Macha

Autonomous Mode vs. Interactive Chat: What's the Difference in Macha?

Abbas, Customer Support & AI, Macha

Written by

Ankeet Guha, Co-founder & CTO, Macha

Reviewed by

Published June 12, 2026

Updated September 24, 2026

A Macha agent runs in one of two modes: interactive chat, where you start it and confirm every write, or autonomous mode, where a trigger starts it and it acts on its own. Knowing which one an agent is in tells you how much to test it first.

Key takeaways

  • A Macha agent in interactive chat pauses for your confirmation before every write action, while the same agent in autonomous mode executes writes immediately after a trigger fires.
  • Read tools such as fetching a ticket or searching an article run automatically in both modes; only write tools wait for a Confirm or Cancel click in chat.
  • An agent switches to autonomous mode once it has at least one trigger attached, such as a new Zendesk ticket, a status change, a custom webhook or a scheduled run.
  • Macha scheduled triggers run at most once an hour and are capped at 24 runs a day per trigger, and they are included on every plan.
  • The recommended rollout is to test an agent in interactive chat, remove any write tool the job does not need, then attach a trigger to let it run autonomously.
Autonomous Mode vs. Interactive Chat: What's the Difference in Macha?

A Macha agent in interactive chat runs because you messaged it and pauses for your confirmation before every write action; the same agent in autonomous mode runs because a trigger fired (a new Zendesk ticket, a status change, a Slack mention, a schedule) and executes its writes immediately, with no confirmation step. Same agent, same tools; what changes is who starts the run.

How do interactive chat and autonomous mode compare?

Interactive chatAutonomous mode
Started byYou (a chat message)A trigger (an event, webhook or schedule)
Human in the loop?YesNo
Read toolsRun automaticallyRun automatically
Write actionsPause for Confirm or CancelExecute immediately
Best forTesting, one-off tasks, copilotingHands-free automation at volume
RiskLow: you approve every writeHigher: scope the tools and test first

Watch the explainer

What happens when you run an agent in interactive chat?

Interactive chat is when you run the agent by talking to it. You see every step it takes, and read tools (fetching a ticket, searching an article) run on their own. Before any write, the agent says in plain words what it is about to do, then shows a confirmation card with the tool and its parameters, and nothing changes until you click Confirm.

Interactive chat — the Billing Escalations agent waiting for you to ask; nothing happens until you do.
Interactive chat: the Billing Escalations agent waits for you to ask. Nothing happens until you do.

What happens when an agent runs autonomously?

Autonomous mode starts the moment an agent has at least one trigger attached. An event fires (a new ticket, a customer reply, a status change, a custom webhook, a scheduled run) and the agent reads it, decides, and acts on its own. Write actions execute immediately, with no human in the loop and no confirmation card.

Scheduled triggers have guardrails of their own: the minimum interval is 1 hour and each trigger is capped at 24 runs a day, so a misconfigured schedule cannot run away. Scheduled triggers are included on every Macha plan.

Autonomous mode — a Scheduled Run trigger firing the Runbook Writer agent with no human in the loop.
Autonomous mode: a Scheduled Run trigger fires the Runbook Writer agent with no human in the loop.

Why test a new agent in interactive chat first?

Because nothing is written without your say-so, chat is where you prove an agent before trusting it. Chat with it on a real ticket and watch the whole run: the steps, the sources it checks, the draft it produces. If a write looks wrong, click Cancel and the agent sees the rejection on its next turn. (More in how to test an agent.)

How do you move an agent from chat to autonomous?

The two modes are two stages of the same agent's life:

  1. Build the agent.
  2. Run it interactively to test and refine: approve or reject its actions, tighten the instructions.
  3. Add a trigger and let it run autonomously once you trust it.
  4. Drop back to chat any time for one-off tasks or to debug.

The rule we use: earn your way to autonomy. An agent that does good work in chat is ready to do it alone. Before you attach the trigger, remove any write tool the job does not need, because in autonomous mode nobody is there to click Cancel.

Frequently asked questions

What's the difference between the two modes? Interactive chat keeps you in the loop and asks before any write action; autonomous mode runs from a trigger and acts on its own.

Which is safer? Interactive chat, because no write happens without your confirmation. That is why it is used for testing.

How do I make an agent autonomous? Add a trigger. Until then, it only runs when you chat with it.

Will an autonomous agent ask before acting? No. There is no confirmation step in autonomous mode, which is why you test in chat and scope its tools carefully first.

How often can a scheduled trigger run an agent? At most once an hour, and no more than 24 times a day per trigger.

See both modes: build an agent, test it in chat, then add a trigger. $50 of free usage, no credit card required. Start free.

Macha

About Macha

Macha is an AI agent platform that works on top of the help desk you already use (Zendesk, Freshdesk, Gorgias, Front, Intercom or HubSpot) and connects to the rest of your stack, even your own internal systems. It is done for you: the Macha team analyzes your past tickets, builds the knowledge base and the agents, and runs them in safe mode until the drafts are right. Pricing is about $0.40 a ticket, and that includes setup and a dedicated success manager who handles your changes. Learn more about Macha →

Zendesk
5.0 on Zendesk Marketplace

Loved by support teams worldwide

See what support teams are saying about Macha AI.

The application seems excellent to me! We are still testing, and we need support for some details and they were extremely efficient too!

Daniela Costa

Daniela Costa

Head of Support, Seabra

Macha has been a great addition to our support toolkit. It generates clear, well-organized responses that fit naturally into our workflow. One feature we particularly appreciate is its ability to automatically reply in the same language as the ticket.

Marius F

Marius F

Support Head, Zentana

We've been using Macha for a little while now and it's been really great addition so far! It's powerful, convenient, and makes getting work done a lot easier for our agents.

Alexander Wedén

Alexander Wedén

Head of Support

Support team is very helpful and responsive. Really enjoy how lightweight this is within Zendesk itself vs other more intrusive tools.

Cathleen Wright

Cathleen Wright

Zendesk Admin, Cortex IO

So far it's pretty good! Our queries are a little nuanced, so we can't always use it, but it's got enough utility for us. It can even incorporate our bilingual country with greetings in a second language.

Jae Oliver

Jae Oliver

Head of Support, Wise

Really enjoying using Macha, it has made a noticeable difference to our support team in a short amount of time. I really like the ticket summary feature, saves us a lot of time.

Harry Jackson

Harry Jackson

Head of Support, Crumb

Macha AI is a great addition to my workspace! It's powerful, convenient, and it really makes productivity so much easier for our agents!

Dave G

Dave G

Head of Support, Cyber Power Systems

Very impressed! AI integration for Zendesk has certainly come a long way and Macha seems to set the standard for now. This will for sure save lot of time in our support team.

Pauli Juel

Pauli Juel

Head of CS, Dokument24

Macha has been working great for us so far! The auto-responses are accurate and our resolution time has dropped significantly.

Lana T

Lana T

Zendesk Admin, Swotzy

Macha AI is a great addition. The knowledge base feature means our agents always have the right answers at their fingertips.

Mischa Wolf

Mischa Wolf

Head of Support, Topi

We're enjoying this integration so far. It's made our support team more efficient and our customers get faster responses.

Paula G

Paula G

Head of Customer Support, Xly Studio

The team enjoys using it. It saves considerable time on common questions and the integration options are excellent.

Kilian Leister

Kilian Leister

Support Head, Didriksons

Get your AI agents set up for you.

Book a 20-minute call with our team. We'll show you where we would start on your help desk and how the setup works. Setup and a dedicated success manager come with the trial and every plan.

Live in under a week
Safe mode until you approve
About $0.40 a ticket