NOW IN PRIVATE BETA

The AgentOps control plane for production AI agents.

Build, govern, observe, and manage agent fleets across any model, framework, tool, or runtime.

Zahara gives teams one source of truth for every agent, run, approval, cost, eval, tool call, and audit trail.

LLM+SLM+any model·any framework·any stack
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AI agents are moving from experiments to production. Zahara gives teams the control layer they need before agents touch real customers, tools, data, or money.

What Zahara brings

Five capabilities. One operating layer.

Every surface you need to take an agent from prototype to governed production — and nothing you don't.

01

Build agents your way

Use Vibe, Flow, Pro, or Import to create agents from natural language, visual workflows, code, or existing frameworks.

Vibe Flow Pro Import
02

Govern every action

Add approval gates, spend controls, permissions, policy checks, and human review before risky agent actions run.

03

Observe every run

Trace agent decisions, costs, latency, tools, model usage, failures, retries, and outcomes from a single source of truth.

04

Manage the fleet and the work

Track agents as operational assets, then route reviews, approvals, escalations, retries, and next actions through a Kanban-style Workboard.

05

Built for AI-native operations

Most tools were adapted from older automation, DevOps, or chatbot systems. Zahara was built from the ground up for agent transparency, governance, evaluation, and scale.

Why it matters

Agents will not be trusted in production without visibility and control.

Zahara makes that visible, governable, and auditable. Teams need to know:

01Which agents are running
02What they are doing
03What tools and data they touched
04What each run cost
05Who approved sensitive actions
06Why a decision was made
07Whether quality is improving or drifting
Positioning

Model-agnostic.
Framework-agnostic.
Yours.

Bring the agents you have. Build the agents you need. Govern whatever runs. Zahara sits around the agents you already have and the ones you're about to build — not under them.

// LLMs & SLMs
OpenAI Anthropic Google xAI Llama Mistral Phi Gemma Ollama Self-hosted
// Frameworks
LangGraph CrewAI AutoGen LlamaIndex Custom code Internal tools
// Tools & data
MCP servers GitHub Google Drive Slack Snowflake Your APIs
Inside Zahara

Everything you need to build and run agents in production.

Agent fleet management

Status, ownership, health, lifecycle — every agent treated as an operational asset.

Human approval queues

High-stakes actions pause for a named reviewer with full context and spend impact.

Run tracing & decision history

Replay any run step by step — tools called, tokens spent, retries, outcomes.

Cost & latency monitoring

Cost-per-outcome, p50 / p95 latency, retry-loop rate — across every agent and run.

Policy & audit controls

Signed, timestamped, actor-labeled — exportable to JSON or CSV for security review.

Evaluation tracking

Coverage scores, pass rates, regressions — ship with confidence, not with hope.

Kanban-style Workboard

Route reviews, approvals, escalations, retries, and next actions through one human-agent operations board.

Model, framework & tool integrations

Any LLM, any SLM, any framework, any tool — OpenAI, Anthropic, Llama, MCP, LangGraph, CrewAI, custom code.

Thomas Intel

A built-in operational guide that explains every surface — what it is, why it matters, how to use it.

Get in touch

Let's talk.

Beta demos, partnership conversations, and investor inquiries all land here. Leave a note — we reply within one business day.

Beta demos. Live walkthrough of Command Center, Approvals, and Inspect.
Partners. Frameworks, model providers, tools, MCP servers, integrators.
Investors. Direct line to founding team — no SDR queue.

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Run agents with confidence

From prototype to governed production.

Zahara helps teams move from agent prototypes to governed, observable production systems. Join the early access list — we're onboarding teams now.

Questions? Use the form above and we'll reach out.