Engineering for founders
who need it shipped.

Autonomous workflows, not scripts.

We build autonomous AI agents that run your business operations 24/7 without manual supervision. Unlike basic linear chatbots, our agents possess reasoning capability, make decisions using custom tool-calling, and recover from errors dynamically. We design custom cognitive architectures using LangGraph and CrewAI to replicate complex human workflows, integrating them directly with your database, CRM, and communication platforms. Whether it's autonomously qualifying inbound leads, orchestrating multi-step document audits, parsing complex financial files, or handling L1/L2 customer support tickets, our agents execute tasks with 99%+ accuracy. Every deployment includes evaluation test suites to prevent prompt regressions, and human-in-the-loop fallback interfaces so your team can supervise agent decisions when necessary.

Idea to fundable product in 3 weeks.

Got a SaaS idea but struggling to get it built? We turn your concepts into a clean, fully-functional, and fundable MVP in exactly 3 weeks. We work under strict scope discipline, using a proven, battle-tested stack to ensure we ship on launch day. Our 3-week sprint is structured for maximum momentum: • Week 1: Database schemas, core API routes, user auth, and visual design systems. • Week 2: Dynamic frontend UI, third-party API integrations, and Stripe subscription/payment pipelines. • Week 3: Automated testing (Playwright), analytics tracking, speed optimization, and production deployment. We deliver clean code, modular architecture, and a fully configured hosting setup (Vercel, Supabase, or AWS) that you own entirely. No proprietary lock-in — just high-speed engineering.

From vibe-coded prototype to battle-tested SaaS. Lock down security, fix performance bottlenecks, and scale with confidence.

You built your MVP using AI tools like Cursor, Lovable, or Bolt. It validated your idea, but under the hood, it's held together by hope. Under real traffic, vibe-coded apps break. Row-Level Security (RLS) is often disabled, private API keys are exposed on the frontend, queries crawl without proper indexes, and prompting new features breaks your existing ones. We audit and harden your codebase so you can launch to users and pitch investors with confidence. Our audits cover: • Database Security: We lock down your database by configuring strict Row-Level Security (RLS) policies and moving exposed API secrets to secure environment variables. • Performance & Scale: We find and fix query bottlenecks, add missing database indexes, optimize page load speeds, and scale your application to handle traffic spikes without crashing. • QA Testing & CI/CD: We build a suite of automated End-to-End (E2E) tests using Playwright or Cypress and set up automated CI/CD gates to ensure new updates never break existing features. • Clean Architecture: We refactor AI-generated spaghetti code and database structures into clean, modular Next.js and Postgres design patterns that your team can easily maintain and build on.

Bring GPT, Claude and LLaMA into your product.

Adding AI to an existing codebase requires a surgical approach to avoid bloating your system and running up massive API bills. We integrate cutting-edge models (GPT-4o, Claude 3.5 Sonnet, LLaMA 3) directly into your software, tailoring the integration to your exact business needs. We specialize in: • Semantic Search & RAG: Building high-accuracy retrieval systems using vector databases (pgvector, Pinecone) with advanced hybrid search and reranking to eliminate hallucinations. • Structured Data Extraction: Converting unstructured user inputs, emails, and PDF documents into clean, validated JSON schemas using instructor libraries. • Prompt Engineering & Caching: Designing optimal prompt structures, system instructions, and caching strategies (like Anthropic prompt caching) to reduce model response latency and cut your API costs by up to 50%. • AI Agent Tooling: Equipping standard LLMs with custom toolsets, web-browsing capabilities, and database connectors to make them highly actionable.

Stop paying humans to copy-paste.

Every growing business loses hundreds of hours to manual data entry. We design automated, self-healing backend workflows that connect your existing software stack and eliminate repetitive operational tasks entirely. We specialize in self-hosted n8n deployments and custom API connectors to sync data across your systems instantly. From routing new form submissions straight to your CRM and triggering Slack notifications, to syncing Stripe payments with bookkeeping tools and automating client onboarding emails — we build robust, rate-limited pipelines that handle high-volume transactions without breaking. By self-hosting your automation engine on lightweight cloud instances, we save you from the expensive, recurring monthly subscription fees of tools like Zapier or Make.

One call can save you months.

Not sure how to structure your AI system or backend? We review your stack, identify bottlenecks, and design architectures that can scale. One call can save months of the wrong direction. Our advisory consulting covers: • Tech Stack Selection: Identifying the best frameworks, databases, and LLM orchestration layers for your specific performance and budget requirements. • Database & Security Audits: Reviewing Row-Level Security, authentication flows, database query performance, and indexing setups. • Scaling Strategy & Cost Modeling: Simulating traffic spikes, assessing rate-limiting boundaries, and analyzing API costs to prevent bill shocks. You receive a comprehensive, concrete system design document, interactive architecture diagrams, and a step-by-step technical roadmap that your developers can execute immediately.