Short version: Purple Orange AI helps teams find manual workflows worth automating, then ships production AI systems inside the tools those teams already use.
Approved boilerplate
One sentence
Purple Orange AI is a production AI workflow practice that helps teams audit, build, and operate AI automation inside real business systems.
Short paragraph
Purple Orange AI helps owner-led businesses, funded startups, and mid-market teams identify manual workflows worth automating, then ship production AI workflows in the tools they already use. The practice focuses on workflow audits, implementation sprints, AI operations buildouts, MCP servers, agent workflows, human review, and handoff that teams can actually run.
Long paragraph
Purple Orange AI is a founder-led production AI practice based in Chicago. The company works with teams that have real operational drag: lead intake, reporting, research, client communication, document intake, CRM preparation, internal tooling, and other recurring workflows that need better automation. Purple Orange AI starts with a workflow audit, then builds controlled AI systems with connected tools, human review, logs, and practical handoff. Its related projects include Purple Orange Stack, an operator-led software research and comparison platform, and Violema, a controlled AI coworker platform.
Fast facts
Purple Orange AI
Max Markovtsev
Production AI workflows, automation, agent systems
Chicago, IL; remote-friendly worldwide
Free workflow audit, then implementation sprint or buildout
Purple Orange Stack, Violema
Founder bio
Max Markovtsev is the founder of Purple Orange AI. He works across software, systems, strategy, and creative direction, with a focus on turning AI from a demo layer into usable operational infrastructure.
For interviews and quotes, Max is strongest on production AI workflows, human-in-the-loop automation, software stack selection, AI coding environments, agent systems, founder-led operations, and the gap between AI hype and work a team can actually run.
The useful version of AI is not a trick. It is a workflow that survives Monday morning.
Interview and quote topics
- Why most AI automation fails after the demo
- How to choose the first workflow worth automating
- Human-in-the-loop AI agents for business operations
- What a two-week AI automation sprint should actually ship
- How AI search changes software research and comparison content
- Why operator-led reviews beat affiliate-first software rankings
- How founders should think about tool stacks before hiring more people
- What MCP, Claude Code, Codex, and AI coding systems mean for small teams
Related brands and projects
Purple Orange Stack
Purple Orange Stack is an operator-led research and comparison platform for AI, sales, marketing, productivity, and software tools. It is built around real workflows, operational usefulness, and long-term stack fit instead of affiliate fluff.
Violema
Violema is Purple Orange AI's controlled AI coworker platform for recurring research, execution support, and workflow automation patterns with human control.
Links and assets
Media, podcast, partnership, or quote request?
Send the context, deadline, outlet, and what you want Max to comment on. Short questions are welcome.