Human expertise guiding every line of AI-assisted work.
We're an AI Agent consulting firm. We connect builders and operators to judgment they can trust. NestWise makes it simple for AI coding agents to pull from workflows written by real experts—with context, tone, and guardrails intact.
We're pioneering a new brand of consulting built for the age of AI, where expert guidance flows directly through your AI agents.
Our mission is simple: amplify human judgment in every AI workflow.
NestWise started because we kept seeing teams stall out when AI suggestions lacked taste. By bridging Model Context Protocols (MCPs) with operator-built workflows, we give builders instant access to context that feels like pairing with a seasoned teammate.
Designers can enforce their spacing rules. PMs can encode discovery frameworks. Engineers can publish runbooks and guardrails. All surfaced directly inside the AI tools teams already use.
For builders
Instant guardrails and clear next steps—whether you’re shipping UI, planning sprints, or architecting systems.
For experts
A durable way to monetize judgment. Update once, and every subscriber benefits across their entire AI stack.
What’s inside an expert toolkit?
- Opinionated guidelines and checklists tuned to real-world outcomes.
- Reusable prompts, parameters, and context blocks for AI coding agents.
- Document galleries with annotated visuals, benchmarks, and templates.
- Live updates when experts refine their process or document new lessons.
Ushering in the New Era of Agent Consulting
Traditional consulting happens in meetings, documents, and periodic check-ins. Agent consulting happens in real-time, embedded directly in your AI agents' decision-making process.
Traditional Consulting
- Scheduled meetings and workshops
- Static documents and presentations
- Periodic check-ins and reviews
- Knowledge transfer happens outside workflow
Agent Consulting
- Real-time guidance embedded in AI agents
- Expert workflows active in every decision
- Continuous context, not periodic updates
- Expert judgment scales across your entire team
As an AI Agent consulting firm, NestWise is pioneering agent consulting—where experts don't just advise, they become part of your team's decision-making infrastructure. Every code review, architecture choice, and strategic decision benefits from embedded expert judgment, available 24/7 through your AI agents.
What we believe in
Every NestWise decision flows through these principles.
We build around humans—experts who teach, and teams who need more than boilerplate answers.
Structured guidance beats endless chat logs. We package lessons so AI agents act with purpose.
Experts earn alongside usage. Builders get durable patterns that keep improving over time.
How we got here
NestWise started because we noticed our AI assistants could draft code, but never matched our judgment. The early prototype began as a private tool to encode process docs into MCPs—giving AI access to the context, tone, and guardrails that come from real expertise.
Built with operators, for operators.
We're building NestWise in the open. Join our Discord to share feedback, swap workflows, and help shape the platform as we grow.
Ready to route your AI Agent through real expertise?
Whether you want to publish your own toolkit or plug into one of our experts, NestWise keeps your AI grounded in hard-won judgment.