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  • Agent Orchestration System

    Building agents is easy. Operating should be too.

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    Turn your backlog into review-ready code

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    Browse, run, and share agents

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    Policy enforced at the moment of action

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Featured

Choosing a model is an operations decision, not a benchmark decision

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    Know what agents cost. Prove what they deliver.

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    Turn AI adoption into business transformation

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Yaju AS
Sign in
Book demo

Platform

  • Agent Orchestration System

    Building agents is easy. Operating should be too.

  • Software Factory

    Turn your backlog into review-ready code

  • Agent Hub

    Browse, run, and share agents


Functionalities

  • AI Governance

    Policy enforced at the moment of action

  • AI Observability

    Observe and trust every agent

  • Token Monitoring

    Make every token count

  • Optimizer

    Same outcomes, lower cost

  • AI Spend Explorer

    Find overspend in two minutes


Product

  • MCP Gateway

  • CLI

  • Pricing

  • Versions


Featured

Choosing a model is an operations decision, not a benchmark decision

Use Cases

  • Cost Control

    Know what agents cost. Prove what they deliver.

  • AI Transformation

    Turn AI adoption into business transformation


Deployment

  • Credential Vault

    Org-level secrets, resolved at runtime

  • Self-hosted

    Run agents in your own environment


By Industry

  • IT & Developers

  • Financial Services

  • Public Sector

  • Engineering

  • Telecommunications

  • Healthcare and Life Sciences

  • Manufacturing


Featured

Running agents on hardware you own

Discover

  • Customer Stories

  • Partners

  • Yaju Labs

    Yaju Agent Systems research lab


For Learners

  • Versions

  • Agent Academy


Featured

Support triage is the best first agent most teams never build

Content

  • Blog

    The latest from Yaju, launches, and insights


Explorations

  • Future(s) of Work

    How will AI change the way we work?

  • Oran Models

    The generation teams run today


Initiatives

  • Scholars Program

    Finding the next generation of agent builders

  • Open Development Community

    Building agent tooling in the open

  • Catalyst Grants

    Backing ambitious work on agents


Featured

The future of work debate has an evidence problem
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  • Careers

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Adoption

Rolling agents out across business units without central control

Large organisations face a choice between a central team that becomes a queue and free-for-all adoption that becomes ungovernable. Neither works. The version that does looks like a platform team with sharp boundaries.

Yaju Team · 3 June 2026

There are two standard approaches to rolling agents out across a large organisation, and both fail in ways that are visible from the start if you look.

The central team

One group owns all agent development. Governance is excellent, standards are consistent, and within four months they are a queue.

The team that understands the work best is the business unit, and they are now filing requests and waiting. Requests get prioritised, context gets lost in translation, and the business units that care most start building their own anyway, outside the governance the central team exists to provide.

The failure is not incompetence. It is that a central team cannot hold domain knowledge for twelve different domains.

The free-for-all

Every unit builds what it wants. Adoption is fast, enthusiasm is high, and nobody can answer what is running.

By month six there are agents with no owner, duplicated effort across units solving the same problem three times, credentials in configuration files, and a cost line nobody can attribute. The first serious incident produces a reaction that halts everything.

What actually works

A platform team that owns the rails, and business units that own the agents.

The platform team is responsible for the things that must be consistent: identity and credential handling, policy enforcement at the point of action, the audit trail, cost attribution, the evaluation harness, and the shared catalogue.

The business units are responsible for the things that require domain knowledge: what to automate, what good output looks like, who owns each agent, and whether it is still worth running.

The boundary is the useful part. A unit cannot opt out of attribution or audit, because those are properties of the platform rather than choices. A unit does not have to ask permission to build something, because building is not the constrained resource.

The catalogue is what stops duplication

Three units solving the same problem separately is the most common waste in a large rollout, and it is entirely invisible without a shared place to look.

An internal catalogue where agents can be browsed, forked, published and rolled back turns that from duplicated effort into reuse. The second unit starts from the first unit's work and improves it, and the improvement flows back.

This is what the Agent Hub is for, and it is the part of a rollout most often deferred and most often regretted.

Budgets belong to the unit

Central budget control recreates the queue in financial form. Per-unit budgets that block rather than warn give each unit real autonomy within a bounded exposure, and make the trade visible to the people best placed to judge it.

The thing to install first

Ownership per agent, before the rollout rather than during it. Everything else can be retrofitted with effort. Ownership retrofitted across two hundred agents nobody remembers building is the worst project on this list.

Next

The Agent Hub pages cover the shared catalogue, forking and versioning. The Agent Orchestration System pages cover attribution, policy and budgets, which are the rails a platform team owns.

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Rolling agents out across business units without central control | Yaju