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Wukong AICRM White Paper · 2026

Let AI truly understand
every customer

No matter how powerful the AI ​​is, it can only make judgments based on the data it can see. Wukong integrates customer data scattered in your various systems into a unified, structured, and standard system that can be called by AI - allowing AI to carry complete customer context to determine the next step and generate every action for your team.

Problems we solve for you

Gather your customer data scattered everywhere intoA unified, structured, and AI-callable standard system, so that every customer decision is supported by complete context.

01market opportunity

AI cannot be used,
Often it’s not the model that’s bad

You may have tried asking AI to help you with customer work, only to find that it didn’t answer the questions you needed. The reason usually lies not in the model, but in the fact that it can only see scattered fragments: an AI that only reads chat records cannot make valuable judgments; only if it can simultaneously see the customer's contract, repayment, historical return visits, who is serving the customer, and whether the customer has paid, can it really help.

The problem is often not that the model is not strong enough, but the data"I can't feed you."
When your customer data isReliably aggregate and structure, the AI’s performance will be immediately different.
This is what Wukong helps you make up for.That front short board
ai-readiness
Model capabilitiesabundant
Availability of your datadispersion
Your AI in actionDepends on shortcomings
The ceiling of AI iscontext you can feed intoDecision - make up for this shortcoming, and AI can really be used for you.
our approach

A powerful ability must be used affordably and acquired quickly.

Aggregating enterprise data for use by AI used to mean expensive custom projects and a team of top-notch engineers. Wukong makes this fast and affordable, so you can have capabilities that only giants could afford in the past at a controllable cost.

🔒Advantage 1· Focus on CRM

Data is captured in ready-made standard structures

The form of customer data is convergent - no matter how messy it is, it will only be aggregated into the following categories: customers, contacts, business opportunities, contracts, payment collections, and interactions. Wukong has already prepared a standard structure that has been repeatedly polished for them. Once your data is collected, it will be settled quickly and there is no need to design from scratch.

🔑Advantage 2·Field advantage

Anyone who knows CRM can use it, no need to hire a data scientist

The product itself has built-in professional know-how for customer management. People who do data verification only need to understand the CRM business - such people are also an order of magnitude easier to recruit, which means lower investment threshold and faster results for you.

Traditional data governance projectsThe more you make, the more expensive you become

Every time you enter a customer and every new data source you connect to, it is a blank piece of paper, and the cost increases linearly with the scale - the more you do, the more expensive it becomes.

Wukong · The more you use, the more you saveDiminishing costs

Head customers still need to invest in polishing the model; after a certain number of customers is exceeded, the cost of delivering new customers drops all the way - the more your investment is used, the more valuable it will be.

Product system

Three levels of collaboration, sharing a spine

Wukong is not three side-by-side competing products, but a collaborative layout of one system in three different ecosystems - sharing the same spine: the standard model of customer data.

01

Customer Intelligence LayerWukong AICRM

AI interaction/conversation ecology
The portal you and your team use every day

Use natural language to talk directly to your customer data, automatically generate insights, follow-up recommendations and customer ratings, so you know what to do as soon as the sale opens.

02

customer data hubWukong CRM

Traditional enterprise software ecosystem
core of the system

Organize and manage customer-related data in your various systems and save it as a unified authoritative record for upper-level AI to call at any time. This is the implementation of "customer data in one place".

03

Application baseWukong Base+One

Natural language generation application / vibe coding ecology
A universal data and identity foundation

A universal foundation for built-in management thinking. When you or your team use AI to quickly build management applications, you will naturally stand on Wukong's data and permissions, making the output more reliable.

// The upper smart frame is placed on the spine, and the application generated by the base falls into the spine.

Why did it land so quickly?

Global data collector:
A set of ready-made "prefabricated molds"

The most difficult thing about data collection is never "extracting" the data, but "which standard model to put it into" after extraction. If the landing end is an empty pool, every time a new type of data is accessed, a new structure must be designed on-site - this is slow and expensive.

The complete set of modules that Wukong CRM has accumulated over the years—not just customers, business opportunities, and contracts, but also so-called "non-CRM" modules such as finance, human resources, and purchase, sale, and inventory—are precisely a set of structured receiving containers that have been repeatedly verified.

The financial data is collected, and there are maturefinancial modelCatch it; human data is collected, and there are maturehuman modelcatch.
The more complete the module, the more data forms it can receive.The more complete your customer picture is
Our promise to you

It is a "return", not a "system"

The positioning of these modules is structured dataReceiving container (destination), rather than a living system to be used daily by customers. Your financial system is still UFIDA or Kingdee - we do not compete with them in functional depth.

This brings extremely strong commercial characteristics:We don't ask you to replace any existing systems, just "add a layer next to your existing system." In a world where companies are extremely resistant to replacing core systems, this is the stance with the lowest sales resistance.

business model

Open source self-hosting, or cloud subscription

Wukong is completely open source and can be self-hosted. The code and data are in your own hands; you can also choose cloud subscription to save operation and maintenance and gain the ability to continuously update. Two methods, choose according to your needs.

Open source self-hosting · Free, data in your hands
  • smart layer shell
  • standard data model
  • connector framework
  • A truly usable AI capability baseline, ready to use right out of the box
Cloud subscription · No operation and maintenance, the more you use it, the smarter it becomes
  • A "living" capability package that is continuously updated and polished by real cases
  • Fully managed data aggregation hub, free of operation and maintenance
  • Large-scale multi-organization permission and identity system
  • Stable cloud operation and technical support

Open source and SaaS do not conflict, they are two sides of the same flywheel:Open source gives you complete control over your data and code, while subscribing gives you peace of mind and allows you to continuously evolve your capabilities.. Choose to subscribe, not because the code has secrets, but because you don’t want to operate and maintain it yourself, you want always-up-to-date capabilities, and you want the data to become smarter the more you use it.

sustained value

Why does it get better the more you use it?

The value that Wukong brings to you will not stop at the moment of signing the contract - it will continue to grow as you use it, and the more you use it, the more you can't live without it.

The more you use data, the better it will understand you

The more customer data you collect and manage, the more accurate AI will be on your data and the more relevant its judgment will be to your business. This is a growing asset that belongs only to you.

The more connections, the more complete the view

Every time a new data source is accessed, the customer's overall picture becomes more complete, and the AI ​​analysis becomes more based.

Open Ecology and Community

An active open source community and an ever-expanding connector ecosystem mean you can continue to gain access to new capabilities, new integrations, and best practices from peers.

These values ​​varyTime and useCompound interest grows. The longer you use it, the more irreplaceable Wukong will be to you.

stage path

You can use it today, and the more you use it, the more accurate it will be.

AI assistance · People in the loop

AI does preliminary alignment, and your people only need to verify and confirm

You don’t have to wait for the distant “fully autonomous AI” future. Today, Wukong uses an "AI-assisted, human-in-the-loop" approach to help you collect and structure customer data: AI completes the initial alignment, and colleagues who understand the business only do verification and verification - work that used to require a team can now be covered by one or two people.

The value of AI here is not to “do everything for you”, butLet you afford data collection work that you otherwise couldn’t afford

Take effect nowEven if you are already using various AI tools, you still need a structured system to carry data, support reliable query, reconciliation and governance. This is exactly what Wukong fills in.
And the more you use it, the smarter it gets.Every time you use it, you are depositing a customer data asset that belongs only to you and increases in value over time.
Why now · Why choose Wukong

The sooner you sort out your customer data, the sooner you’ll reap the benefits

why now

  • The capabilities of AI are being released rapidly. The sooner customer data is sorted out, the betterThe sooner you can enjoy the dividends brought by AI
  • And high-quality customer data assets,It can only be accumulated little by little through time and use., there are no shortcuts.
  • The earlier you start, the sooner your data flywheel will turn and the further ahead you will be ahead of your peers.

Why choose Wukong

  • 1Years of customer management products and data accumulation, let your data come to fruitionFast and stable
  • 2Already ownedA production-grade product that works——Conversational AI CRM and global data hub are online and can be used today.
  • 3Open source can be self-hosted + use AI to reduce implementation costs, allowing you toControllable investmentHave this set of abilities.

Sort out customer data and let AI see itevery customer, judge for youNext step

Turn customer data into the foundation of the AI ​​era

Experience the complete SaaS for free, or self-host on GitHub to personally integrate scattered customer data into a unified standard system that can be called by AI.