RMB 300,000 are an explanatory model
In one hypothetical example, an enterprise is valued at RMB 400 million. After a real engagement and diligence, Ha7ch invests RMB 3 million for a corresponding stake and reserves RMB 300,000 worth of related rights for the on-site FDE, vesting against milestones.
If the company grows from RMB 400 million to RMB 800 million, both Ha7ch's stake and the FDE's long-term incentive grow. If the expected growth does not appear, Ha7ch bears the investment loss.
The figures explain the mechanism only. They are not standard pricing, signed terms, or a return promise. Every company still requires independent diligence, valuation, negotiation, and compliance design.
The point is not RMB 3 million or RMB 300,000. It is that all three parties finally earn from the same result: long-term growth in enterprise value.
7. What each party contributes
The enterprise contributes real operations, management authority, organizational cooperation, and long-term rights. The FDE contributes business judgment, product definition, engineering, communication, and execution. Ha7ch contributes capital, brand, enterprise access, its FDE network, cross-company knowledge, technology, and continuing organizational capacity.
The enterprise retains control and most of the value. The FDE earns long-term reward aligned with contribution. Ha7ch earns equity appreciation through capital and continuous capability.
This is not a one-off delivery relationship. It is a commercial structure connecting service, diligence, investment, and enterprise transformation.
8. Why the enterprise cannot simply hire the FDE away
It can. If Ha7ch contributes only one introduction, bypassing Ha7ch is rational and no exclusivity clause can permanently solve that problem.
Ha7ch must continue supplying what one FDE cannot provide alone: new Builders, cross-company learning, evolving methods and technology, complex-project coordination, talent development, brand trust, capital, and the full resources required for the next phase.
One person can be hired. A continuously evolving network is difficult for one enterprise to reproduce alone.
9. Which enterprises deserve investment
AI Transformation Capital is not the default structure for every customer. Most enterprises can continue on a project basis. Only a small number advance to investment.
A company worth backing must open real operations and workflows, act on evidence, contain meaningful verifiable value, and allow those who create long-term value to share in it.
Across race-team collaboration, accounting knowledge and document processing, and quotation and production workflows in a Greater Bay Area manufacturer, we have repeatedly seen the same pattern: the most valuable AI opportunity rarely arrives as a clean requirements document. It has to be discovered in the field.
10. AI Transformation Capital is not a fixed legal structure
It is the name of a business model, not a fund product or a single legal vehicle. A specific project may use direct equity, a project company, a dedicated vehicle, or another compliant structure.
The underlying logic remains the same: understand the enterprise through real service, invest only after validation, give the FDE long-term rights, and let the enterprise, the FDE, and Ha7ch share the growth in enterprise value.
11. Final definition
AI Transformation Capital uses FDEs as field diligence and transformation operators, invests in traditional enterprises, and uses long-term enterprise value growth as its primary return while binding the enterprise, the FDE, and Ha7ch into a long-term community of interest.
It connects four activities that used to be separate: serving the enterprise, understanding the enterprise, transforming the enterprise, and investing in the enterprise.
Ordinary capital searches for growth that already exists. AI Transformation Capital enters the enterprise and creates growth with it.
We do not invest in AI stories told through slides. We first create a real result together, then put our own capital behind it.
Ha7ch will use AI Transformation Capital to rebuild the next generation of companies at scale.