Zahara is the missing piece between trying agents and trusting them. Give your agents clear limits, route the big decisions to the right person, and keep proof of everything they do.
Agents are moving from pilots into real work. The controls haven't caught up.
AI agents can now answer customers, issue refunds, update records and touch production systems. The technology is ready. But agents are outpacing their guardrails: most companies can't say which agents are running, what they're allowed to do, or who approved what they did. That's the control gap, and it's why so many agents stay stuck in pilots.
65%
of organizations had a security incident caused by an AI agent last year.
The challenge isn't making agents smarter. It's deciding what they're allowed to do.
agent
TOO LITTLE AUTHORITY
Agents stay expensive demos.
agent
paymentsemailproduction
TOO MUCH AUTHORITY
One bad decision reaches customers, money, or production.
agent
paymentsemailproduction
THE RIGHT AUTHORITY
Agents handle routine work on their own and bring you only what crosses your rules.
THE IDEA
We trust people at work because they have a manager. Agents never did.
A new employee gets a clear job, limits on what they can decide alone, someone to approve the big calls, and a record of their work. That's what earns them more responsibility over time. Agents have been handed access with none of it. Zahara gives every agent the structure a good employee has, so you can trust it with real work.
NEW EMPLOYEE
✓ A clear job✓ Limits✓ A manager to approve✓ A record of their work
AGENT WITH ZAHARA
✓ A spec✓ Enforced limits✓ A named approver✓ A receipt for every action
Zahara is how agents earn your trust, one action at a time.
Keep the agents you have. Put Zahara around them.
No rebuild. Whether your agents run on OpenAI, Claude, Gemini, LangGraph, CrewAI or your own code, Zahara sits around them and controls what they're allowed to do. You can also build new ones in Zahara. Change models anytime; your rules stay the same.
OpenAIClaudeGeminiGrokLangGraphCrewAIYour own code
ZAHARA
HOW IT WORKS
Zahara sits in the path of every action.
Your agent asks Zahara before it acts. Zahara checks its identity, permissions, limits and approval rules before anything reaches your systems, then records the result and the proof. Monitoring tells you what an agent did. Zahara decides what it's allowed to do.
ZAHARAOn the agent's list? Under its limits? Does it need a person? Then write the receipt.
■ agt-0417claudeRefunds agentwants to refund $750
Needs a person. Waits for Sarah in Finance.
PAYMENTS
■ agt-0522gpt-5.6Support agentwants to reply to a customer
Allowed. Receipt written.
COMPANY INBOX
■ agt-0088codexDeploy agentwants to delete the environment
Not on its list. Refused.
PRODUCTION
■ agt-0913geminiBilling agentwants to update an invoice
Allowed. Receipt written.
BILLING SYSTEM
AGENTS
YOUR SYSTEMS
✕
THE FULL PLATFORM
One place for everything your agents need.
01 BUILD
Create agents the way you'd brief a person.
Just describe itTell Zahara what you need in plain English. It drafts the agent, its tools and its limits for you to approve.
Three ways to buildVibe for plain language, Flow to lay it out step by step, Pro for full control.
Bring what you haveImport agents from about twenty frameworks. Secrets are scrubbed on the way in.
700+ integrationsConnect your CRM, payments, email, tickets and databases.
Skills and memoryReusable skills across agents, and memory an agent keeps between runs.
Every version keptEach change to an agent is recorded. Compare versions or roll back anytime.
02 RUN
Put agents to work across the company.
One gateway, every modelClaude, GPT, Gemini, Grok or open-source. Switch models without rewiring anything.
Smart routingLighter models for easy work, stronger ones for hard work, and a fallback if a provider goes down.
Your own keysUse your existing model accounts and contracts. Keys are never handed to the agent.
The WorkboardAssign work to agents like a team. See what's in progress, what's blocked, and hand work between agents and people.
Test before you trustEvaluations check an agent's quality before each new version goes live.
Built-in savingsContext compression trims wasted tokens on long tasks, and you see exactly what it saved.
03 CONTROL
Decide what every agent may do.
Limits and rulesAmounts, systems, recipients and actions, set outside the agent where it can't change them.
Approvals anywhereThe right person sees the exact action and approves it from the web or their phone.
Sealed agentsAgents work in their own space with one way out: through Zahara.
BudgetsSpending limits per agent, team and task, set before anything runs.
Stop anythingPause an agent or block an action instantly.
Roles for everyoneAdmins set the rules, operators approve, viewers see everything and change nothing.
04 MEASURE & PROVE
Know what you got, and prove it.
Cost to the centSpend by agent, model, team and goal, including what each finished task actually cost.
Outcomes, not activityDid the work get done? Zahara shows what the agent reported and what evidence confirmed.
Every step, tracedFollow any run step by step: what the agent saw, decided and did.
AlertsCost spikes, failures and stuck work come to you, not the other way round.
One recordEvery action, rule, approval and cost in one place, chained so it can't be quietly changed.
Check it yourselfExport the record and verify it in your browser, without asking us.
COMMAND CENTER
Every agent, every action, one screen.
DEMO WORKSPACE
AGENTSFLEET
157
across 23 frameworks · 8 providers
OWNERS41
12
unowned · needs assignment
RUNS24H
208
↑ 12% vs yesterday
APPROVALSSLA 15M
6
waiting · oldest 22m
POLICY24H
3
refused · 1 critical agent
SPENDMTD
$84,219
38% of budget · $15.20 today
My fleetLast 7 daysAll statuses5 shown
AGENTOWNERSUCCESSSPEND / BUDGETLATENCYRUNS / WARNLAST RUN
Tell Zahara what you need. It sets up agents, writes their limits, answers questions about your fleet, and explains any decision. The screens are always there when you want to dig in.
Zahara can set things up for you, but a person approves every change to the rules.
ASK ZAHARADEMO
Set up an agent that answers billing tickets and can refund up to $50.
Here's your Billing agent:Refunds up to $50 → on its own Refunds over $50 → Finance approves Closing accounts → neverReview and approve
What did our agents spend last week?
[TOTAL] across [N] agents. The Support agent was the largest share. Want the breakdown by model?
Why was the $900 refund held?
It's over the Billing agent's $50 limit, so it's waiting for Finance. Here's the request and the rule that held it.
●●●
WHAT TEAMS USE IT FOR
Real work, handed to agents, with you in charge.
CUSTOMER SUPPORTOn its own: answers tickets, issues small refunds, updates orders.Waits for a person: large refunds and account closures.
FINANCEOn its own: matches invoices, flags anomalies, chases late payments.Waits for a person: any payment above the controller's threshold.
SALES & REVOPSOn its own: updates the CRM, drafts follow-ups, books meetings.Waits for a person: discounts beyond the approved range.
IT & ENGINEERINGOn its own: triages incidents, gathers logs, restarts services.Waits for a person: production changes. Refused: deleting data.
OPERATIONSOn its own: schedules work, updates inventory, reports status.Waits for a person: supplier orders over budget.
PEOPLE & HROn its own: answers policy questions, prepares onboarding.Waits for a person: anything touching pay or personal records.
ON THE GO
Approve from anywhere.
When an agent needs a decision, you get it on your phone with the exact action in front of you. Approve, deny or pause the agent in one tap, and your team never waits on a laptop.
ZAHARA · DEMO
Refund agent wants to refund$750.00Order 44192 · over $100 limit
Mistakes stay small.
The blast radius of any agent is exactly what you gave it.
An agent tries something outside its rules.
REFUSED
An agent goes over its budget.
STOPPED
A connected system fails.
RECORDED, NOT RETRIED
Something needs judgment.
SENT TO A PERSON
SEALED AGENTS
Nothing gets around you.
Agents run sealed, each in its own space, with one way out: through Zahara. They can't reach your payments, email or systems on their own, and they never hold the keys. So your rules aren't instructions the agent follows. They're the only road it has.
ONE RECORD
When someone asks what happened, you show them.
A contract fixes what one risky action may do before it runs. A receipt records what happened, who approved it, and under which rule, and the agent can write neither. The layer that says no is the same layer that signs the record.
ACTION CONTRACTAC_8F21 · ONE ATTEMPT
GoalRefund duplicate charge on order 44192Ownerrefunds-01 · finance opsExact actionstripe.refunds.createCan readorders.44192, charges.44192Can writeone refundLimit≤ $750.00 · one attemptApprovalnamed reviewer above $100EvidenceStripe refund ID + order state afterAfter sendingrecorded, never reversedStoprevoke contract · run halts
Agents stuck in pilots"Who approved that?"Broad access, no limitsUnknown agents actingSurprise costsGuessing what happened
WITH ZAHARA
Agents doing real workA name on every decisionAuthority matched to the jobNothing acts outside ZaharaBudgets set before agents runEvidence for every action
Zahara is the independent control plane for your AI workforce.
One place to give agents jobs, authority and limits, across every model, framework and team, with human approval where it matters and proof for everything. Independent means no model company controls your rules or your records.
For every team putting agents to work.
CTO & ENGINEERINGShip agents into production without handing over unlimited access.
COO & OPERATIONSMove real work onto agents, with the right people deciding what matters.
CISO & RISKEnforced limits, human escalation, and evidence for every action.
FINANCEBudgets and cost controls on every agent, before it runs.
WAITLIST
Be first to put agents to work with confidence.
Zahara is opening to a small number of teams at a time, so every company gets a proper start. Tell us about your agents and we'll let you know when your spot opens.
INVESTORS
Zahara is raising. If you back the layer every agent will need, we'd like to talk.