"New AI tools launch every week, and R&D can't wait — we end up paying for subscriptions out of pocket before corporate procurement catches up."
"Corporate payment processing is too slow, so researchers cover costs themselves first."
"When PIs ask how much experimental budget has been spent, we have to check in with every team member just to piece together the full picture."
"Expense tracking is a disorganized mess, and R&D progress is nearly impossible to monitor."
Does this sound like your team's daily reality? Today, the Enterprise Edition of MatwingsVenus™ (Xiaowu™) is officially launched.
The user-facing front end retains all capabilities of the individual edition, enabling seamless AI protein design and one-click wet experiment ordering. The backend adds a new intelligent admin console that unifies management of budgets, team members, risk compliance, and R&D progress all in one place.
AI protein R&D, dry-wet lab integration, and team administration — one platform covers all your needs.
01 Tired of budget management headaches? Centralized master account for full, real-time spend visibility
Previously, team members placed orders independently, requiring manual reconciliation across scattered records, leaving managers with no real-time visibility into account balances and spending. The MatwingsVenus™ Enterprise Edition streamlines this with a single centralized master account:
- All team member charges are deducted directly from the master account
- Flexible allocation of platform credits and budget quotas by department, project, or individual, with automated approval workflows for over-quota requests
- Full, searchable records of all platform transactions and orders, with on-demand official invoice issuance.
02 Struggling with team permission chaos? Four-tier organizational structure with granular, per-user access controls
As teams scale and personnel turns over, permission settings and data access easily become disorganized. We build structured governance guardrails directly into the platform:
- Built-in four-tier hierarchy (Enterprise → Department → Project Team → Member) adaptable to teams of all sizes
- Granular control over each member's role, quota, permissions, and data access rights to support fine-grained management requirements
- Conversation history and project assets from departing team members are centrally archived for retention, with one-click reassignment to new team members for seamless project continuity.
03 Worried about compliance and risk? Multi-layered guardrails move risk management from manual oversight to system-level enforcement
For research teams with high personnel and budget density and strict compliance requirements, we have built dedicated multi-layer safeguards to address concerns around data security, content compliance, and unauthorized spending, upgrading security from manual "people monitoring people" checks to automated system governance:
- Support for customized risk control rules to regulate member conversation content and corporate fund usage
- Flexible controls over data sharing scope for departmental member workspaces: fully isolated, visible only to department leads, or shared across the department
- Anomalous behavior automatically triggers alerts or access blocks, with real-time notifications sent to relevant department heads.
04 Frustrated by slow R&D progress? Remove administrative friction to let AI accelerate research at full speed
Once budgets, teams, and risk controls are properly managed, teams can finally refocus their energy on science itself, fully leveraging MatwingsVenus™ capabilities to accelerate R&D progress across the board:
- With access to over 200 built-in protein design tools, 50+ certified domain experts, and 30+ expert-optimized custom Skills, team members can move directly from research ideas to actionable protein designs.
- After placing one-click wet lab orders on the platform, our automated laboratories execute experiments rapidly in the backend, cutting down hours of hands-on experimental work. Experimental results are automatically fed back into the next round of AI design to form closed-loop iterative optimization.
- Team leads are no longer interrupted by administrative trivialities, and can focus fully on high-impact R&D decision-making: setting research direction and reviewing project outcomes.
05 Activate your team account today
Reach out to our customer service team now for a detailed walkthrough of the Enterprise Edition and fast-track onboarding for your organization. We also offer dedicated custom deployment and service packages for enterprises with specialized requirements.

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Activate MatwingsVenus™ Enterprise Edition today, to make your team's R&D both highly efficient and systematically organized.