Platform · Weaver

Build agents in conversation.

Weaver is an AI-powered builder where agents are created through chat. Describe what you need, iterate in real-time, and export production-ready open-source code—with MCP connections to your systems built in.

The Translation Problem

Knowledge lives in the wrong heads

Your Domain Experts

They understand your business process. They know every edge case, every exception, every workaround. They can describe exactly how the work gets done. But they can't code agents.

Your Developers

They can build agents. They understand the frameworks, the APIs, the infrastructure. But they don't understand your business process—and requirements docs lose half the context.

Requirements get written. Context gets lost. Edge cases surface in production. Iteration takes months. The agent that finally ships looks nothing like what the business needed.

The Solution

Business logic to agent. Code you own.

Weaver's AI translates natural conversation into production-ready agent code. Your domain experts describe the process. Weaver generates open-source code on Google ADK with MCP connections to your enterprise systems—ready to deploy on Loom.

AI-powered conversational builder
Open-source code output (Google ADK)
MCP connections to your systems

When we hand over the keys, your team gets Weaver too. Start with us, scale without us.

The Users

Who uses Weaver?

Weaver is a collaboration layer, not a self-service tool.

Your Side

Domain Experts

Business analysts. Process owners. The people who know how the work actually gets done—the exceptions, the edge cases, the tribal knowledge that never makes it into documentation.

Our Side

Sicaya Engineers

Integration specialists. Security experts. The people who know how to make it production-ready—connecting to legacy systems, handling failures, ensuring governance.

Together, you get agents that work in the real world. Not prototypes that stall when they hit your brownfield.

The Difference

Why co-build beats the alternatives

Self-service sounds good. Enterprise is hard.

Approach
The Promise
The Reality
DIY Frameworks
Ultimate flexibility
Requires developers. Business context lost in translation. Months to production.
SaaS Agent Builders
No-code, self-service
Your data on their servers. Proprietary lock-in. You rent, never own.
Consultancies
Expert guidance
Deliver decks, not agents. Strategy without execution. No tooling left behind.
Weaver
AI-powered chat builder
Open-source code output. MCP connections built-in. Your infrastructure. You own everything.
The Process

How Weaver works

From process knowledge to production agent.

01

Describe in Chat

Your domain expert describes the process in natural language—the steps, the decisions, the exceptions. Weaver's AI asks clarifying questions, captures business rules, and builds understanding through conversation. No requirements docs. No translation loss.

02

Generate Code

Weaver translates conversation into open-source agent code on Google ADK. Actions, decision points, error handling—all generated automatically. MCP connections wire up to your enterprise systems (SAP, Salesforce, internal APIs). Sicaya engineers refine for production quality.

03

Test & Iterate

Your expert throws edge cases at the agent in the same chat interface. "What if the invoice doesn't match?" "What about partial shipments?" Problems surface in conversation, not production. Iterate until it handles your reality.

04

Export & Deploy

Export the finished agent as open-source code—fully yours, fully portable. Deploy directly to your Loom instance with MCP connections already configured. Same infrastructure, same governance, no handoff friction.

Traditional Development
4–6 months
With Weaver
4–8 weeks
The Proof

$2B manufacturing company transforms invoice processing

40K
Invoices / Month
80%
Exceptions Automated
7
Weeks to Production

Capture

Senior AP analyst describes exception logic she'd applied manually for years

Build

Sicaya developers build integrations, configure escalation workflows

Validate

Analyst tests against historical exceptions—catches edge cases in development

Graduate

Agent moves through Shadow → Supervised → Full Autonomy

"I spent an hour describing how I actually process exceptions. Six weeks later, the agent was doing it better than half my team."
— Senior AP Analyst, $2B Manufacturing Company
The Paths

Two paths to production

Every month you wait, competitors get closer to automating what you're still doing manually.

Start Fast

Loom Marketplace

Proven agents deploy in days. Procurement, Compliance, Incident Management—already running in production at enterprise companies. Immediate ROI while you plan what's next.

Explore Marketplace →
Build Deep

Custom with Weaver

Your process, your edge cases, your competitive advantage. See how we work with your team to build agents that reflect how your business actually operates.

See How We Work →
The Ownership

Not a subscription. Everything transfers.

When we hand over the keys, you get it all.

Open-Source Code Output

Weaver generates code on Google ADK. Fully open-source. Inspect, modify, extend—no black boxes.

MCP Connections Included

Agents come wired to your systems via Model Context Protocol. SAP, Salesforce, internal APIs—ready to connect.

Runs on Your Infrastructure

Deploy to your Loom instance. Your VPC, your governance, your security. No data exodus.

Cloud-Agnostic

AWS, Azure, GCP, on-prem. The code runs anywhere. No vendor lock-in, fully portable.

Weaver Included

Your team gets Weaver to build future agents independently. No recurring fees.

Ongoing Support

Platform maintenance and support from Sicaya. Your ownership, our backing.

The Weaver Advantage

Not just agents. Full-stack AI applications.

Most agent builders only solve the backend. Weaver generates the entire application stack—production-ready code that you own, extend, and deploy anywhere.

Generative UI

Your agents don't just talk—they build. Standard agents return text. Weaver agents return interactive components.

  • User asks about a loan → Agent renders a calculator widget
  • User requests data → Agent displays an interactive table
  • App-like experiences that adapt to the conversation

Code-First, No Lock-in

Weaver generates clean, standard Python code on Google ADK—not proprietary configs that only run on our engine.

  • Inspect, modify, and extend every line
  • Deploy to Cloud Run, Vertex AI, or anywhere
  • Version control, test, and debug like any codebase

Real-Time Streaming

The hardest part of building agents is the browser-to-server connection. Weaver handles it automatically via AG UI protocol.

  • Users see "Scanning database..." → "Found 3 records"
  • Thinking states, tool inputs, and progress—all streamed
  • Builds trust through transparency

Want to understand the technical architecture behind Weaver?

View Technical Deep-Dive

Stop Piloting. Start Producing.

30-minute architecture review. We'll identify your first agent and map the path to production.

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