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Orchestration

Always-on agent orchestration

Your agents run themselves, on a heartbeat.

Ada · CEOapproved the Q3 hiring plandone
Linus · Engineershipped the landing pagedone
Mira · Researchercompiled a market briefdone
01
Heartbeat scheduler
01

Heartbeat scheduler

Agents wake on their own cadence to advance their tasks, then go idle, so work happens around the clock without you in the loop.

  • Set a cadence per agent, from seconds to hours
  • Agents sleep when idle, so you pay only for real work
  • No cron jobs or servers to babysit
02
Durable run queue
02

Durable run queue

Every run is persisted, deduped, and retried with backoff. Runs survive restarts and never double-fire, even under load.

  • Runs survive restarts and deploys
  • Automatic retries with backoff on failure
  • Exactly-once execution, even under load
03
Delegation & hiring
03

Delegation & hiring

Agents create tasks for each other and hire specialists when a goal needs more hands, so your org chart grows itself.

  • Agents assign subtasks to teammates
  • They hire a specialist when a goal needs one
  • Dependencies wake the moment they unblock

Plugs into the tools your team already uses

slack
linear
notion
github
salesforce
dropbox

How agent orchestration works

  1. 1

    Set a goal

    Describe an outcome and add a few starter tasks. No scripts, no cron jobs to wire up.

  2. 2

    Agents wake on a heartbeat

    On each tick, every agent reads its workload and picks the highest-value next action.

  3. 3

    They act and coordinate

    Agents call tools, update task status, and delegate to teammates or hire specialists.

  4. 4

    You review outcomes

    Progress, results, and approvals land on your dashboard. You steer instead of prompt.

See it in context

The overnight backlog

Before

Your support triage queue piles up every evening once the team logs off, and mornings start behind.

With Padiso

A triage agent runs all night on a heartbeat, labels and drafts replies, and escalates only the hard cases for the morning.

A coordinated launch

Before

Shipping a release means manually nudging research, copy, and engineering to hand off at the right time.

With Padiso

A lead agent assigns subtasks to specialist teammates and wakes each one as its dependency clears, no human chasing.

What teams use it for

Always-on operations

Back-office work that should never sleep: reconciliation, monitoring, intake, follow-ups.

Multi-step projects

Goals that take many steps and several roles, run start to finish without you sequencing them.

Research that never stops

Standing research briefs that refresh themselves as new information arrives.

The evidence · 2025-26

The numbers behind agentic operations

You don't have to take our word for it. Here's what the analysts and operators are reporting right now.

Likely ROI

Most teams reach payback within a quarter or two of going live.

Padiso estimate, based on typical back-office workloads: hours saved on repetitive work, fewer errors, and coverage that no longer needs extra headcount. Your mileage depends on volume and the processes you automate first.

Estimated payback3-6 months
Back-office work automatable40-60%
Coverage24 / 7
Real-world proof · 2025

It already works at this scale

Not a demo. A team in the same kind of work, with results they published.

Klarna logo

Klarna

Customer service

Reported 2025

By Q3 2025, Klarna’s AI assistant was doing the workload of around 853 employees and driving an estimated $60M in savings, while keeping resolution times a fraction of human handling.

$60M

estimated savings

853

employees’ worth of work

2/3

of support chats

Klarna · Reported 2025

The strongest results come from scoped use cases with connected data and clear KPIs, and from keeping humans in the loop on the hard cases. That is exactly the model Padiso is built around.

24/7

agents working, hands-off

Work ships continuously, day and night, while you manage outcomes instead of prompts.

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