Built your app on a vibe coding platform? AI agents that don't work in production? We're the bridge between what AI generates and what production demands.
Camp 1 can build anything — solopreneurs, founders, PMs using AI tools to generate apps and buy agents.
Camp 2 can make it survive reality — engineers who understand architecture, security, agents, and production.
Camp 1 is growing 10x faster. Camp 2 is in short supply. We are Camp 2.
Three gaps the AI tools don't close
You built on a vibe coding platform. Now you can't customize deeply, can't migrate, can't scale, can't integrate payments or enterprise auth. Your product lives inside someone else's ecosystem.
You bought marketplace agents that can't integrate. You tried building agents but hit orchestration complexity. Or you have working agents but can't maintain, debug, or control costs.
You want LLM-powered features — summarization, extraction, chat, automation — but can't wire them into existing systems. No RAG pipeline. No observability. No evaluation. Flying blind.
For teams locked into vibe coding platforms
Dependency scan, security review, and scalability assessment of your vibe-coded app.
Remove vendor lock-in and deploy to your own infrastructure. You own it, fully.
Custom backends, integrations, enterprise auth — what the platform can't do.
Continued development on your now-independent app. We stick around.
Build, rescue, extend, and operate production AI agents
Use-case mapping, framework selection (LangChain, CrewAI, custom), and system design — before you write a line of code.
Purpose-built agents for customer support, data processing, sales operations — with LangChain, Vertex AI, and MCP.
Stabilize poorly-built or marketplace agents. Refactor, add guardrails, and make them production-reliable.
Connect your agents to real systems — CRMs, databases, APIs, and internal tools via Model Context Protocol.
Ongoing monitoring via LangFuse, prompt tuning, cost optimization, and retraining. Your agents, kept healthy.
Add new capabilities, tools, and knowledge sources to existing agents as your business evolves.
Add LLM-powered intelligence to your existing products
Add AI features — summarization, extraction, chat, classification — to your existing apps. Not a toy demo. Production-grade.
Document ingestion, embedding, retrieval, and generation — with proper evaluation so you know it's working.
LangFuse integration, cost tracking, quality metrics, and drift detection. See what your AI is doing, and what it's costing.
An embedded engineer guiding your team's AI buildout, part-time. Architecture decisions, code reviews, and mentorship.
This is what we actually use. Not a wish list — the bench we deliver from.
LangChain for building, chaining, and managing production AI agents
Google Vertex AI, Grounding with Search for factual, sourced responses
LangFuse for tracing, cost tracking, prompt analytics, and quality evaluation
MCP (Model Context Protocol) for connecting agents to CRMs, APIs, and databases
Full-stack development, DevOps, CI/CD, Docker, cloud infrastructure
Python, Go, C++, Node.js, React, Angular, IoT (Fledge), CRM (Sugar)
We start from what you've built — your vibe-coded app, your marketplace agent, your prototype. We extend, stabilize, and production-harden. No ego, no "throw it away and start over."
LangChain, LangFuse, MCP, Vertex AI — we build with these daily. This isn't a capability we're selling aspirationally. It's the stack we deliver from.
We're not a consultancy that gives you a PDF and walks away. We write code, deploy systems, and maintain them. The people you talk to are the people who build.
We've been shipping enterprise software before AI. We know what "production-ready" means — testing, monitoring, security, scale. AI is a tool, not magic.
Most teams don't fail because AI didn't work. They fail because they tried to ship without the systems behind it. Tell us what you've built — we know exactly how to fix this.