AI Agent Lifecycle Management
Build, test, deploy, monitor, and decommission agents with security embedded in every phase.
Solutions / Enterprise AI
Zedmesh protects the complete chain of AI behavior—from first discovery to final action—with context that follows every interaction.
Build, test, deploy, monitor, and decommission agents with security embedded in every phase.
Discover shadow and unmanaged AI while maintaining a living inventory of every managed agent.
Apply context-aware, dynamic rules across enterprise AI based on identity, data, and intent.
Trace training data, prompts, tools, and decision chains with complete, immutable provenance.
Close the loop from detection to containment with machine-speed investigation and response.
Continuously probe for jailbreaks, indirect injections, and exploitable agent behavior. Continuous, automated probing — built into the platform. (Looking for human-led red team engagements? See Services.)
Continuously crosswalk AI systems against the EU AI Act, NIST AI RMF, ISO 42001, DPDPA, RBI, and SEBI—with automated control evidence and compliance assurance across model and agent lifecycles.
Track executive posture dashboards, agent risk indices, drift and anomaly metrics, operational SLAs, and board-ready compliance reports.
AI Agent Metamorphosis
Agent Metamorphosis occurs when tools, persona, system prompt, model, API scopes, or context sources mutate or drift over time. Zedmesh records the predecessor and successor, then verifies whether every characteristic change belongs in change control.
Signed code and configuration updates create documented, versioned successors with attributable approvals.
Jailbreaks, prompt injections, memory poisoning, or malicious tools alter intent and autonomy without authorization.
360-degree coverage
Runtime sensors, IDE plugins, desktop copilots, and edge agent execution.
AI traffic inspection, LLM gateway mediation, tokenomics, and API shielding.
Agent orchestration, MCP tool harnesses, RAG pipelines, and multi-agent mesh traffic.
Continuous controls validation
Automated harness tests, synthetic prompt suites, and continuous red teaming verify guardrails, blast-radius limiters, and compliance controls against evolving attacks.