Skip to main content
← All posts

Modulo vs Qodo: review governance and delivery governance are different things

Modulo Team

comparisongovernancecode-review

"AI code governance" now labels two different products, and buyers routinely compare them as though they were one market. Qodo reviews the code that agents and developers produce, and puts an organisation's standards in front of the agent before it writes. Modulo runs, observes and gates the delivery pipeline that produced the change, and keeps an evidence record for the run. Those are different jobs. Confusing them costs a buyer a real evaluation, because each product is being measured against a job it never claimed.

What Qodo governs

Qodo, formerly CodiumAI, was founded in 2022 and renamed in September 2024. It has a New York commercial headquarters and a Tel Aviv engineering centre, around 120 to 140 staff, and $120M raised in total, including a $70M Series B in March 2026 led by Qumra Capital.

The core product is multi-agent pull request review with full-repository context. Standards are mined from your PR history rather than written from a blank page, so the organisation's existing review behaviour becomes the starting rule set. Analytics report findings, acceptance rates and fix rates broken down by severity, category, repository and author, and acceptance rate is the number that actually matters: not how many comments a bot leaves, but how many teams act on them. Rules that teams consistently ignore are muted automatically, and that instinct is correct. A reviewer that keeps flagging something nobody fixes teaches people to ignore the whole product.

The Agentic Toolbox moves the same standards into the writing phase instead of the review phase. Plugins for Claude Code, Codex and Kiro, plus a CLI and an MCP server, let a coding agent fetch the organisation's rules and run a pre-PR review on its own changes before a human sees them. That is a genuinely different leverage point from commenting after the fact.

Around the reviewer, Qodo groups related pull requests across repositories into work packages (PR Triage) and maps cross-repo dependencies and blast radius (Software Map). It supports GitHub, GitLab, Bitbucket, Azure DevOps and Gerrit. It deploys as multi-tenant SaaS, single-tenant VPC, on-premises or fully air-gapped, with self-hosting and air-gap available on Enterprise only and sales-gated. The product is closed source, it holds SOC 2 Type II, and it does not publicly claim ISO 27001.

Qodo does not run or dispatch agents. That is a design boundary, not an omission: its thesis is that the durable place to enforce standards is the code and the review around it, wherever that code came from.

What Modulo governs

Modulo is a governed pipeline. It dispatches work to an agent runtime, observes what comes back, and decides what may happen next on the basis of gates, not on the basis of an agent's own claim about its work.

Concretely, that means HITL gates with claim tokens and a human-only policy for reviews that must not be automated away; evals that can block a run rather than merely report on it; guardrails with block, warn and observe actions; per-pipeline autonomy levels including an earned autonomy level that can be promoted or demoted on evidence; a hash-chained audit log; and per-run provenance of the prompt, model, schema and connector versions a given run used.

The unit of record is the difference. Qodo's history is a review history: this change, against these rules, with these comments and this outcome. Modulo's is a run-by-run account: what was dispatched, what came back, which gate allowed it through, who approved it, and which versions of everything were in play. Those records do not compete. They answer different questions, and an organisation with autonomous agents eventually needs both.

Side by side

Dimension Qodo Modulo
Primary job Review code and enforce standards Run, observe and gate delivery
Runs or dispatches agents No, by design Yes
Review depth Multi-agent review with full-repository context Not a review product, and does not compete on review depth
Standards model Mined from PR history, muted when consistently ignored Guardrails, evals and gates configured per pipeline
Human approval Review comments and PR decisions HITL gates, claim tokens, human-only policy
Autonomy control Not applicable Per-pipeline levels, including earned autonomy
Evidence record Review and PR history Hash-chained audit log, per-run provenance
Forge coverage GitHub, GitLab, Bitbucket, Azure DevOps, Gerrit Multiple forges, configured per pipeline
Deployment SaaS, VPC, on-premises, air-gapped on Enterprise Self-hosted at every tier, including free Community
Licence Closed source Source-available under BUSL-1.1
Pricing $30 per month flat for up to 30 users plus pooled credits at $0.012 each, Enterprise by quote Flat annual per organisation, $12,000 list, $6,000 founding

Modulo loses the review column outright. Qodo has spent years on code review quality, and now runs that review as a multi-agent system with whole-repository context. A governance product that stretches into review is rarely better at reviewing code than a specialist that does nothing else. Modulo does not make a review quality claim, because review depth is not what it is for.

Read the same table from the other side. Qodo has no counterpart for runtime governance, earned autonomy or per-run provenance. No amount of review coverage tells you which agent ran, which model version it used, what a human approved, or whether the record can be verified after the fact. That is not a gap in Qodo's execution. It is the part of the problem it deliberately left to something else.

Where they genuinely overlap

Three areas are not Modulo-only, and claiming otherwise would be dishonest.

Both cover multiple forges. Qodo supports GitHub, GitLab, Bitbucket, Azure DevOps and Gerrit. Modulo governs across forges too, so neither product locks an organisation to one code host.

Both can run inside your own boundary. Qodo offers single-tenant VPC, on-premises and fully air-gapped deployment on Enterprise. Modulo is self-hosted only, at every tier, with no sales gate. The difference is how you obtain it and how much of it is free, not whether it exists.

Both treat standards as an accumulating asset. Qodo mines them from review history and improves them with acceptance data. Modulo accumulates them as guardrails, evals and gates that carry across pipelines. Different artefacts, same principle: the organisation's rules should compound instead of resetting with each tool it adopts.

Why they compose

Qodo's Agentic Toolbox ships a CLI and an MCP server, which means a Modulo pipeline can bind Qodo as a review stage. The pipeline dispatches the writing agent, collects the change, sends it through Qodo against the organisation's standards, and then gates on that result before a human approval step.

Qodo keeps doing the review it is good at. Modulo keeps the record of the run that produced the change, the gate that passed it, and the human who approved it. Neither product has to pretend to be the other for the pairing to work.

How to choose

If the problem is review throughput, review noise, and standards drift inside repositories you already have, Qodo is the direct answer. Its whole design points at that problem, and the Agentic Toolbox extends the same rules back into the writing phase.

If the problem is which agents may do what, under whose approval, with what evidence, across tools, and how much autonomy each pipeline has actually earned, that is Modulo. Review becomes one gate inside that pipeline rather than the whole product.

If both statements are true, run both. The composition above is not a marketing concession. It is how the two products fit, and the overlap is small enough that neither is paying for duplicate capability.

Limits and verification

Modulo does not currently publish a SOC 2 report. The security and trust page sets out the deployment model, what leaves an instance, the evidence chain, release integrity and the disclosure process, and states those limits plainly. If a SOC 2 report is a hard procurement requirement for you today, that is a real gap, and it should be weighed honestly against the deployment model you actually need. Qodo holds SOC 2 Type II and does not publicly claim ISO 27001.

Qodo's self-hosting and air-gap options are Enterprise only and sales-gated, so an air-gapped pilot is a commercial conversation rather than a download. It prices at $30 per month flat for up to 30 users plus pooled credits at $0.012 each, with no permanent free tier. Modulo is $12,000 per organisation per year at list, $6,000 for founding customers, with no per-seat charge and no per-run metering.

Product details for both were verified on 21 October 2026. Both products move quickly, so confirm current deployment options and pricing before committing.

For broader context, see how agent software delivery platforms compare and how self-hosted agent platforms compare. For why the deployment model matters as much as the feature list, see the self-hosted agent governance guide.