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Multi-Agent Systems Studio

When SaaS Isn't Enough

We build custom multi-agent systems — deployed on your infrastructure, owned by you, built for your exact workflow. Not chatbots. Not templates. Systems that work.

Send a message or pick a time · No pitch · We'll map your architecture

30-min strategy call available. No commitment. We'll tell you if it's a fit.

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When SaaS Isn't Enough

When SaaS Isn't Enough, Own the System.

Real audit data from companies like yours. The difference between renting features and owning intelligence.

The Tenant Tax

Most companies don't own their stack — they rent it. Every SaaS subscription is a lease on your own operations. The landlord raises prices. The lease never ends. Our diagnostics reveal: the average company we assess is paying for tools that overlap, disconnect, and drain productivity — without ever building real ownership.

73%
Average Tool Fragmentation
of mid-market companies operate with disconnected SaaS stacks
34%
Time Lost to Manual Handoffs
~$120K+/year for a team of 5
ROI Within 12 Months
for companies that unify with AI agents
45 days
Median Time to First ROI
from audit to measurable return

Based on Waryl internal data across client diagnostics + industry benchmarks (Gartner, Forrester, McKinsey).

What Ownership Unlocks

Without Waryl
  • 14+ disconnected tools
  • No cross-system integration
  • Manual data handoffs
  • Per-seat pricing × N vendors
  • Vendor lock-in on your own data
With Waryl
  • 3-5 specialized AI agents
  • Unified system orchestration
  • Autonomous 24/7 operation
  • One system. Your IP. Your infra.
  • You own every line of code
Oscar Oliva — AI Systems Architect, Founder of Waryl
About the Founder

Oscar Oliva

AI Systems Architect

I architect systems where specialized agents think together — each with defined roles, tools, and guardrails. Not templates. Not shortcuts. Systems you own.

I founded Waryl after watching businesses burn$100K+/year on SaaS tools that don't talk to each other. Your CRM doesn't know what your ERP is doing. Your team wastes hours on manual handoffs. That gap — between what SaaS gives you and what your business needs — is where we build.

10+ years designing enterprise software. Since making the shift to AI architecture, I've designed multi-agent systems forlegal tech, logistics, and content operations.

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What They Say

Trusted by creators, artists, and professionals

Featured In
PerfilAgencia NovaCaras
Built With
OpenAIClaudeAWSAzureGoogle Cloudn8nSlackNotion+10 more
Studio Capabilities

What we build

Three ways to put AI agents to work in your business — from a $1,500 diagnostic to a full production system.

From $1,500

Agentic Audit

See exactly where an AI agent saves you 40+ hours of manual work — before you spend a dollar on development. No commitment to build. Ever.

What You Get
  • Live workflow analysis of 1 critical process
  • Bottleneck report with ROI estimate
  • 5-min video demo of proposed solution
View Details
DATA SILO (+24h Sync)SyncAgentUnified SyncMANUAL INTAKE (40h/mo)IntakeAgentAuto IntakeAPPROVAL LAG (+48h)ApproveAgentAuto ApprovalNO AUDIT TRAIL (Risk)LedgerAgentImmutable LogCOMPLIANCE GAP (Risk)VerifyAgentAuto Compliance
From $7,000

System Blueprint

Every agent, tool, and data flow mapped. Know your exact timeline, cost, and ROI before writing a single line of production code.

What You Get
  • Full agent architecture spec (PDF + interactive)
  • Tool-by-tool logic & cost breakdown
  • Implementation roadmap with milestone ROI
View Details
Ingress GateVector Memorypgvector / RAGOrchestratorcore decision makerResearch Orch.sub-coordinatorDevOps Orch.build coordinatorResearcherweb scraperAnalystROI estimatorWritercontent synth.QA Validatorcompliance gateAPI Coderschema builderDeployerS3 + SendgridHuman GateHITL approvalEgress / DBSupabase + S3
From $15,000

Custom System

Your vision. Your architecture. Your IP. A completely custom AI workforce designed and built for your exact business, your infrastructure, and your strategy.

What You Get
  • 1 production agent live in ~3 weeks
  • Modular code — add more agents when ready
  • Full documentation + architecture handoff

This is how your team works today.

Every tool holds a piece of the process — none of them talk to each other.

View Details
Salesforce→ Lead QualificationHubSpot→ Follow-upsNotion→ DocumentationWordPress→ Content ManagementShopify→ E-commerce OrdersGmail→ Invoice ProcessingSlack→ Contract ReviewJira→ Ticket TriageDropbox→ File StorageOpenAI→ Content GenerationClaude→ Document AnalysisAzure→ Cloud InfrastructureAWS→ Server ManagementGoogle Cloud→ Data ProcessingN8N→ Workflow AutomationLead QualifierContract AnalyzerData RouterInvoice ProcessorCompliance CheckReport Generator
The Cost of Doing Nothing

Every month you wait costs more than you think.

Directional estimates based on Waryl client diagnostics. Your specific numbers come from the audit.

Fragmented SaaS

0

lost annually to manual handoffs between disconnected tools — work machines should be doing.

Hiring Doesn't Fix It

0

fully loaded cost of 1 FTE to manage integrations — but headcount can't fix broken architecture.

Waryl Custom System

0

one-time. You own the IP. Agents work 24/7 on your infrastructure.

~4 month payback period

Based on Waryl internal data across client diagnostics. Individual results vary by industry and workflow complexity. The $1,500 audit produces a custom assessment with your actual numbers.

The Waryl Difference

The Waryl Difference

Three reasons CTOs choose us — and why none of them are "we care about your success."

Not Chatbots. Architects.

Most "AI agencies" connect ChatGPT to your website and call it a day. We design systems where multiple specialized agents collaborate — each with defined roles, tools, guardrails, and communication protocols. The difference between a chatbot and a multi-agent system is the difference between a pocket calculator and a trading floor.

Production-Ready from Day One

Not proof-of-concept. Not demos. Every system ships with observability, error handling, automated recovery, human-in-the-loop gates, and complete documentation. We design for production before we write a line of code.

Multi-Domain by Design

Text, image, video, voice, and structured data — from day one. A single system can process a video frame-by-frame, transcribe it, analyze sentiment, generate a report, and update your CRM. Most agencies don't design for multi-modal because they can't. We do.

You Own Everything. Always.

Every line of code, every fine-tuned model, every architectural decision belongs to you. No licenses. No platform lock-in. No recurring fees for access to your own IP. Deployed to your VPC, your cloud, your control. Your system. Your data. Your property.

Ready to design your system?

Let's talk about what multi-agent AI looks like for your business.

When SaaS isn't enough. This is what replaces it.