AI & Automation

There's a lot of noise around AI — but at DerinForge, we focus on the signal. Our work in this space is grounded, not theoretical. We design and implement tools that simplify, accelerate, or amplify — without adding unnecessary complexity.

Automation with Purpose

We've automated everything from developer workflows to customer onboarding flows. Whether it's routing support tickets, pre-processing data, or nudging decisions forward, our goal is always the same: reduce friction and free people up for the work that matters.

AI that Fits the Problem

Not every problem needs a model — and not every model needs to be complicated. We work with everything from traditional rule-based systems to prompt-driven assistants, embedding the right intelligence at the right point in your system. If a model helps you move faster or make better decisions, we'll help you use it responsibly.

A Lightweight Example

One of our side projects, SnuggleFern, features a math assistant that adapts its problem sets to the user's age and learning progress. It guides learners step-by-step, using natural prompts and feedback to support critical thinking — without overwhelming them.

It's a simple but effective example of using small-scale intelligence to create a more human experience. No massive datasets, no overfitting — just thoughtful UX powered by context-aware decisions.

Where We Can Help

• AI-assisted tooling — context-aware editors, generators, and advisors.
• Automation design — process simplification that doesn't fight your team.
• Prompt architecture — robust, maintainable prompt chains and fine-tuning strategies.
• AI integration patterns — calling models safely and efficiently in real-time apps.
• Evaluating vendor tools — helping you navigate the AI product landscape with clarity.

Build What's Useful

We won't tell you to "AI everything." We'll help you find where it fits — and deliver it with quality, safety, and sustainability in mind. Most of our wins here are quiet ones: time saved, decisions improved, processes that simply... flow better.