Mono Dash · What's running

01 · the problem

Agents shine in a demo. In production they fall over.

One agent is impressive. Ten agents are a mess. You wire loose automations together, nobody coordinates who picks up what, and you become the point of contact for everything. The costs run away, and when something goes wrong there's no trail back. That is exactly where it falls over, on the stretch between the demo and daily practice.

Mono Dash turns it around. Not ten loose tools, but one company: an org chart with roles, a CEO agent as the point of contact, and you as the board approving what counts.

No team, loose automations

Ten agents, ten loose threads. Nobody coordinates who picks up what, or where it gets stuck.

Costs run away

The heaviest model on every task, no budget per agent, a bill that grows faster than the value beneath it.

Nothing to account for

No trail of who did what or why. In production that's a risk, certainly with the AI Act on the way.

One CEO agent in front, you as the board above. The team steers itself, you keep control.

02 · the rhythm

Not how many agents. How they move together.

Work flows from mission to project to agent to task. Agents run on a heartbeat, clear their own blockers, and knock for your approval.

Running

Kai · Engineer is working on NORAAA-18 through the heartbeat, every tool-call gets logged.

live runheartbeat active

Self-resolved

Quinn · QA got stuck on a dependency, resolved it alone and carried on.

no escalationNORAAA-15

Awaiting approval

Atlas · CEO puts the strategy for Cadence 2.0 forward and waits on your go.

1 decisionhuman in the loop

This is the heart of Mono Dash: not the loose agents, but the rhythm between them. Every task traces back to the goal, agents recover on their own where they can, and pull you in where it counts.

03 · up close

The application itself, in production.

Six screens, each with its piece of the story above it: how it works, and what it solves.

01 · Org chart

A team with a boss, a title and a task.

The CEO agent at the top, below it CTO, PM, CMO, research, design and engineering. Hierarchy, roles and reporting lines, just like a real company.

Key takeaway

No loose agents, but an organisation you survey in one tree.

Mono Dash — Org chart

02 · CEO agent

Steer the whole team through one agent.

Live run, activity, issues and cost on one dashboard. Tabs for instructions, skills, configuration, runs and budget. You steer Atlas, Atlas steers the rest.

Key takeaway

One point of contact, instead of micromanagement per agent.

Mono Dash — Atlas · CEO

Atlas · CEO14 live

DashboardInstructionsSkillsConfigurationRunsBudget

running · e11cf2dd · on-demand

Run activity

Issues by priority

Issues by status

Success rate

NORAAA-24Quarterly strategy memo

NORAAA-19Draft weekly team note on Cadence and Beacon

NORAAA-14Weekly note to the team

03 · Inbox

Every task a ticket, nothing in the dark.

Work comes in as structured tickets, with an owner, a status and a priority. Ready to pick up, pass on or approve.

Key takeaway

See at a glance what's running, what's waiting and what's done.

Mono Dash — Inbox

InboxRecent · 12

NORAAA-18Two calm refactors for Cadence

NORAAA-10Rewrite the onboarding flow

NORAAA-16Visual direction for Beacon

NORAAA-15Smoke-test checklist for the next release

NORAAA-9Sentiment summary on the dashboard

NORAAA-7Group incoming feedback by theme

04 · Issue & chat

Every decision explained, fully traced.

Per ticket the context, a checklist and a chat line with the agent, with a log of every tool-call. Steer without leaving the tool.

Key takeaway

An audit trail that's right out of the box, ready for the AI Act.

Mono Dash — Issue

Issues › NORAAA-23 · Cadence

Testing & launch checklist for onboarding

QA, accessibility, and launch readiness for the onboarding flow.

Functional testing: all three steps, error paths, edge cases

Accessibility audit: WCAG AA compliance

Mobile testing: responsive design on iOS / Android

Reply …Sam · Send

05 · Budget & runs

Every token counted, every euro capped.

A monthly budget per agent. At the limit it stops, automatically, with a warning at 80 per cent. Input, output and cached tokens logged per run.

Key takeaway

No runaway costs, no surprises on the bill.

Mono Dash — Budget

Coststhis month

Input tokens

306

Output tokens

13.3k

Cached tokens

1.2M

Total cost

€0,00

016e0b5dJun 5, 202698 in · 4.7k out

e36768a3Jun 5, 2026100 in · 3.9k out

4a06c474Jun 5, 2026108 in · 4.7k out

06 · Mobile

Watch along and approve on the go.

The status of your team in your pocket. A nudge when an approval is needed, otherwise it keeps running on the heartbeat.

Key takeaway

You keep control without sitting at your desk.

Team14 live

Atlas awaiting approval

Kai running NORAAA-18

Quinn wrapped up QA

ApproveGo

NORAAA-23 · Cadence

Testing & launch checklist

Functional testing

Accessibility audit

Mobile testing

Budgetmonth

Input

306

Output

13.3k

Cached

1.2M

Cost

€0,00

07 · for organisations

You don't run a tool, you run a company.

This is how I run my own ventures on it, from Memortium marketing to Mononium. But the model is universal: give a goal, assemble a team, and approve what counts. For any project or department you want to run with agents.

One goal, a whole team

From mission to task, automatically.

Every task traces back to the company goal. Agents know what they're doing and, just as important, why.

You are the board

Approval on every decision that counts.

Agents hire no one, run no strategy and spend no budget without your go. Autonomy is something you grant, not a default.

Costs under control

A budget per agent, hard-capped.

See which agent is expensive, which task burns tokens, which project runs over budget. At the limit it stops, on its own.

Teams to fit

Routines and skills for one goal.

Assemble a team that does nothing but that, and copy the setup for the next project or the next venture.

The same layer beneath: marketingsalesengineeringresearchsupport

And the outcomes land in one place, for instance in Open Brain, the memory layer beneath it.

One point of contact, a team that organises itself.

Agents shine in a demo. In production they fall over.

Not how many agents. How they move together.

The application itself, in production.

A team with a boss, a title and a task.

Steer the whole team through one agent.

Every task a ticket, nothing in the dark.

Every decision explained, fully traced.

Every token counted, every euro capped.

Watch along and approve on the go.

A company, not loose tools.

The real screens.

You don't run a tool, you run a company.

From mission to task, automatically.

Approval on every decision that counts.

A budget per agent, hard-capped.

Routines and skills for one goal.

This is what a page can show. The rest I'll show you live.