We migrate Django, Rails, Laravel, Node, and .NET applications into AI-native products — RAG, agents, LLM integrations — without rewriting your codebase. Same senior team that shipped five production AI products.
Built by the team behind
Your board wanted shipped code. You got a Miro board.
You don't have 18 months. You don't have 18 weeks.
Not enough to learn LangChain, eval harnesses, vector DBs, and guardrails from scratch.
We embed in your codebase for 8 weeks, build the AI layer inside your existing stack (same auth, same DB, same deploy pipeline), and hand you an observable, evaluable, governable system.
Codebase walk-through, integration surface map, data readiness review, eval plan.
RAG, agent, or LLM router inside your stack. Your auth, your DB, your CI/CD.
Feature-flag rollout, eval harness, guardrails, observability wired to your tools.
Migration report, runbook, on-call handover. Your team owns it from day 57.
Bash + Python scripts to an agentic evaluation system — production in 4 weeks.
Django monolith to multi-agent ad orchestration across Meta, Google, TikTok.
SMB SaaS + Google Workspace add-ons wired to an LLM-powered inbox triage agent.
Senior-only at $100/hr. Capped scope per sprint, weekly invoice with hours breakdown. Audit is free — we come out of it with a written scope, hour estimate, and rate or tell you a migration isn't worth doing.
Codebase map + what's possible
30 minutes · free
One AI feature, production-grade · ~240 hours
4 weeks
Multi-surface AI layer + evals + guardrails · ~320 hours
8 weeks
Retained team owning your AI surface · ~160 hours/month
3+ months
Bring the stack, the data shape, the pain. We return a map and a price.
Surfaces to migrate, evals, rollback plan, price. Go/no-go on your side.
Repo access, paired engineers, data agreements, shipping starts week one.
Production rollout behind feature flag, eval report, full handover.
We ship an eval harness in week 5, grounded in your users' actual queries — not synthetic benchmarks.
Default to your VPC / cloud. We never train on your data. BYO model supported (Bedrock, Vertex, self-hosted).
You do — all prompts are versioned files in your repo, reviewed like code.
Yes, all standard. Under-48h turnaround on paperwork.
The router abstraction we build is vendor-agnostic — Claude, GPT, Gemini, Llama, all interchangeable.
Yes — weekly pairing with your seniors, async otherwise. Knowledge transfer is part of the scope.
The audit is 30 minutes, free, and you walk out with a written view of what's possible, what it costs, and what it breaks. No pitch. No follow-up unless you ask.
Prefer to book a slot yourself?
Book a 30-min call on Calendly