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RayMishAI-native firm
Services

Everything it takes to go AI-native.

We design, build and scale production AI systems, then help re-engineer the business and the leaders around them. Engineering is the substance; transformation and fluency make it stick.

What we build

Four engineering practices, one delivery team.

Production-grade AI systems engineered for scale, security and real adoption, not demos that stall on the way to deployment.

01 · engineering

AI Product & Platform Engineering

AI-native products and platforms, engineered for scale, security and real adoption

We design and build production software with AI woven through it, from greenfield products to modernizing the platforms you already run.

Next.jsReactNode.jsTypeScriptPythonAWS
  • AI-native web & mobile applications
  • Agent-powered user experiences
  • Unified full-stack engineering (frontend, backend, APIs)
  • Scalable solution & system architecture
  • Enterprise system modernization & integration
  • Technology audits & AI-readiness assessments
02 · agents

AI Systems & Intelligent Agents

Production-grade AI systems that move real business metrics, not experiments

We build agents and AI systems that do real work inside your operation, engineered for reliability, guardrails and scale.

AnthropicOpenAIMCPVector searchPythonFastAPI
  • AI agents for support, operations, sales & internal teams
  • Conversational AI & WhatsApp bots
  • Retrieval-Augmented Generation (RAG) systems
  • Document processing & extraction with LLMs
  • Knowledge assistants & semantic search
  • Guardrails, evals & human escalation paths
03 · genai

Generative AI Engineering

From rapid validation to enterprise-scale deployment

We take GenAI from proof-of-concept to secure, production-integrated systems, vendor-agnostic across open and closed models.

ClaudeGPTLlamaMistralAzure OpenAIAWS Bedrock
  • GenAI architecture & solution design
  • Proof of Concepts (POC) → production systems
  • GenAI application development
  • Secure GenAI integration with existing systems
  • Model selection, evaluation & prompt optimization
  • Vendor-agnostic approach (open & closed models)
04 · acceleration

AI-Native Engineering Acceleration

Help your engineering team ship 2–3× faster

We bring AI-native development practices into your SDLC, with the guardrails and metrics that make the speed real and durable.

Claude CodeGitHub CopilotAI code reviewAutomated testingCI/CD
  • AI-assisted software development lifecycle (SDLC)
  • AI-powered coding, testing & code review
  • Automated documentation & quality checks
  • Security & compliance automation
  • Developer upskilling & enablement
AI Transformation

Re-engineer the business, then automate it.

End-to-end ownership from assessment to live agents in production. No handoffs, no layers: the people who design it ship it.

AI-Readiness Assessment

Days, not weeks

Know exactly where AI pays off

We map your workflows, data and systems and return a prioritized, ROI-ranked transformation plan.

Rapid Legacy Migration

Months, not years

Modernize without the multi-year program

Move off brittle legacy systems onto an AI-ready stack using agent-assisted migration.

AI-Ready Platform Rebuild

~10 weeks

A new platform, built for agents

Rebuild the core product or platform with AI woven through it, our deepest engineering strength.

Agentic Native Ops

Per engagement

Re-engineer the process, then automate it

We redesign operations around AI workflows and deploy the agents that run them day to day.

AI-Powered Pre-Sales

Per engagement

Proposals and demos at machine speed

AI-generated proposals, tailored decks and live working demos that shorten your sales cycle.

Coding-Agent Enablement

2–4 weeks

Real ROI from Claude Code & Codex

Stand up frontier coding agents in your SDLC with guardrails, metrics and developer adoption.

AI Fluency Program

Turn your leadership into AI-native operators.

1-on-1, role-based coaching from practitioners. Hands-on with the tools your team will actually use. No theory decks.

CFO

AI-Native CFO

Hands-on coaching to master AI tooling for financial analysis, forecasting and real-time decisions.

Close the books in days, not weeks.

COO

AI-Native COO

Master AI for operational visibility, process optimization and delivery tracking.

Real-time line of sight into every bottleneck.

CRO

AI-Native CRO

Pipeline intelligence, deal acceleration and revenue forecasting with AI in the loop.

Know which deals close this quarter.

CHRO

AI-Native CHRO

Talent insights, retention signals and workforce planning with AI in the loop.

Spot flight risk before the resignation.

CTO

AI-Native CTO

Roll out coding agents and AI workflows across engineering with measurable ROI.

Ship more with the team you already have.

Next available: this week

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.