What we do
Two services.
One team that gets it.
We help non-technical builders ship software they can stand behind — and help companies understand and govern the AI-powered software being built inside their organizations.
01
For the people building
Builder Enablement
Build something real. Not just something that works today.
AI coding tools have made it possible for anyone to build internal tools, automations, and products — without a traditional engineering background. But there's a difference between something that runs and something built to last. We work with non-technical builders to close that gap: helping them think through scope, data integrity, documentation, and what happens when things break. You bring the vision. We help you ship something you can stand behind.
What We Focus On
The difference between a tool that lasts and one that breaks comes down to a few things most first-time builders haven't had to think about before.
Scope & Structure
Most AI-built tools fail not because of the code, but because the problem wasn't defined clearly enough. We help you scope what you're actually building and identify the edge cases before they become problems.
Data Integrity
Non-technical builders often underestimate what happens when data doesn't match expectations. We help you think through validation, error handling, and what your tool should do when things go wrong.
Documentation & Handoff
Something that only you can maintain is a liability. We help you document what you've built in a way that another person — or another AI — can pick up and continue.
How We Work With You
We work alongside you — not instead of you. That means reviewing what you're building at key stages, asking the questions that surface hidden problems, and helping you make better decisions before they become expensive ones. You stay in control of your project. We make sure it's built on solid ground.
02
For the companies those builders work inside
AI Governance
You have more software being built inside your company than you know.
Managers are deploying automations. Analysts are shipping internal tools. Teams are building on AI platforms with no review process, no documentation, and no visibility for leadership. Some of it is brilliant. Some of it is a liability waiting to surface. Botanik helps companies see what's happening, understand what risks exist, and put lightweight governance models in place before ungoverned software becomes a real problem. Not bureaucracy — just clarity and the right guardrails.
The Shift You're Already Living
The old model assumed software came from engineering. Today, anyone with access to an AI coding assistant can build a working tool in an afternoon. That means your operations team, your sales managers, and your analysts are creating software — often without security review, architectural oversight, or documentation. Every one of these tools solves a real problem. Many of them introduce real risk. And most organizations don't have a system for telling the difference.
The Four Governance Risks
When software creation is distributed across your organization, four categories of risk emerge that traditional IT governance wasn't designed to catch.
Shadow App Proliferation
Tools built outside any formal process — touching customer data, connecting to internal APIs, automating decisions — with no visibility into what exists or who maintains it.
Invisible Technical Debt
AI-assisted apps that work today but have no error handling, no tests, hardcoded credentials, and no documentation. When the builder moves on, the organization inherits fragility it can't see.
The Happy Path Problem
Non-technical builders don't know what they don't know. Their tools handle the common case beautifully but miss edge cases, concurrency issues, data validation, and compliance requirements.
Architectural Fragmentation
Every citizen-built app adds API dependencies, data integrations, and platform entanglements. Without coherence, the technology landscape becomes ungovernable — and a single upstream change can break tools nobody knew existed.
What We Do About It
We don't believe the answer is locking things down. The energy of distributed creation is too valuable to suppress. The answer is lightweight structure — governance that enables speed rather than blocking it.
AI App Landscape Audit
We surface and catalog the AI-assisted tools your teams have already built. We interview builders, trace data flows, and map dependencies to give you a complete picture of what exists and where the risk lives.
Tiered Risk Classification
Not every app needs the same level of oversight. We build a classification system that lets low-risk tools move freely while flagging anything that touches sensitive data, makes financial calculations, or faces customers.
Builder Enablement Framework
We create guidelines, templates, and guardrails that help non-technical builders create tools safely — without requiring them to become engineers. Think of it as the operating manual for citizen development in your organization.
Maturation Pathways
The most valuable citizen-built tools deserve to be promoted into properly supported, production-grade applications. We define the criteria and build the process for identifying, hardening, and sustaining the tools that matter most.
What You Get
AI App Registry
A complete, maintained inventory of every citizen-built tool in your organization — who built it, what it touches, and who depends on it.
Tiered Governance Model
A practical classification system with clear criteria for what can move freely and what needs review — designed for speed, not bureaucracy.
Builder Playbook
Guidelines, templates, and guardrails your teams can use immediately to build AI-assisted tools safely and effectively.
Risk Assessment Report
A detailed analysis of your current exposure — security gaps, data flow vulnerabilities, and single points of failure across your citizen-built landscape.
Maturation Roadmap
A prioritized plan for promoting your highest-value tools into production-grade applications with proper support and maintenance.
Ongoing Governance Ops
Optional retained support to maintain the registry, onboard new builders, review new tools, and evolve the governance model as your organization's AI capabilities mature.
Not sure where to start?
Most of our best engagements start with a single conversation about what's being built — or what should be. Book a 30-minute call. No pitch, no commitment.