Custom AI & Machine Learning Development
Production-grade AI, built for your data.
Practice Overview
Our engineers design and ship custom models, retrieval pipelines, and AI-powered applications fine-tuned to your domain. We handle the full lifecycle — data prep, training, evaluation, MLOps, and integration — so you get systems that perform in production, not just in notebooks.
From prototype to production: bespoke ML models, LLM applications, and agentic systems integrated into your workflows.
Talk to a AI Development leadWhat we deliver
End-to-end delivery, from discovery through production hand-off — configured to your stack, team, and compliance posture.
LLM Applications & RAG
Retrieval-augmented generation, copilots, and document intelligence on your private data.
Custom ML Models
Forecasting, classification, recommendation, and computer vision tailored to your use case.
Agentic Workflows
Multi-step AI agents that plan, call tools, and operate inside your existing systems.
MLOps & Evaluation
CI/CD for models, monitoring, drift detection, and human-in-the-loop evaluation harnesses.
How we approach AI Development
Our engineers design and ship custom models, retrieval pipelines, and AI-powered applications fine-tuned to your domain. We handle the full lifecycle — data prep, training, evaluation, MLOps, and integration — so you get systems that perform in production, not just in notebooks.
Every engagement is led by senior practitioners and sequenced for measurable value in the first 90 days — with the handoff rigor that keeps momentum after we leave.
What you can expect
Production-grade AI, built for your data.
This is what we deliver
From prototype to production: bespoke ML models, LLM applications, and agentic systems integrated into your workflows.
- 01Working AI in production within one quarter
- 02Measurable lift on the target KPI
- 03Reusable components your team can extend
AI Development case studies
Where this work has landed
Other ways we help
AI Readiness Audit
A productized 2-week sprint, $15,000 fixed price, that maps your three highest-ROI AI deployments with ROI math, an eval framework template, vendor recommendations, and a 12-month roadmap. 30–50% of audits convert to $80–250K implementations.
AI Strategy & Consulting
Identify high-ROI AI opportunities, prioritize use cases, and chart a delivery roadmap your team can execute in 90 days.
Intelligent Process Automation
Automate high-volume operational workflows with a blend of RPA, workflow orchestration, and AI decisioning.
Data Engineering & Analytics
Modern data platforms, pipelines, and analytics that turn raw data into decisions your business can act on.
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Stop cobbling together piecemeal tools. Partner with AppRocket for AI that grows with your ambitions.