AI Agents Need Failure Drills, Not Just Happy-Path Demos
If you've only watched your agent succeed, you don't know how it fails. How to rehearse the bad days before they happen in production.
Read Article
AI Automation Studio
Manual work in. Automated gold out.
We design and operate production AI agent systems — chatbots, workflow automation, and multi-agent orchestration that run your operations 24/7, on infrastructure you control.
Questions? Email jjmrowic@alchemictechnology.com
What We Do
Our Services
Specialized AI solutions tailored for high-growth technical teams.
AI Chatbots
Intelligent conversational agents that handle customer support and lead qualification with human-like precision.
Workflow Automation
Connect your entire stack. We automate repetitive tasks across Slack, GitHub, Linear, and your CRM.
Custom Integration
Bespoke API integrations and backend systems that ensure your data flows securely where it's needed most.
Agent Orchestration
Complex multi-agent systems designed to perform autonomous tasks with reliability and governance.
How We Work
The Transmutation Process
Every engagement follows the same disciplined path from raw workflow to running system.
I
Distill
Audit & scope
We map your workflows, find the repetitive drudgery, and identify where agents deliver real leverage — not novelty.
II
Formulate
Prototype fast
A working prototype against your actual data and tools within days, so decisions are made on evidence, not slideware.
III
Transmute
Ship to production
Hardened deployment with guardrails, observability, and failure drills — on your infrastructure or ours.
IV
Sustain
Operate & improve
Agents drift. We monitor, evaluate, and continuously tune the system so it keeps earning its keep.
Field Manual
The OpenClaw Field Guide
Master the world's most powerful AI gateway. A practical, 14-chapter roadmap for engineers and operators.
- 14 Chapters of Production Wisdom
- Tested Configs & Workflows
- Instant PDF Delivery
$10
Get the Guide
From the Lab
More From Alchemic
Free resources and running experiments from our workshop.
Writing
The Alchemic Blog
100+ practical essays on agent reliability, evaluation, security, and production AI systems.
Read the blog → GuidesDeep-Dive Guides
Step-by-step manuals for OpenClaw, self-hosted AI stacks, and AI-assisted writing.
Browse guides → DailyAI News
A curated daily digest of what actually matters in AI, minus the hype cycle.
Get the news → HealthNerdFit
Health and fitness tooling for people who spend their days at a keyboard.
Visit NerdFit →
Latest Insights
Fresh From the Blog
Exploring the frontier of autonomous AI and production systems.
Your AI Agent Needs a Control Surface, Not Just a Policy Engine
Policies decide what an agent may do. Operators need to see and steer what it's actually doing — control is a user experience problem.
Read ArticleCustomer Support Agents Need an Evaluation Flywheel, Not a Deflection Bot
Deflection rate is a vanity metric. Building the measurement loop that makes a support agent genuinely better every week.
Read ArticleReady to transmute your workflow?
Tell us what eats your team's hours. We'll tell you honestly whether an agent can take it over — and prove it with a prototype.