AI Orchestration

What Is AI Orchestration, Really?

We deploy general-purpose AI agent harnesses inside your business, then do the unglamorous work that makes them safe: isolation, credentials, monitoring, and a rebuild plan — so "autonomous" never quietly becomes "unsupervised."

Placeholder illustration for AI Orchestration (reused from AI Coworkers, swap out later)
Automation, Applied

A one-click template can get a general-purpose agent running on a public server in about fifteen minutes — that part isn't hard, and we won't pretend otherwise. What actually takes work is everything after: closing the gateway to the public internet, moving off root SSH and password auth, issuing credentials scoped to exactly what the agent needs, and setting a spend cap before the first real task runs. The fifteen-minute version is a real security exposure with a friendly setup wizard. We build the version that's actually safe to leave running.

An agent connected to your inbox, calendar, and CRM needs credentials to do its job — and it should never be your personal login. We issue dedicated, scoped accounts and tokens that exist solely for the agent's purpose, so a compromised agent session can't reach anything beyond what it was actually built to touch. It's the same principle security teams apply to any system with broad access: assume something eventually goes wrong, and make sure "wrong" stays small.

The harnesses worth deploying are the ones that improve with use — they build memory, develop shortcuts, and adjust how they handle recurring tasks. That's also exactly the mechanism an attacker would want to exploit: a poisoned skill or an injected instruction that persists quietly in the agent's own memory. We audit what the agent has learned on a regular schedule, the same way you'd periodically review what a new hire has picked up on the job, and we keep a documented rebuild path so a bad state is a quick fix, not a crisis.

A general-purpose agent can run on a frontier commercial model or a fully local open-source one, and the difference in monthly cost at identical usage can be sixtyfold. We help you pick based on what actually matters for your use case — speed and capability, or nothing leaving your building — and then configure the details that keep the bill from surprising you: prompt caching, spend caps, and a schedule that doesn't run the agent more often than the job requires.

Handybots doesn't just deploy agent orchestration for clients — we run it internally, every day, to build and maintain our own systems, including this website. We coordinate multiple agents across active projects, version-lock and review every capability they're allowed to use, and hold ourselves to the same monitoring discipline we set up for clients. When we tell you what governance actually looks like day to day, it's because we practice it on our own work first.

The Numbers Don't Lie

Hover each card to see the real results DMV businesses have seen.

100
Records In One Run
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Handybots' own site — a single orchestrated run updated 100 content records across two languages, each value checked individually before going live.

0
Locale Drift
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Handybots' own site — an independent sweep across both languages found zero records where the two had fallen out of sync.

15
Governed Agent Skills
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Handybots' build pipeline — every capability our agents can use is version-locked and reviewed, the same discipline we bring to a client's harness.

5
Projects Orchestrated Daily
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HandyProductEngine — our own product platform coordinates agent work across five active project contexts every day.

let's Make something great together

We'd love to hear about your current challenges and goals.

One-Time Workshop

Custom pricing

choose planchoose plan

Focus: A single AI agent handling one workflow, deployed on a hosted VPS with a cost-capped, budget-friendly model — the way to prove the concept before committing further.

Key Features:

  • One agent, one integration, deployed on a hardened hosted VPS
  • Firewall, SSH hardening, and TLS configured from day one — never left on defaults
  • A cost-capped, budget model with spend limits set at the provider
  • Basic monitoring and a documented rebuild path

Ideal For: Businesses that want to see a general-purpose agent working safely on one real task before expanding — proof before commitment.

*The scope is different for every project

* Pay a flat fee or per attendant. 0% Financing available through Affirm

Full Day Training Workshop

Custom pricing

choose planchoose plan

Focus: A single agent in real production use, hardened and properly integrated, with monitoring and prompt caching configured to keep the model bill under control.

Key Features:

  • Hardened hosted VPS with dedicated, scoped credentials
  • Real integration with your core tools — inbox, calendar, CRM
  • Prompt caching configured (typically ~38% off the model bill)
  • Ongoing monitoring and periodic state/memory audits

Ideal For: Businesses ready to rely on the agent daily, not just pilot it.

*The scope is different for every project

* Pay a flat fee or per attendant. 0% Financing available through Affirm

Custom Onsite or Virtual Series

Custom pricing

choose planchoose plan

Focus: Several coordinated workflows under one agent, with governance, defined approval rules, and regular tuning as your business changes.

Key Features:

  • Multiple integrations and workflows under coordinated governance
  • Defined approval rules for higher-risk actions, tuned to your actual judgment calls
  • Skill and plugin vetting on an ongoing basis, not just at setup
  • Regular tuning sessions as tools or processes change

Ideal For: Businesses running enough through the agent that a single missed approval rule would actually matter.

*The scope is different for every project

* Pay a flat fee or per attendant. 0% Financing available through Affirm

HOW WE GET YOU THERE
1
Determine Business Outcomes
2
On-Site Workflow Assessments
3
Solution Alignment
4
Implementation
5
On-Going Maintenance
Step 05

On-Going Maintenance

As your business evolves, your systems should too. We offer continued support, optimization, and updates to keep everything running smoothly and aligned with your growth.

Step 04

Implementation

Our team can either guide your team through the implementation process or take on the heavy lifting of handling setup, automation builds, deployment, and system integrations; making the transition as smooth as possible. We listen closely to your team's feedback to ensure everything functions as intended.

Step 03

Solution Alignment

We present a tailored plan based on your priorities, then refine it together to ensure every solution aligns with your goals, tools, and team. This collaborative step ensures clarity, confidence, and buy-in before implementation begins.

Step 02

On-Site Workflow Assessments

We visit your business (virtually or in person) to observe how work gets done, identify bottlenecks, and map out opportunities for automation. This hands-on insight allows us to design automation solutions that actually fit your team's rhythm and needs.

Step 01

Determine Business Outcomes

We begin by understanding what matters most to your business—whether it's saving time, improving customer experience, or boosting revenue. Clear goals help us design the right digital solutions from day one.

WHerE IS YOUR TEAM ON THE DIGITAL TRANSFORMATION JOURNEY?

We'd love to hear about your current challenges and goals.

Reduced pricing

Non-Profit Organizations

We offer reduced pricing and hands-on support for mission-driven organizations exploring their first AI agent deployment — starting with a single capped pilot on the most cost-effective viable model, and expanding only once it's proven itself.

Ready to talk specifics?
Schedule a Consultation

Custom pricing

Enterprise Solutions

Focus: Fully self-hosted on your own hardware, with a local or commercial model and complete data isolation — nothing leaves your building.

Key Features:

  • Deployment on client-owned hardware, on-premise, with full container isolation
  • Choice of local open-weight model (nothing leaves at all) or a commercial API
  • The same credential, monitoring, and rebuild discipline as every other tier
  • A hardware conversation up front, so the sovereignty promise is one we can actually keep

Ideal For: Businesses with compliance obligations, client confidentiality duties, or a simple preference that their operations not live on someone else's machine.

Ready to talk specifics?
Schedule a Consultation

Custom pricing

Sophisticated & Looking to Scale

Focus: Several coordinated workflows under one agent, with governance, defined approval rules, and regular tuning as your business changes.

Key Features:

  • Multiple integrations and workflows under coordinated governance
  • Defined approval rules for higher-risk actions, tuned to your actual judgment calls
  • Skill and plugin vetting on an ongoing basis, not just at setup
  • Regular tuning sessions as tools or processes change

Ideal For: Businesses running enough through the agent that a single missed approval rule would actually matter.

Ready to get started?
Get Started

Custom pricing

Tech Savvy but Still Learning

Focus: A single agent in real production use, hardened and properly integrated, with monitoring and prompt caching configured to keep the model bill under control.

Key Features:

  • Hardened hosted VPS with dedicated, scoped credentials
  • Real integration with your core tools — inbox, calendar, CRM
  • Prompt caching configured (typically ~38% off the model bill)
  • Ongoing monitoring and periodic state/memory audits

Ideal For: Businesses ready to rely on the agent daily, not just pilot it.

Ready to get started?
Get Started

Custom pricing

Discovering New Tools

Focus: A single AI agent handling one workflow, deployed on a hosted VPS with a cost-capped, budget-friendly model — the way to prove the concept before committing further.

Key Features:

  • One agent, one integration, deployed on a hardened hosted VPS
  • Firewall, SSH hardening, and TLS configured from day one — never left on defaults
  • A cost-capped, budget model with spend limits set at the provider
  • Basic monitoring and a documented rebuild path

Ideal For: Businesses that want to see a general-purpose agent working safely on one real task before expanding — proof before commitment.

Ready to get started?
Get started

REQUEST A CALL

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