AI Systems
AI agents, RAG assistants, and LLM integrations wired into your data and tools.
Learn moreCustom AI Systems & Business Automation
We build AI agents, workflow automation, internal tools, and custom software that eliminate manual work and help businesses scale.
- OpenAI
- Anthropic
- n8n
- Make.com
- GoHighLevel
- HubSpot
- Python
- Node.js
- Next.js
- PostgreSQL
Services
Three focused practice areas. Each links to a dedicated page with detail.
Business Automation
CRM workflows, API integrations, and pipelines that remove manual handoffs.
Learn moreCustom Software
Web apps, internal tools, dashboards, and APIs built for your operations.
Learn moreFeatured systems / 01—02
Two operational problems, rebuilt as reliable systems.
Watch manual CRM handling and fragmented file routing transform into structured, observable automation.
The CRM film moves from scattered forms, duplicate records, and manual handling to Website Form, Validation, Automation Engine, CRM, Pipeline, and Follow-up Task.
CRM automation
System story / 01
From form submission to CRM follow-up.
Website leads are validated, synchronized, assigned, and queued for follow-up without manual copying.
- Lead data validated at intake
- CRM contacts created or updated automatically
- Pipeline stages and follow-up tasks triggered
WordPress
GoHighLevel
Webhooks
REST API
Node.js
Read CRM Case Study
Custom orchestration
System story / 02
Every upload, routed exactly where it belongs.
One custom orchestration layer validates each file and routes it reliably across storage, CRM, databases, and notifications.
- Fewer third-party tools
- Centralized validation and error handling
- Lower operational complexity
Node.js
Express
Webhooks
REST APIs
Cloud Storage
Read Pipeline Case Study
The pipeline film begins with duplicated apps and broken routes, then assembles Input, Validate, Transform, Route, Deliver, and Log with retries and centralized destinations.
03 / AI Systems
AI Chatbot / LLM Knowledge Assistant
Staff can query indexed documentation in the assistant and receive answers with source citations under configured access rules.
Claude OpenAI RAG Vector DB Python
Read Case Study
Why Symbios Lab
Engineering-first
We scope architecture, data flow, and failure modes before writing production code.
Production systems
Logging, auth, retries, and handover docs are part of delivery — not extras.
Custom architecture
Systems are designed around your stack and constraints, not a generic template.
Long-term support
Documentation and optional maintenance so your team can operate after handoff.
Process
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01
Discover
We map your systems, constraints, and success criteria. You get a written scope before build starts.
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02
Build
We implement the system with auth, logging, and error handling suitable for production use.
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03
Deploy
We ship to your environment with documentation your team can operate after handoff.
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04
Support
Optional maintenance and iteration after go-live when you need ongoing changes.
FAQ
How long do projects take?
Most scoped integrations and automation projects take a few weeks. Larger AI systems or custom applications take longer. Timeline is confirmed after discovery against your requirements and access.
Do you work internationally?
Yes. Delivery is remote and milestone-based for clients across time zones.
Can you integrate existing systems?
Yes. Most work connects tools you already use — CRMs, forms, APIs, databases, and internal apps — via webhooks, REST APIs, or workflow platforms.
Do you sign NDAs?
Yes. We can sign a mutual NDA before detailed scoping when your process requires it.
How is pricing determined?
Pricing follows scope: complexity, integrations, data sensitivity, and timeline. After a brief discovery, you receive a clear estimate with deliverables and milestones.