Custom Multi-Agent Systems
Your SaaS tools don't talk to each other. We build the systems that do.
We build custom multi-agent AI systems that connect your fragmented data ecosystem. Deployed to your VPC. 100% your IP.
When SaaS Isn't Enough
You didn't start with a mess. You started with one SaaS tool. Then a second — because the first couldn't handle reporting. Then a third, a fourth, a seventh — each one solving a problem the last one created.
Now your data lives in seven silos. Your CRM doesn't know what your ERP is doing. Your support platform can't see the order status. Your analytics tool pulls from three different sources and none of them agree.
🧱 The Frankenstein Stack
Your SaaS tools were never designed to work together. They were designed to sell seats. Each one has its own data model, its own API quirks, its own update schedule. The moment you crossed 3+ disconnected tools, you stopped managing software and started managing gaps. The integration platform you bought to fix it? Now that's another tool to manage. The custom middleware your team built? It breaks every time one vendor pushes an API update. This isn't a tool problem. It's an architecture problem.
🔥 The Manual Tax
Every gap between tools is a place where a human has to step in. Export data from A. Reformat it. Import it into B. Cross-reference against C. Email someone to confirm D. Your team didn't sign up for this. Your engineers didn't spend years learning to build systems so they could spend their days copying data between browser tabs. They're burning out on work a machine should be doing. And every hour they spend on manual handoffs is an hour they're not spending on the work that grows your business.
💡 The Renting Mindset
The SaaS industry has spent two decades convincing us that renting is smarter than building. That you should accept generic workflows. That vendor lock-in is just "the cost of doing business." That owning your own systems is too expensive, too complex, too risky. There's a difference between using tools and being owned by them. When your competitive advantage depends on how fast you can move — and your tools move at their vendor's pace — you've stopped being a technology company. You've become a customer.
The gap between what SaaS gives you and what your business actually needs? That's where we build.
Every month you wait is costing you more than the system.
💸
The Money
1,000+ hours/year lost to manual cross-system work. At fully loaded engineering rates, that's hundreds of thousands in wasted salary — every year. The math isn't complicated.
🏃
The Competition
Your competitors are shipping AI-powered features in weeks. Responding in minutes while your team takes hours. Processing 10x the volume with the same headcount. The gap doesn't stay the same — it compounds.
🔥
The Burnout
Your best engineers aren't leaving for more money. They're leaving for more interesting work. Nobody became a senior engineer to copy-paste data between SaaS tools 20 hours a week. Manual, repetitive work is a retention problem hiding in plain sight.
The real risk isn't building the wrong system. It's the system you never built.
Three steps. No black boxes. No surprises.
You don't need to understand agent topology to get started. You need to understand the process. We handle the rest.
🎯 Tell Us Your Bottleneck
30-minute call. You describe the process that's costing you time and money. We listen. We ask questions that expose the real problem — not the one you think you have, the one underneath it. You walk away with a concrete assessment: does multi-agent AI fit your business? If yes, what's the rough scope? If no, we'll tell you that too. No pitch. No commitment.
📐 We Design the System
1–2 weeks. We map your data ecosystem, design the agent topology, define every integration, and set measurable success criteria. You review the complete architecture: agent roles, communication patterns, failure modes, cost projections at scale. If it doesn't make sense, we stop — and you keep the blueprint to take to any team. Go/no-go checkpoint. You only proceed if the architecture proves the system will work.
🚀 We Build. You Own.
4–8 weeks. Delivered in 2-week sprints on your infrastructure. Code committed to your repositories from day one. You see working agents after sprint one — not a mockup, not a demo, but agents processing real data on your infrastructure. Every sprint delivers something you can validate. Complete handoff: infrastructure-as-code, CI/CD pipelines configured, architecture documented, your team trained. The day after go-live, your team can operate, modify, and extend the system without calling us.
🖥️ For the CTO / VP Eng
Architecture review sessions where we collaborate on tech stack decisions (LangGraph, CrewAI, AutoGen, n8n). Code delivered to your repositories from sprint one. Your engineers pair with ours — knowledge transfer isn't a rushed handoff, it's built into every sprint. CI/CD in your infrastructure. Infrastructure-as-Code so your system is defined as code, not tribal knowledge.
📊 For the CEO / COO
Milestone reviews with clear business metrics — not technical jargon. ROI tracking from the first agent deployment. You don't need to understand the difference between a supervisor topology and a mesh. You need to know: is this system doing what we agreed it would do? We report in language you can take to your board.
Everything you need to own and operate your system — forever.
A Custom System from Waryl isn't a black box you rent. It's infrastructure you own. Here's exactly what's included:
🧠 The System
1-15+ Specialized AI Agents — each with defined roles, tools, guardrails, and decision authority. Planning agents, execution agents, validation agents, escalation agents — whatever topology your bottleneck demands.
Multi-Agent Orchestration — agent-to-agent communication, task routing, error handling, circuit breakers, retry logic. Systems that degrade gracefully instead of crashing silently.
Custom Integrations — connectors to CRMs, ERPs, databases, cloud services, internal APIs, and legacy systems.
Human-in-the-Loop Gates — configurable decision points where humans review, approve, or override agent actions with full audit trails.
Observability & Monitoring — agent-level logging, performance dashboards, cost-per-transaction tracking, drift detection, and alerting.
🛠️ Tech Stack We Build With
Framework-agnostic — we choose the right tools for your bottleneck and infrastructure.
Deliverables Included
1-15+ specialized agents in production with defined roles
Custom integrations with your tool stack and data sources
Multi-agent orchestration with error handling and recovery
Production monitoring and observability (OpenTelemetry)
Human-in-the-loop gates for critical decisions
Complete architecture design and agent specification document
CI/CD pipelines and infrastructure-as-code
Complete documentation (architecture, operations, runbook)
Knowledge transfer and team training sessions
Full IP ownership — every line of code, every model, every design
Optional: Agent Guardian
After delivery, your system runs without us. But if you want ongoing support: 24/7 monitoring, model fine-tuning, new agent development, performance optimization, and quarterly architecture reviews. Not required. Your system works without it — and without us.
You don't need another vendor. You need a system that's yours.
"Waryl delivered a 7-agent orchestration system in 5 weeks. Our internal estimate was 4 months. The system has processed 2.3M transactions with 99.97% uptime across 12 months of production — and our engineering team operates it completely independently. We haven't needed a single support call."
"I didn't understand the technical details — and I didn't need to. What I understood was this: a process that used to require 3 people 20 hours a week now runs autonomously. We redeployed those team members to revenue-generating work. The system paid for itself in under 5 months."
We build custom multi-agent AI systems your team can operate, modify, and extend — without us.
Deployed to your infrastructure. Owned by you forever. No license fees. No lock-in.
✅ What you get
- · Full source code in YOUR repos, day one
- · Infrastructure-as-Code (Terraform/Pulumi)
- · Deployed to YOUR AWS/GCP/Azure VPC
- · Full IP assignment — every line, every model
- · CI/CD pipelines you control
- · Complete documentation + knowledge transfer
- · Go/no-go checkpoints at every phase
- · Optional ongoing support (Agent Guardian)
❌ What you don't get
- · Black-box platforms you can't modify
- · Monthly license fees that never end
- · Your data leaving your infrastructure
- · Vendor lock-in disguised as "ecosystem"
- · Surprise bills when you scale
- · Opaque pricing and hidden costs
- · All-or-nothing commitments
- · Mandatory support contracts
We build it. You own it. No license fees. No platform lock-in. No vendor who can take your system away. This isn't a marketing claim — it's in the contract.
The questions every CTO and CEO asks before committing.
Why does a Custom System cost what it does? Can't we build this internally?
You can. And you should — if you have the senior engineering hours available, experience designing multi-agent topologies, and the appetite to debug agent orchestration in production. Here's what most teams discover: the prototype works in a week. The production system takes 4–8 months. The architecture you designed for 2 agents breaks at 5. The error handling you didn't build costs you a weekend debugging. And your best engineers spent six months not building your product. You're not paying for code. You're paying for the thousands of hours of failure we've already absorbed across 20+ systems — so you don't have to.
Our business is genuinely unique. How can an outside team understand our workflows?
We don't pretend to know your business better than you. We bring something different: pattern recognition across industries. Our architects have mapped processes in real estate, legal, logistics, content operations, and B2B SaaS. After 20+ engagements, we've learned that roughly 80% of what feels 'unique' follows patterns we've seen before. The remaining 20% — the part that's genuinely yours — is where we focus our design energy. The discovery phase isn't a junior consultant taking notes. It's a senior architect who knows which questions expose the real bottlenecks — and who isn't afraid to say 'this part of your process is the competitive advantage; we won't standardize it, we'll build around it.' We don't simplify your complexity. We build systems that handle it.
What happens after you deliver? Are we locked into working with Waryl forever?
The opposite. Every system ships with everything your team needs to operate independently from day one. CI/CD pipelines configured in your infrastructure — deploy, rollback, and scale without us. Infrastructure-as-Code (Terraform/Pulumi) — your entire system defined as code, not tribal knowledge. Complete documentation: architecture diagrams, agent specifications, operational runbook, troubleshooting guide. Knowledge transfer sessions: your team pairs with ours during the build, not in a rushed handoff at the end. Full source code in your repositories, under your accounts, from sprint one. The day after go-live, your team can operate, modify, and extend the system without ever calling us. If you WANT ongoing support, Agent Guardian covers monitoring, fine-tuning, and evolution. But it's optional. Your system works without it — and without us.
I'm not sure we need a multi-agent system. Can't we start simpler?
That's exactly the right question — and it's why we diagnose before we quote. We don't sell you agents. We diagnose your bottleneck and determine what it takes to solve it. Sometimes that's one specialized agent with two API integrations. Sometimes it's seven agents coordinating across departments. We'll tell you which — and why — before you spend a dollar on development. Real example: A logistics company came to us wanting 'AI for everything.' After discovery, we identified that 90% of their pain came from a single workflow: matching carriers to shipments. We proposed one agent. It saved them 30 hours a week. They added three more agents over the following year — but only because the first one proved the value. Start where the pain is. Scale when the ROI is clear. That's the Waryl model.
We're the right fit if...
✅ Ready to build
- · You have 3+ SaaS tools that don't talk to each other
- · Your team spends 20+ hours/week on manual cross-system work
- · You're ready to deploy a production system in the next 3 months
- · You want to own your IP and run the system on your infrastructure
🟡 Not there yet?
- · Start with our free Bottleneck Diagnostic — we'll tell you when you're ready
- · Or explore the Agentic Audit: one process, one week, a concrete plan
- · No pressure. No pitch. Just clarity on what you need and when.
Imagine your team 10 weeks from now.
The system is running on your infrastructure — your VPC, your cloud accounts, your repositories. The process that used to consume 40 hours a week across three people now runs autonomously.
Your engineers are building product features instead of maintaining automation scripts. Your operations team reviews AI-generated reports instead of compiling them manually. Your best people are doing the work they were hired to do — not the work a machine should have been doing all along.
Your competitors are still evaluating vendors. Still running internal buy-in meetings. Still arguing about build vs. buy. You're already shipping.
| Before | After |
|---|---|
| Data scattered across 7 silos that don't communicate | One orchestrated system processing data across your entire stack |
| 20–40 hours/week lost to manual cross-system tasks | Autonomous agents handling the repetitive, the complex, and the impossible |
| Engineers burning out on "robot work" | Engineers building product — the work they actually want to do |
| Dependent on SaaS vendors' roadmaps | Your system evolves on your timeline, not a vendor's |
| Paying per seat for tools that almost fit | Owning a system built exactly for your processes |
Ready to solve your bottleneck?
30 minutes. No pitch. No commitment. Walk away with a concrete assessment of whether multi-agent AI fits your business — even if the answer is "not yet."
Tell Us Your Bottleneck →or start with an Agentic Audit — one process, one week, a concrete plan.
Waryl delivered a 7-agent orchestration system in 5 weeks. Our internal estimate was 4 months.
Investment
From $15,000
6-10 weeks
Custom multi-agent AI systems — designed for your exact workflows, deployed to your infrastructure, owned entirely by you. We diagnose what you need. You get what works.
Tell Us Your Bottleneck
Who builds this
Oscar Oliva, AI Systems Architect & founder of Waryl. Based in Miami. Every system is architected by me personally — not handed off to a junior team you'll never meet.