Your Competitors Are Already Building with AI.
We help companies integrate AI into their operations and products. From automating internal workflows to shipping AI powered features your customers expect.
We help companies integrate AI into their operations and products. From automating internal workflows to shipping AI powered features your customers expect.
End-to-End
From discovery to production deployment
Your Stack
We work with what you already run
Production Code
Shipped systems, not pitch decks
Every engagement starts with understanding your business. Then we build the thing that actually moves the needle.
Your team spends hours on repetitive work that AI can handle in seconds. We identify the bottlenecks, build the automation, and plug it into the tools you already use — Slack, Salesforce, internal dashboards, whatever the stack.
Document processing, data extraction, workflow routing, reporting
Your customers already expect AI in the products they use. We design and build the features that make your product smarter — search that understands intent, recommendations that convert, and interfaces that feel like conversations.
Semantic search, intelligent recommendations, chat interfaces, content generation
Not every AI opportunity is worth pursuing. We audit your operations and product, identify where AI creates real leverage — not hype — and deliver a concrete technical plan with architecture decisions, cost projections, and a build timeline.
Technical audit, opportunity mapping, architecture design, build plan
No six-month discovery phases. No 80-page strategy documents. We move fast, build iteratively, and ship working systems.
We dig into your business, your data, and your existing infrastructure. By the end of the week, you have a clear picture of what we'll build, how it integrates, and what it costs.
We design the system architecture, connect to your data sources, and build a working prototype you can test against real scenarios. No mock data, no theoretical demos.
We build the production system. Weekly check-ins keep you in the loop, and we iterate based on real feedback from your team — not assumptions. You see working software every week.
We deploy to your infrastructure, train your team, and hand over complete documentation. You own everything — the code, the models, the data. No lock-in, no recurring platform fees.
These aren't hypotheticals. These are the architectures behind the AI systems that leading companies run in production today. We build and operate them for you.
Your team wastes hours searching across Confluence, Google Drive, Slack, and internal tools for answers that should be instant. We deploy an AI search layer that connects to every system you run and gives your people accurate, sourced answers in seconds.
Reference Architecture
Retrieval Pipeline
Vespa Search
Vector + BM25 keyword search in one engine with multi-phase ranking
Isolated Model Servers
Embedding and reranking on dedicated GPU instances, scaled independently
Connector Framework
Modular ingestion with credential isolation and incremental sync
Model-Agnostic
Swap between OpenAI, Anthropic, or self-hosted LLMs without code changes
Typical Stack
You're paying for Jira, Slack, Notion, Zoom, and a dozen other tools. Your team still can't find anything. We deploy a single platform that handles project tracking, messaging, documentation, and video — with real-time collaboration and AI that learns how your team works.
Reference Architecture
Event-Driven Data Flow
Central Transaction Hub
All mutations flow through a single service with optimistic UI and server-side triggers
CRDT Collaboration
Y.js-based conflict-free editing — multiple users, same document, no merge issues
Kafka-Compatible Events
Redpanda decouples search indexing, notifications, and analytics from the write path
Plugin System
Schema-driven modules that control UI, validation, and permissions from a single model
Typical Stack
Off-the-shelf AI doesn't know your industry. We build agents that do — purpose-built systems that automate the complex, domain-specific workflows your team handles manually today. Construction permitting, clinical care pathways, supply chain logistics. When better AI models ship, your agents absorb them automatically.
Reference Architecture
Agentic Pipeline
LLM Gateway
Abstraction layer that swaps providers or auto-upgrades models without touching application code
Agentic RAG
Retrieval-augmented agents with tool use, reasoning chains, and domain validation
Your Cloud
Kubernetes deployed into your GCP, AWS, or Azure environment with IaC
Vertical Pipelines
Domain-specific ingestion — EHR feeds, permit docs, sensor data, logistics streams
Typical Stack
We're a small team of engineers who've built and shipped AI systems at Atlassian, Amazon, Intuit, and TikTok. We don't hand you a report and disappear. We write the code, deploy the infrastructure, and stay until the system runs in production.
You own everything
The code, the models, the infrastructure. No proprietary lock-in, no recurring platform fees. When we leave, you keep running.
We work with your stack
We don't force a platform on you. We build on the cloud, databases, and tools you already operate. Less migration, faster delivery.
Weeks, not quarters
Our first deliverable is a working prototype in weeks, not a strategy deck in months. You see real software before you commit to a full build.
Book a 30-minute call. We'll dig into your business, identify where AI creates the most leverage, and tell you honestly whether we're the right fit.
Book a Free Strategy CallNo pitch. No pressure. Just an honest conversation about what's possible.