Building Intelligence With Intelligence — Let's Evolve to Organizational AI, Together

tsanCenter turns your scattered data into one no-code data hub and models it into your business semantic layer — the foundation of the tsan.ai stack. tsanClaw manages the agents above, tsanCode turns delivery into reusable assets, and our FDEs bring it all to where you work.

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COMMON CHALLENGES

From Digital to Intelligent: Where Most Organizations Get Stuck

We meet the same four problems again and again across more than a thousand organizations. Where are you now?

01

“We have new business to launch and no system for it”

The business can't wait: traditional development is slow and costly, and every change in requirements means rework.

 02

“We've built plenty of systems, but efficiency isn't improving”

Business and data don't connect: one process bounces across several systems, the data never reconciles, and the people using it aren't happy either.

 03

“The system works, but it can't use AI”

Repetitive work still needs people, years of documents can't be searched or asked, and AI can't reach the business you already run.

 04

“We have more and more AI tools and no way to manage them”

Every department runs its own AI: permissions are unclear, collaboration isn't divided and behaviour can't be audited.
THE PATH · TSAN EVOLUTION THEORY

Three Stages of Intelligent Evolution: From Cognitive Mapping to Autonomous Growth

tsan.ai's core goal: a data-secure, sovereignty-controlled platform for intelligent evolution — this theory runs through the design logic of the entire tsan.ai four-layer stack.

STAGE 01
Deep Intelligent Learning
Cognition & Mapping

Fully learns your data, business rules, and knowledge assets, building AI's cognitive and semantic map of the business — the starting point for tsanCenter's data governance and ontology modeling.

›
STAGE 02
Progressive Intelligent Intervention
Restructuring & Enablement

Agents progressively step into specific business workflows, using AI to restructure processes and empower frontline operations — mapping to tsanClaw's orchestration and FDE delivery.

›
STAGE 03
Continuous Intelligent Iteration
Autonomy & Evolution

The system keeps learning from real business feedback, moving toward autonomy and self-evolution — mapping to tsanCode's asset accumulation and compounding returns.

These aren't three project phases — they're three states the same system naturally evolves through over time: the deeper it learns, the more precisely it intervenes, the more autonomously it iterates.

One Stack, Grown From the Ground Up

Each layer defines the boundary for the one above it — and what happens above flows back down as assets. It's a two-way stack, not a one-way stack of technology.

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L0 · DATA & ONTOLOGY HUB
tsanCenter

Turns data scattered across your systems into one no-code data hub and models it into a shared semantic layer — the same reality for people and agents, and the starting point for everything built on top.

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No-Code Visual Building

Low-code/no-code configuration compresses delivery from months to weekly iterations.

Data Hub Governance

Unifies multi-source data into an enterprise-grade hub matrix spanning user, data, and AI.

Data as Objects

Models business objects, rules, and structure into a semantic layer AI can read and act on.

Executable Business Logic

Turns approval flows and org structure into an executable object model, replacing tribal knowledge.

L1 · AGENT LAYER
tsanClaw

Lets agents think, collaborate, and act within the boundaries tsanCenter defines — the hands of the ontology.

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Full Lifecycle Management

Registration, orchestration, monitoring, and rollout — one-stop agent asset management.

Enterprise Tooling & SDK

Standardized tools for data, workflow, and messaging; SDKs wrap enterprise ERP/CRM/HRM.

Security & Multi-Tenancy

Fine-grained ABAC, audit trails, data masking, sandbox isolation, quotas, and billing.

Unified Multi-Model Orchestration

A standardized API works with DeepSeek, Qwen, Claude and other leading models — never locked in.

L2 · PRODUCTION LAYER
tsanCode

Turns every delivery into the asset that makes the next one faster — an unmanned production line for software.

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Standardized Intake

Self-service intake with priority and status tracking — visible end to end.

AI Auto-Planning

AI analyzes each request and drafts a plan — approach, breakdown, and effort estimate.

Batch Production & QA

Workers execute coding tasks continuously; AI-generated tests gate quality automatically.

Asset Governance

Indexes existing repos automatically so new code follows established conventions.

THE FDE DELIVERY MODEL · THE FLYWHEEL

Every Client We've Served Makes the Next Delivery Faster

Our FDE (forward deployed engineer) teams bring to every new project the industry experience, delivery methods and reusable assets built up over years of serving more than a thousand government and business clients — and use tsanCenter, tsanClaw and tsanCode to turn that experience into systems a new client can use straight away. Each delivery adds new experience back in: that is our value flywheel.

  1. 01

    Industry Experience

    Real projects in media, government and SOEs, education, cultural heritage and the industrial internet mean we understand the business before we talk technology.

  2. 02

    Proven Methods

    Data governance and business modelling experience from past projects lives in tsanCenter, so new projects reuse mature ontologies and data models instead of starting from scratch.

  3. 03

    Reusable Assets

    More than 1,500 enterprise application modules are ready to reuse, and with tsanClaw agents and the tsanCode dark factory, delivery no longer starts from a blank page.

  4. 04

    Experience Flows Back

    Every new project's modules, rules and lessons return to the library, and we help clients build their own digital teams — so the next delivery starts further ahead.

Become part of the tsan.ai FDE program — the engineers closest to the business, turning business needs straight into running systems.

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IMPACT STUDIES

Real Deployments. Real Outcomes.

View All Case Studies (6 Focus Areas · 50 Cases)
OFFERINGS

One Architecture, Every Industry

TRUSTED BY · 1000+ Organizations Served Across 400+ Counties and 70+ Cities
CCTV.com 中国网 Jiangsu TV Zhejiang TV 陕西广电网络 黑龙江广播电视台 山西广播电视台 Hainan TV China News Service 中国石油报 河北广电网络 龙江网络 中国西藏网 Xinhua News Agency 新华智云 China Post 中国电科 中国融通 China State Construction 昆仑数智 China Telecom China Energy Investment 清华同方 Inspur Software China Unicom Digital 中移在线 China Tower Yunnan Tobacco 河北烟草 Tencent Cloud Huawei Cloud Baidu AI Cloud Alibaba Cloud 中国教育科学研究院 文物出版社 Peking University Tsinghua University Xi'an Jiaotong University 中国农业科学院 中华中医药学会 中国文联 中国侨联 中国学生体育联合会 中华全国总工会 博雅锐视 博萃科技 开源证券 思谋科技 SF Express 艺高高 小象智合 China Meteorological Administration 浪潮云洲 华舰体育 诺亚人力 捷成世纪
Above is a selection of representative partners, in no particular order. The list reflects cumulative engagements to date and does not represent projects currently under contract. Names and marks are used subject to written authorization.
NEWSROOM

2026: A Year of AI Strategy, Delivered

2026.08.24

tsan.ai brings digital intelligence to the HR services industry

↗ 2026.08.06

A seventh year with Anshun's media center, from cloud to intelligence

↗ 2026.07.16

tsan.ai featured in the book Intelligent Transformation

↗ 2026.07.14

tsan.ai wins a high-quality dataset project with Cultural Relics Press

↗ 2026.03.09

Launching tsanClaw: An Enterprise AtoA Architecture

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More News →
CERTIFICATIONS

Independently Recognized, Doubly Assured

We safeguard not just industry leadership, but your confidence in every choice you make.

What years of client work have built up

13 yrs
Serving Enterprises
26
Industry Certifications
127
Software Copyrights & Patents
1000+
Organizations Served
National High-Tech Enterprise
Specialized “Little Giant” Enterprise
NEEQ Quality Governance Enterprise
Software Enterprise Certification
Software Product Certification
CMMI Certification
ISO 9001 Quality Management
ISO 14001 Environmental Management
ISO 45001 Occupational Health & Safety
Intellectual Property Management
IOS 27001 Information Security
AAA Enterprise Credit Rating
AAA Credit Standing
National High-Tech Enterprise
Specialized “Little Giant” Enterprise
NEEQ Quality Governance Enterprise
Software Enterprise Certification
Software Product Certification
CMMI Certification
ISO 9001 Quality Management
ISO 14001 Environmental Management
ISO 45001 Occupational Health & Safety
Intellectual Property Management
IOS 27001 Information Security
AAA Enterprise Credit Rating
AAA Credit Standing
AAA Contract & Credit Compliance
AAA Quality & Service Integrity
AAA Integrity in Business
AAA Trustworthy Supplier
China Integrity Entrepreneur
Zhongguancun Credit Association Member
Dual-Software Association Member
Five-Star After-Sales Service
Most Influential AV Brand
Best China Digital Media Solution
Kylin NeoCertify
China Standard Software NeoCertify
Kunpeng Technology Certification
AAA Contract & Credit Compliance
AAA Quality & Service Integrity
AAA Integrity in Business
AAA Trustworthy Supplier
China Integrity Entrepreneur
Zhongguancun Credit Association Member
Dual-Software Association Member
Five-Star After-Sales Service
Most Influential AV Brand
Best China Digital Media Solution
Kylin NeoCertify
China Standard Software NeoCertify
Kunpeng Technology Certification
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