AI-native engineering
In production.
RayMish designs, builds and scales production-grade AI systems and intelligent agents, engineered for reliability, security and real adoption. AI as the foundation, not a bolt-on, delivered in weeks rather than quarters.
The stack we build on
An AI firm that actually ships.
We build production AI systems and the agents that run inside them, and we own the whole stack they run on.
Builders, not just advisors
We ship working software, not strategy decks. Production-grade AI systems engineered for scale, security and real-world adoption.
Agents that do real work
We build and operate agents inside your stack: qualifying pipeline, handling support, processing documents, all wired into your real systems of record.
Production, not experiments
We build against your real data and workflows from day one, with guardrails, escalation paths and audit trails, so agents survive contact with production.
The whole stack, not just the model
We own frontend, backend, data, infrastructure and the agent layer, so the AI lands inside software built to hold up. Most AI-only shops stop at the prompt.
From production engineering to agents in your stack.
Four ways we take you AI-native: build the systems, deploy the agents, transform the operation, and accelerate on our own toolkit.
AI Product & Platform Engineering
AI-native web and mobile products, agent-powered UX, and enterprise system modernization, built for scale and security.
AI Systems & Intelligent Agents
Production agents for support, ops and sales, plus RAG, document processing and knowledge assistants wired into your stack.
AI Transformation & Enablement
Readiness assessment, legacy migration, agentic ops, engineering acceleration, and AI fluency for your leaders.
Platform & Accelerators
Forge, Studio and Atlas: the internal accelerator frameworks we build with to ship enterprise AI fast and safely.
The toolkit behind the speed.
Internal accelerator frameworks we build with on every engagement: a secure coding harness, an app builder, and a live context graph.
Forge
01Secure agent & coding harness
Studio
02Internal AI app builder
Atlas
03Operational context graph
The engagement, published before you sign it.
One workflow, one metric, measured against a baseline we take on day one.
We don't ask you to take a track record on trust. Here is what happens each week, what lands at each gate, and what we say if the number doesn't move.
Pre-scoped agents for your industry.
Every solution ships with clear in-scope and out-of-scope boundaries, so you know exactly what the agent will and won't do.
Financial Services
Acquire, onboard and serve customers, with compliance built in.
Healthcare & Life Sciences
Faster enrollment and coordination, built for HIPAA-sensitive data.
Retail & E-commerce
Personalized experiences and support across every touchpoint.
Real Estate
Lower acquisition cost, faster deal cycles.
Recruitment & Staffing
Screen and engage candidates at scale, with a human touch.
Let's find your first 30-day outcome.
Book a discovery call. We'll map one workflow worth re-engineering and what shipping it looks like.