Surveillance Is Not Governance
Surveillance captures what agents did. Architecture controls what agents can do. One is reactive. The other is proactive. Only one prevents governance failures before they happen.
Surveillance vs. Architecture: Side by Side
Two fundamentally different approaches to AI agent governance.
| Capability | Surveillance (Teramind) | Architecture (JieGou) |
|---|---|---|
| Governance model | Observe + log + enforce after the fact | Design + approve + govern + score proactively |
| Role-based access control | Not mentioned | 6-role hierarchical RBAC with 20 permissions |
| Tool approval gates | No — monitors tool usage after the fact | Yes — agents cannot access unapproved tools |
| GovernanceScore | No quantitative governance measurement | 8-factor score (0-100) measuring governance posture |
| Multi-agent governance | Not mentioned — single-agent monitoring | Cascading hierarchy, memory isolation, delegation controls |
| Department curation | 0 department packs | 20 department packs with domain-specific rules |
| Industry packs | 0 industry packs | 4 packs (Healthcare, Professional Services, Financial Services, Government) |
| Agent building | No — monitoring overlay on third-party agents | Full lifecycle — build, test, deploy, govern, score |
| NIST submissions | 0 | 2 (AI Agent Security + Agent Identity & Authorization) |
Three Governance Failures Surveillance Can't Prevent
Surveillance records failures. Architecture prevents them.
Unauthorized Tool Access
Surveillance response
Surveillance logs the breach after it occurs. By the time you see the log, the data is already exposed.
Architecture response
Tool approval gates prevent the agent from accessing unapproved tools in the first place. The breach never happens.
Cascading Agent Privilege Escalation
Surveillance response
Surveillance records the cascade after agents have already escalated privileges across the system.
Architecture response
Agent hierarchy controls enforce permission boundaries. Each agent operates within its scope. Escalation requires explicit approval.
Multi-Agent Coordination Without Oversight
Surveillance response
Surveillance transcribes what the agents did together. No ability to intervene during coordination.
Architecture response
Delegation cycle detection, shared memory isolation, and approval gates at each handoff ensure oversight throughout.
Surveillance has no quantitative governance measurement.
JieGou's GovernanceScore (0-100) measures your governance posture across 8 factors: identity, authorization, tool governance, audit completeness, escalation coverage, compliance mapping, department scoping, and quality monitoring. You can't improve what you can't measure.
Surveillance tells you what happened.
Governance ensures it doesn't.
Common Questions
If Teramind is the "first AI governance platform," what is JieGou?
JieGou is the first AI governance architecture -- governance designed into the agent lifecycle, not observed after the fact. Teramind monitors agents built elsewhere. JieGou builds and governs agents end-to-end. These are fundamentally different approaches to the same problem.
Can surveillance and architectural governance work together?
They can be complementary. Surveillance provides visibility into shadow AI and third-party tool usage. Architectural governance provides the proactive controls that prevent governance failures. But surveillance alone is insufficient -- it tells you what happened after it's too late. Architecture prevents the failures before they occur.
What about screen recording and OCR for agent monitoring?
Screen recording captures what appears on screen. It doesn't control what agents can access, which tools they can use, or which data they can process. Surveillance features are useful for compliance evidence, but they don't replace preventive controls like RBAC, tool approval gates, and multi-agent hierarchy governance.
Does JieGou detect shadow AI?
JieGou addresses shadow AI architecturally: tool approval gates ensure agents only access approved tools, RBAC controls who can create and deploy agents, and GovernanceScore measures your governance posture. Rather than detecting unauthorized usage after it occurs, JieGou prevents it through infrastructure-level controls.
Don't Just Watch Your Agents. Govern Them.
See how architectural governance prevents the failures that surveillance can only record.