Actually Connects to Your Systems
Not just another chat window. We integrate directly with your ERP, CRM, MES, and other systems so AI can log in and complete operations on your behalf.
We help enterprises hand off repetitive business processes to AI — from procurement, quality inspection to R&D reports, truly connected to your business systems, doing the work for you.
Factories without automation have been eliminated. Next to be eliminated are enterprises that don't use AI.
Market Trends
81%
of business leaders expect AI agents to be moderately or widely integrated into enterprise strategy within 12-18 months.
Microsoft 2025 Work Trend Index
2025-2027
Explicitly requires manufacturing enterprises to accelerate digital transformation — AI entering business processes is now a policy direction.
China State Council Manufacturing Digital Transformation Plan
Standards
AI agent permissions, identity, and governance have entered formal standardization — enterprise-grade controls are essential.
NIST 2026 AI Agent Identity & Authorization Paper
Not just another chat window. We integrate directly with your ERP, CRM, MES, and other systems so AI can log in and complete operations on your behalf.
We specialize in manufacturing, chemicals, and R&D — understanding your approval workflows, quality standards, and procurement rules.
Critical operations require human approval, all AI actions are fully traceable, and data is deployed on your own servers.
Our AI agent platform provides complete enterprise-grade capabilities from integration to execution, from knowledge accumulation to security governance.
Initiate tasks via web, WeCom, DingTalk, Feishu, or mobile — employees keep their existing work habits.
Once the AI receives instructions, it automatically breaks down steps, calls systems, advances approvals, and completes multi-step business operations.
Configure dedicated AI assistants by role: sales, procurement, quality, R&D, and finance each have their own responsibilities and permission boundaries.
Capabilities configured in one project are preserved and reused in new scenarios — the more you build, the faster you deliver.
Integrate with your existing ERP, CRM, MES, LIMS, and other systems — AI reads and operates directly, no need to rebuild.
The AI records experience, rules, and outcomes from every business operation — the longer it runs, the better it understands your enterprise.
Critical operations must be approved before execution. All AI actions leave a complete audit trail — reviewable, traceable, and replayable at any time.
Reliable model scheduling, data storage, and task processing capabilities to support long-term, dependable AI operations in enterprise environments.
Standard Packages
Distilled from 50+ enterprise scenarios into 12 standard packages. Here are the first 6 high-value scenarios.
Auto-extract tender requirements, generate proposal frameworks, organize qualifications, verify completeness.
Auto-recommend suppliers, compare historical prices, generate purchase requisitions, drive approval workflows.
Anomaly auto-attribution, dispatching, follow-up tracking, review reports — full closed-loop process.
Automated literature search, experiment planning, result analysis, knowledge accumulation — accelerating R&D iteration.
Auto-verify invoices, identify discrepancies, generate reconciliation reports, reduce manual checking.
Policy search, process guidance, version tracking — employees no longer ask the same questions repeatedly.
Each industry has different pain points and management challenges. Select your industry to learn about our solutions.
Quality issues only discovered after the fact? Purchase orders processed manually every day? Production line anomalies going unnoticed? We help manufacturers automate these high-frequency pain points with AI.
Experiment data scattered everywhere? Formulation know-how locked in senior engineers' heads? Compliance checks all manual? We help materials and chemicals enterprises manage knowledge and boost efficiency with AI.
Spending half a day on literature search? Experiment plans based on guesswork? R&D knowledge lost when people leave? We help R&D-driven enterprises accelerate innovation cycles with AI.
Bid documents constantly revised? Project progress tracked by nagging? Contract changes falling through the cracks? We help engineering firms boost project management efficiency with AI.
Quoting requires checking three systems? Order tracking runs entirely on Excel? Issues only surface when clients complain? We help supply chain enterprises achieve collaborative automation with AI.
From lead discovery to deal closure and fulfillment — let AI participate directly in revenue-generating business processes.
Hand off high-frequency, repetitive, error-prone internal processes to AI — freeing people for higher-value work.
Unlike generic AI chat tools, we truly help enterprises solve problems.
Not another chat window. We directly connect to your ERP, CRM, MES systems — AI can log in and complete operations.
Focused on manufacturing, chemicals, and R&D industries. We understand your business logic and pain points.
Critical operations require human approval, all AI actions are traceable, data deployed on your servers.
A materials R&D company with a 30-person team faced slow R&D iteration, time-consuming literature searches, and scattered experiment data. See how AI helped them.

We don't deliver a one-time prototype. Starting from diagnosis, we accumulate platform assets, Skills assets, and governance assets together.
“Quality issues that used to take 3 days to close now get resolved in half a day, with every step documented and traceable.”
— Manufacturing Enterprise Leader
“What gives me the most confidence is that AI needs approval for any important operation — it won't act on its own.”
— Materials Enterprise Leader
Early clients are already running in production, core scenarios continuously validated
We offer a free business diagnosis to find your most valuable automation opportunities.

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