AI Governance for Software Factories

Self-improving code verifiers to standardize and enforce code quality that natively work with Claude Code.

Install GitHub App (free)
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AI-native code review Wherever your developers work

Turn organizational knowledge into self-learning standards every developer, reviewer, and AI agent can follow

Setup guide
Suvie
NomaAI
Episki
Seiso
Loop Studio
MacBid
Suvie
Episki
Loop Studio
NomaAI
Seiso
MacBid
“I’m saving 30% of my time writing code because Zenable cleans up the code and vulnerabilities.”
Senior Software EngineerLarge International Chemical Company
“Zenable brings agentic coding practices like the ones we built in house at ClickUp to everyone.”
Morgan Szafranski, Staff Software EngineerClickUp
“I haven’t seen anything else out there like Zenable, it makes sure our coding agents follow both product and security requirements at the same time.”
Tim Schruben, VP Platform Engineering
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. Now seeing it support IDEs makes it even better! You might think Cursor already covers what Zenable does, but it does not.”
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. … You might think Cursor already covers what Zenable does, but it does not.”
Sr. Software EngineerHouston, TX
“I’m saving 30% of my time writing code because Zenable cleans up the code and vulnerabilities.”
Senior Software EngineerLarge International Chemical Company
“Zenable brings agentic coding practices like the ones we built in house at ClickUp to everyone.”
Morgan Szafranski, Staff Software EngineerClickUp
“I haven’t seen anything else out there like Zenable, it makes sure our coding agents follow both product and security requirements at the same time.”
Tim Schruben, VP Platform Engineering
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. Now seeing it support IDEs makes it even better! You might think Cursor already covers what Zenable does, but it does not.”
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. … You might think Cursor already covers what Zenable does, but it does not.”
Sr. Software EngineerHouston, TX
“I’m saving 30% of my time writing code because Zenable cleans up the code and vulnerabilities.”
Senior Software EngineerLarge International Chemical Company
“Zenable brings agentic coding practices like the ones we built in house at ClickUp to everyone.”
Morgan Szafranski, Staff Software EngineerClickUp
“I haven’t seen anything else out there like Zenable, it makes sure our coding agents follow both product and security requirements at the same time.”
Tim Schruben, VP Platform Engineering
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. Now seeing it support IDEs makes it even better! You might think Cursor already covers what Zenable does, but it does not.”
“As a solo developer, I have been using Zenable for a few months with my GitHub PRs. … You might think Cursor already covers what Zenable does, but it does not.”
Sr. Software EngineerHouston, TX
“Zenable keeps my entire startup on the same page. We automatically follow our functional and security standards, and ship new features faster than ever.”
Salim Malakouti, FounderNoma AI
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards — which is more and more important with coding agents.”
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards.”
Andrew, CTOMAC.BID
“Nice — your tool caught some stuff that Copilot did not. Had the developer reverse his changes on this file.”
Justin Leapline, FounderEpiski
“Zenable keeps my entire startup on the same page. We automatically follow our functional and security standards, and ship new features faster than ever.”
Salim Malakouti, FounderNoma AI
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards — which is more and more important with coding agents.”
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards.”
Andrew, CTOMAC.BID
“Nice — your tool caught some stuff that Copilot did not. Had the developer reverse his changes on this file.”
Justin Leapline, FounderEpiski
“Zenable keeps my entire startup on the same page. We automatically follow our functional and security standards, and ship new features faster than ever.”
Salim Malakouti, FounderNoma AI
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards — which is more and more important with coding agents.”
“I’m impressed with the Zenable findings. It’s not just security issues, but it also catches business logic flaws and enforces coding standards.”
Andrew, CTOMAC.BID
“Nice — your tool caught some stuff that Copilot did not. Had the developer reverse his changes on this file.”
Justin Leapline, FounderEpiski

The difference in practice

  1. Audit Evidence

    Most alternatives: “We told an agent to check” doesn’t pass scrutiny.

    Zenable: A deterministic record of every finding on every change, proving which controls ran.

  2. Agent Telemetry

    Most alternatives: Agents run on engineers’ laptops, with no centralized visibility.

    Zenable: Monitors every agent’s tool calls and skill use, across every developer and repo.

  3. Context Management

    Most alternatives: Context rots and becomes less effective as models change.

    Zenable: Evals re-tune context for each model, so requirements are optimized for every model you use.

  4. Agent Interoperability

    Most alternatives: Agents are configured individually.

    Zenable: Integrate once, enforce all your requirements across every popular agent, IDE, and OS.

  5. Agent Runtime Verification

    Most alternatives: Unit tests and linters, or slow, costly AI reviewers that delay functional tests.

    Zenable: Token-free verifier rules run while the agent writes: unlimited, reproducible, and fast.

  6. Code Review

    Most alternatives: Generic AI reviewers leave naive comments about your changes.

    Zenable: Frontier model research and reviews against your requirements before each merge.

  7. Recursive Self-Improvement

    Most alternatives: Requirements are set top-down and never properly tuned for the real world.

    Zenable: Learns from real-world scenarios and edge cases, and tunes your requirements to fit real business decisions.

  8. Human Sign-Off

    Most alternatives: All or nothing: a human blocks every change, or never.

    Zenable: Human-in-the-loop policies control exactly when and where a human signs off.

Run your software factory,
on your terms

Requirements, context, and verifiers, synced into the software factory

  1. Plan

    Specs and prompts

    Context

  2. Build

    Agents write code

    Verifiers

  3. Deploy

    PRs and CI

    Review

  4. Run

    Your cloud

    Admission

Signals, with scenario context

Agent telemetry plus feedback from humans and agents, each tied to its runtime details

Evals for every model

Real scenarios replay against each requirement and model, so context is tuned to what works

Context engineering

Each agent gets only the requirements that apply to its task, written the way its model follows best

Make your company AI-native

Transform your engineering teams to be AI-native with private, hands-on workshops customized to your codebase. Your engineers leave able to build and oversee the factory — writing better code, faster, with fewer bugs.

  1. AI-NAIVE
  2. AI-ASSISTED
  3. AI-AUGMENTED
  4. DATA-DRIVEN AI
  5. AI-NATIVE
Explore workshops

Free

  • 2-Click Setup
  • Automated PR Summaries
  • Documentation
  • API Access
  • 5,000 Zenable Credits/Seat/Week
FREE
Select
Learn more ›

Professional

  • Everything under Free
  • Team Management
  • 200,000 Zenable Credits/Seat/Week
  • Ensure AI Follows Your Requirements
  • Verifier Rules for AI IDEs (Claude Code, Cursor, VS Code, etc.)
billed annually
$99/user/mo
Start Trial
Learn more ›

Enterprise

  • Everything under Professional
  • 100+ Developers
  • 800,000 Zenable Credits/Seat/Week
  • Dedicated Customer Success Manager
  • Negotiable Terms of Service
  • Dedicated Runtime Environment
  • Custom Branding
Learn more ›
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Work with the best of the best

As a Carnegie Mellon University CyLab Venture Network partner, Zenable is at the center of one of the world's most elite security and privacy communities.

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Get a full whitebox code assessment. On us.

Finally ask your codebase the questions you could never get a straight answer to, and walk away with results you can act on. No AI slop, no hallucinations. Every finding is 100% reproducible, so you can verify every one yourself.

Bring your biggest, messiest, million-line monorepo. The bigger the haystack, the more impressed you'll be with the problems we find.

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Frequently asked questions

You've got questions, we've got answers.
If I use your software, will you train or fine-tune models using my code?

No.

Regardless of if you're on a free or paid tier, we do not train or fine-tune using our user's code. To learn more, see our Terms.

Why Choose Zenable?

Well, there's quite a few reasons:

  • Enterprise oversight: Complex requirements, audit readiness, and due diligence, all in one place.
  • Built around your standards: Automatically learn from your code and docs, or build a safe baseline using the Zenable marketplace.
  • The right context, up front: Don't make developers waste hours writing and copy-pasting prompts. We ensure your agents get the right information and avoid context rot.
  • Lightning-fast guardrails: Static analysis & agents work together to get the best of both worlds.
  • Sharper over time: Telemetry shows what's working and what isn't, so you have the data you need to make the right decisions.
  • Any IDE, any agent: Claude Code, Cursor, VS Code, Antigravity, Codex, Devin Desktop, Kiro, Goose... and more. All with the same policies seamlessly enforced.
Which Zenable tools should I start with?

The best way to get started is to get signed up and go through our onboarding steps. That should get you everything you need; we pride ourselves on integrations with version control systems, IDEs, our CLI tool, git hook integrations, and more. But not everybody needs everything, and that's what the onboarding process will nail down.

How’s your security?

Zenable has been built from the ground-up with modern software development and security practices. We employ a series of security controls to ensure your data is safe; for more details see our Security page or you can reach out with any specific questions.

How do I get started?

First, we recommend setting up a free (no credit card required) trial of our Pro tier. That'll get you access to all of our integration points to kick the tires. From there, if you find what we have interesting you can look at rolling it out for your team via our Pro or Enterprise tiers. If you'd like to just keep using it individually, you're welcome to continue via our Free tier which includes weekly usage of PR code review, IDE integrations, our CLI, and more - 100% free.

To get more details about how those tiers differ, see our comparison table or Plans & Usage pages.

What are the usage limits?

Each plan includes a weekly pool of Zenable Credits per seat, covering PR/MR bot reviews, agentic code reviews (CLI, MCP server, or API), and chat tools. AI reviews consume 10-25 credits per reviewed file; deterministic verifier rules are free.

Free accounts get 5,000 credits/seat/week. Professional plans include 200,000 credits/seat/week. Enterprise plans include 800,000 credits/seat/week. We reserve the right to limit abuse in line with our Terms and Conditions. See the comparison table or Plans & Usage for full details.

Is this just all AI?

This question used to be titled "Are you really using AI or is it just a buzzword?" - but we think we're past that now.

Zenable's approach is that using AI to review and improve software is extremely useful, but it's only a part of the solution. Deterministic verifier rules are critical to give 100% certainty of findings and outputs given the same input, as well as strong audit evidence and logs to support high assurance environments.

We also believe that Observability - the ability to measure, monitor, and evaluate systems based on telemetry - is necessary in order to know that you're focusing on the right problems to solve. The speed of AI brings a lot more uncertainty with where you should be spending your time, and so we centralize and report on tons of information that we use to customize every part of the Zenable stack to your environment, as well as to allow you to oversee how coding agents are being used to guide decision making.

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