AI Development is a deep-dive delivery service focused on LLM applications: retrieval-augmented generation (RAG), domain fine-tuning, tool-using agents, and generative workflows that operate safely in production.
We design the full system: embeddings, retrieval, prompt/agent orchestration, evaluation suites, and runtime controls for latency and cost. Every release ships with measurable quality gates — not vibes.
This service is ideal when you need an AI copilot inside your product, a knowledge agent over internal data, or automated workflow execution with strong guardrails.
Key Outcomes
- RAG pipelines that are accurate, fast, and debuggable
- Agents with tool permissions, audit logs, and safe failure modes
- Evaluation harnesses that prevent regressions release-to-release
- Cost and latency controls that scale with usage
What's Included
Real, specific deliverables that move you from idea to production with measurable outcomes.
Custom LLM Fine-tuning
Domain adaptation with robust evaluation and dataset governance.
RAG Pipelines
Chunking, retrieval, reranking, and grounding strategies for accuracy.
AI Agents
Tool-using agents for workflows with guardrails and auditability.
Prompt & Orchestration Systems
Versioned prompts, routing, fallback chains, and policy enforcement.
LLM Evaluation Harness
Golden sets, judge strategies, regression tests, and scorecards.
Secure Runtime Controls
PII filtering, access controls, rate limits, and safe output policies.
How We Work
Senior-led delivery with clear milestones, predictable execution, and transparent communication.
Discovery
Define the workflow, data sources, and success metrics.
System Design
Design retrieval, orchestration, and evaluation as one system.
Build & Evaluate
Iterate with scorecards and regression tests until targets are met.
Launch & Scale
Deploy with monitoring, cost controls, and continuous improvement.
You might also need
Adjacent services that pair well with AI Development engagements.
Ready to build with AI Development?
Launch custom LLM applications with evaluation gates, guardrails, and production-ready performance.