Hire AI Developers Who Build AI Models,
or an AI Agent That Codes Alongside Them.
Outsource AI development to senior engineers (with AI agents in the loop) who ship to production.
Agent or human?
AI coding agent vs. senior engineer.
AI CODING AGENT
Best for velocity.
Greenfield prototypes, throwaway scripts, senior-supervised feature work. Cursor, Claude Code, Copilot Workspace level.
SENIOR AI ENGINEER
Best for production.
Production models, customer-facing agents, anything touching sensitive data. Brings judgment the agent does not.
ENGINEER PLUS AGENT
Best for most teams.
Senior engineer in the driver's seat using AI agents to multiply output. Our default recommendation.
What we build
Which AI projects are we built for?
MODELS
Fine-tuning + deployment
Custom fine-tunes on open weights, hosted on your infra, monitored in production.
RAG
RAG systems
Retrieval-augmented generation that actually retrieves the right context, with eval harnesses.
AGENTS
Production AI agents
Multi-step agents with tool use, memory, and human-in-the-loop guardrails.
FEATURES
AI inside your SaaS
Wire LLMs into your product without making them the product. Cost-aware by default.
EVAL
Eval and observability
Golden sets, regression suites, real-time tracing. So you know when the model gets worse.
MIGRATION
Model migrations
Move off legacy LLMs without breaking your prompts or downstream behavior.
Stack
What AI stacks do our developers ship on?
LANGUAGES
Python and TypeScript primary
MODELS
OpenAI, Anthropic, Llama, Hugging Face
FRAMEWORKS
LangChain, LlamaIndex, custom orchestration
VECTORS
Pinecone, Weaviate, pgvector
DEPLOY
AWS, GCP, Modal, Replicate, Vercel
OBS
Langfuse, Helicone, Datadog, custom traces
How it works
How does the engagement work?
Scope the build
What model, what data, what success looks like, what production looks like.
Pick the team shape
Engineer, engineer plus agent, or specialist pod. We propose the right shape.
Ship in sprints
Weekly demo cadence. You see eval results before you see a release.
Handoff or stay
Documented code, eval harness, runbooks. Extend the engagement or take it in-house.
Who it is for
Best-fit teams.
AI-PRODUCT FOUNDERS
Need senior AI engineering muscle without a full-time hire.
SAAS CTOS
Adding AI features and want them production-grade from day one.
ENTERPRISE TEAMS
Have data and a use case but no in-house AI engineering bench.
FUNDED STARTUPS
Need to ship a model to market faster than hiring would allow.
Related offerings
What we usually pair with AI engineering.
Pair AI engineering with data analysts and data engineers so the model trains on clean data. If you also need outbound, see our AI SDR setup service. The same engineers can wire the SDR agent into your stack. For internal-ops AI, our AI agent for HR and recruiting shows how productionised agents look in a non-customer-facing workflow.
FAQ
Quick answers.
Should I hire an AI developer or use an AI coding agent?
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Use an AI coding agent (Cursor, Claude Code, Copilot Workspace) for greenfield prototypes, throwaway scripts, and senior-supervised feature work. Hire a senior AI engineer when you are shipping a production model, an AI agent customers depend on, or anything that touches sensitive data. Most of our customers blend the two: a senior engineer in the driver's seat using AI agents to multiply output.
What AI stacks do your developers ship on?
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Python and TypeScript primary. Model stacks: OpenAI, Anthropic Claude, Llama, fine-tuned open models on Hugging Face. RAG and agent frameworks: LangChain, LlamaIndex, custom orchestration. Vector stores: Pinecone, Weaviate, pgvector. Deployment: AWS, GCP, Modal, Replicate. We pick the stack to fit the workload, not the other way around.
Can I outsource AI development without losing IP control?
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Yes. Every engagement runs under a US or Canada friendly master services agreement with full IP assignment to you, an NDA, and a clean Git history you own. Models, weights, prompts, and any tooling we build for you are yours. We do not reuse customer IP across engagements.
Ready to ship a model to production?
Tell us what you are building. Scoped proposal in 48 hours.
Book a discovery call