BUILD01 / 03
Standard Agent Harness.
Start with a robust baseline architecture for state, memory, and tool connections. Extend it with your own logic without rewriting infrastructure.
✳ EARLY BETA ACCESS IS OPEN ↗Build, deploy, & monitor
STANDARD HARNESS ✳✦ REAL-TIME OBSERVABILITY
Build, deploy, & monitor
AI agents at scale.
The standard runtime harness, enterprise BYOC deployment, and real-time observability platform for production AI agents.
STANDARD HARNESS ✳✦ REAL-TIME OBSERVABILITYENTERPRISE AGENT OPERATIONS
From single prompt demo
to dependable production.
Zetapad bridges the gap between proof-of-concept agents and scalable, observed, enterprise-ready systems.
zetapad / agent-console✦ RUNNING: 12 AGENTS
Active Execution Trace ✳
Step-by-step reasoning, tool dispatch, and token accounting.
Live Stream 12 runsLogsMetrics☷ Filter by Latency
Postgres Query Tool dispatched
Tool ExecOKSELECT * FROM accounts WHERE risk_score > 0.8 • 18ms latency
Human-in-the-Loop review required
HITL AlertWaitAction: Escalate tier-1 dispute refund • Awaiting approval
Model completion generated
LLM Call200Tokens: 842 input, 194 output • Cost: $0.0028 • 340ms
✳
Standard Harness Health: 99.98%
↗Zero unhandled errors across 42,000 executions today.
Zetapad Agent Harness • Real-Time Tracing & Observability
THE GAP BETWEEN DEMO AND PRODUCTION
Less debugging boilerplate.
More autonomous execution.
When your runtime harness, enterprise VPC deployment, and real-time observability live in one platform, your team can scale agents without operational chaos.
THE THREE PILLARS
Build, deploy, and govern
without operational chaos.
Everything your engineering team needs to run autonomous agents in production with confidence.
Explore the harness ↗DEPLOY02 / 03
Managed Cloud or BYOC.
Run serverless on Zetapad Managed Cloud, or deploy into your AWS, GCP, or Azure VPC for complete compliance and zero data egress.
MONITOR03 / 03
Trace, debug, and govern.
Deep observability for non-deterministic agents: real-time execution logs, cost and token attribution, latency tracking, and human-in-the-loop queues.
Zetapad platform and hybrid agency services are currently in early access beta.
COMPLETE PLATFORM BREAKDOWN
Every capability,
engineered for scale.
Explore each core feature of the Zetapad runtime harness and observability stack.
CORE ARCHITECTURE · RUNTIME HARNESS
Standardized runtime harness.
Building an agent prototype is simple; running it in production requires infrastructure. Zetapad provides a unified harness that handles state persistence, contextual memory, recovery loops, and execution boundaries right out of the box.
- ✓Persistent session states and contextual memory indexing across execution cycles
- ✓Automatic error recovery loops and graceful fallback strategies
- ✓Isolated execution sandboxes with fine-grained secrets management
✳ STANDARD AGENT HARNESS01 / 07
BASELINE ARCHITECTUREHarness Runtime Active
State persistence, vector memory index, and sandboxed runner initialized.
RELIABLE FOUNDATION FOR EVERY AGENT
EXTENSIBILITY · MODEL & TOOL CONNECTORS
Plug-and-play integrations & SDK.
Never write glue code for tools and models again. Connect leading LLM providers, vector databases, SQL data warehouses, and workplace messaging platforms using our pre-built library or custom SDK registrations.
- ✓Dynamic model switching between OpenAI, Anthropic Claude, Gemini, and open weights
- ✓Native vector store connectors for Pinecone, Qdrant, pgvector, and Weaviate
- ✓Extensible TypeScript and Python SDKs to register internal APIs and custom tools
✳ CONNECTOR ECOSYSTEM02 / 07
TOOL CONNECTIONSDynamic Dispatch
Claude 3.5 Sonnet • Pinecone RAG • PostgreSQL • Slack Webhook
EXTEND AGENTS WITHOUT INFRASTRUCTURE OVERHEAD
DEPLOYMENT · MANAGED CLOUD & BYOC
Deploy on your terms: Cloud or VPC.
Whether you need zero-maintenance serverless auto-scaling or must meet rigorous enterprise data residency compliance, Zetapad gives your team flexible deployment options without architecture rewrites.
- ✓Zetapad Managed Cloud with automatic scaling and zero infrastructure management
- ✓Bring Your Own Cloud (BYOC) running inside your AWS, GCP, or Azure VPC
- ✓Zero data egress: private enterprise data and tool outputs stay in your network
✳ ENTERPRISE DEPLOYMENT03 / 07
PRIVATE VPC RUNNERBring Your Own Cloud
Running inside customer AWS VPC. Zero external egress for prompt data.
ISOLATED VPC EXECUTION WITH ZERO DATA EGRESS
OBSERVABILITY · LIVE EXECUTION TRACING
Real-time execution tracing & replay.
Traditional APM cannot handle non-deterministic agent workflows. Zetapad records the complete execution graph, allowing you to trace step-by-step reasoning, inspect tool inputs, and replay failure points interactively.
- ✓Full visibility into prompt inputs, reasoning loops, and model completions
- ✓Inspect tool dispatch arguments and returned payloads in millisecond detail
- ✓Interactive replay debugger to diagnose edge cases and prompt drifts
✳ LIVE REASONING TRACE04 / 07
LIVE REASONING TRACETrace #8102: Complete
Step 1: LLM Reasoning (142ms) → Step 2: Postgres Tool (18ms) → Step 3: 200 OK
DEEP OBSERVABILITY FOR NON-DETERMINISTIC SYSTEMS
FINANCIAL TELEMETRY · TOKEN & COST TRACKING
Granular cost, token & latency metrics.
Keep cloud costs and response times under control. Track token consumption, model inference costs, and tool latencies with per-task, per-agent, and per-team attribution.
- ✓Real-time token accounting for prompt, reasoning, and completion tokens
- ✓Accurate cost attribution per agent, workflow run, and organization department
- ✓Latency profiling to identify slow external APIs and bottlenecked tools
✳ TOKEN & COST TELEMETRY05 / 07
FINANCIAL TELEMETRYTask Token Accounting
Prompt: 620 tokens • Output: 184 tokens • Total: $0.0024 • 99.4% budget health
TRANSPARENT FINANCIAL & PERFORMANCE GOVERNANCE
SAFETY & CONTROL · HUMAN-IN-THE-LOOP
Human-in-the-loop governance queues.
Empower agents with real-world authority while safeguarding high-stakes operations. Configure approval thresholds that pause execution and alert human supervisors before sensitive actions execute.
- ✓Configurable approval triggers before database writes, refunds, or emails
- ✓Direct Slack and email escalations with one-click approval workflows
- ✓Safety circuit breakers that automatically halt runaway agent loops
✳ HUMAN-IN-THE-LOOP QUEUE06 / 07
HUMAN-IN-THE-LOOP ALERTApproval Required
Action: Execute external database migration. Paused pending supervisor review.
ACTIVE SUPERVISION FOR HIGH-IMPACT ACTIONS
HYBRID MODEL · PLATFORM + SERVICES
Platform tooling plus managed agency.
Choose how your organization wants to scale. Build autonomously using our self-serve developer tooling, or partner with our specialized engineering agency team for turnkey agent design, implementation, and ongoing maintenance.
- ✓Self-serve developer platform with comprehensive CLI, SDKs, and console
- ✓Turnkey agency engineering: we design, build, test, and ship custom agents
- ✓Continuous optimization, model upgrades, and 24/7 SLA maintenance
✳ HYBRID PLATFORM & AGENCY07 / 07
HYBRID DELIVERY MODELPlatform + Agency Service
Self-serve developer tooling combined with dedicated turnkey agent engineers.
SELF-SERVE TOOLS OR MANAGED TURNKEY ENGINEERING
UNIFIED ECOSYSTEM
Plug into your existing stack.
Deploy everywhere.
Connect your favorite LLM providers, vector databases, internal data warehouses, and messaging tools with zero lock-in.
Explore planned connectors ↗
GOOD TO KNOW
Frequently asked questions about Zetapad.
Have a technical or architecture question? Talk with our engineers ↗
What is Zetapad?+
Zetapad is a platform and hybrid service agency where teams can build, deploy, and monitor AI agents at scale with a standardized harness, flexible cloud options, and deep observability.
How does the hybrid platform + agency model work?+
You can use Zetapad as a self-serve platform with our harness and tooling, or engage our engineering agency team to design, build, and maintain custom agent solutions for your company.
Can we deploy agents in our own cloud (BYOC)?+
Yes. In addition to our fully managed cloud, we support Bring Your Own Cloud (BYOC) so your agents and sensitive data stay within your AWS, GCP, or Azure VPC.
Is early beta free to join?+
Yes. Joining the waitlist and participating in our early access program is completely free. We will contact you before introducing any commercial plans.
Which tools and LLMs are supported?+
Zetapad supports all major model providers (OpenAI, Anthropic, Gemini, open-source models) and connects to databases, CRMs, vector stores, messaging tools, and custom HTTP APIs.
EARLY ACCESS · FREE
Production AI agents
built for scale.
Join engineering teams building, deploying, and observing AI agents with Zetapad.
Join waitlist We will notify you as soon as early access slots open.