Noibu blog

Noibu's Bug Resolution Agent: How AI Finds, Traces, and Drafts the Code Change for Revenue-Losing Errors

Megan Glover

October 12, 2026

Feature spotlights

Noibu Bug Resolution Agent drafting a code change for an ecommerce error

Noibu's Bug Resolution Agent finds the errors costing your store revenue, ranks them by impact, traces each one to its root cause, and drafts the code change as a pull request for a developer or store owner to review. After the change ships, it reports what happened to the error and to conversion.

TL;DR

Finds every error shoppers hit, not just the ones customers report, and ranks them by revenue at stake.
Traces each error to its root cause using the sessions, stack traces, and release it started with.
Drafts the code change as a pull request; a person reviews and approves it.
After it ships, reports what happened to the error count and conversion.

Most ecommerce teams do not lack error alerts. They lack the hours to turn an alert into a shipped change: reproduce the bug, find the cause, write the code, get it reviewed, and check it worked. Over 90% of website errors are never reported by customers, according to Noibu platform data, so the errors that cost the most are often the ones nobody is looking at.

Noibu is AI for ecommerce operations, the always-on optimization system that keeps online stores running at their best. A team of supervised AI agents finds what's broken, slow, or leaking revenue, does the work, and hands results back for human approval.

What is Noibu's Bug Resolution Agent?

The Bug Resolution Agent is one of Noibu's six supervised AI agents. It owns one outcome: fewer revenue-losing errors on your storefront. It detects JavaScript, network, and third-party script errors across every session, sizes each one by the orders and revenue it touches, and does the investigation and drafting work that usually sits in a developer queue.

Finds

Every error across every session, grouped by page, browser, device, and release.

Quantifies

Sessions and revenue affected, so the payment-step error outranks the noisy one on a blog page.

Drafts

The code change as a pull request, with the evidence and reasoning attached.

Measures

Error count and conversion on the affected pages after the change ships.

How does the Bug Resolution Agent work?

Detect. It captures errors from every session on the storefront, including first-party code, apps, and third-party tags
Rank. It ranks issues by sessions and revenue affected, so the list starts with what matters most
Trace. It reads the stack trace, the sessions behind the error, and the release where it started to find the root cause
Draft. It writes the code change as a pull request in your code host, with a plain-language summary a non-developer can follow
Measure. Once a person approves and the change ships, it compares the error and the affected pages before and after

What data does it work from?

The agent works from Noibu's unsampled session data: every error event with its stack trace, the session replay around it, the page and funnel step where it fired, the browser and device, and the release that was live. Because each error is tied to the orders around it, the agent can say what an error is worth, not just how often it fires.

1 person · 2 weeks → half a day

At Totally Bamboo, an agent surfaced a product-data error that had been firing about 40 times a day for months and drafted the change; it was live the next morning, turning two weeks of expected debugging into half a day.

Noibu launch announcement, September 2026

In another trial, an ecommerce manager traced a theme error firing 232,599 times in a single day, shipped the change, watched the count drop to zero, and came back the following week to prove the result. Creative Bag, a BigCommerce merchant with no in-house developers, has its COO review and ship agent-written changes to production himself.

What stays human?

Every Noibu agent is supervised. It does the investigation and drafts the work; a person decides what ships. Nothing deploys to a live store on its own.

Step	Agent	Person
Find and rank the issue	Detects and ranks every error	Reviews the ranked list
Investigate the cause	Traces the root cause from sessions and stack traces	Reads the evidence
Draft the change	Writes the pull request	Approves or rejects
Ship	Waits for approval	Decides when it goes live
Measure	Reports before and after	Checks the result

For a deeper look at prioritizing errors by revenue, see ecommerce error monitoring: a revenue-first guide. If you do not have a developer, see how to find the bugs costing your Shopify store sales.

Where do you use it?

Teams work with the Bug Resolution Agent inside the Noibu console or from Claude through the Noibu plugin for Claude. It is one of six agents, alongside Bug Resolution, Performance, CRO, A/B Testing, ADA, and ROAS, and they share one data layer, so a finding from one agent can become work for another.

How do you try it on your own store?

The fastest way to see the agent work is a free website audit. Noibu runs all six agents on your real store data for two weeks; findings come back quantified, with session replays one click away. With at least two approved changes deployed, each agent reports what actually happened to the metric it promised to move, before and after.

Frequently asked questions

What does Noibu's Bug Resolution Agent do?

It finds the errors costing an ecommerce store revenue, ranks them by sessions and revenue affected, traces each to its root cause, drafts the code change as a pull request for review, and reports the result after the change ships.

Does the Bug Resolution Agent push code to my store automatically?

No. It drafts the change as a pull request. A developer, agency, or store owner reviews and approves it, and nothing deploys to the live store without that approval.

Do I need a developer to use it?

Not always. Some merchants without in-house developers review and ship agent-drafted changes themselves, while others route pull requests to an agency or freelancer.

Which platforms does it work with?

Noibu supports Shopify, BigCommerce, Salesforce Commerce Cloud, Adobe Commerce, commercetools, and headless storefronts.

How is it different from an error tracking tool?

Error trackers alert engineers that code threw an exception. The Bug Resolution Agent ranks errors by revenue impact, investigates the cause, drafts the change, and measures whether it worked.