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Vendor comparison

Halo vs Credo AI

Credo AI centers on governance records, risk intelligence, and policy packs. Halo enforces policy where AI runs today, in browsers, on endpoints, at model and tool gateways, and in a sandboxed agent runtime, and is adding the governance record on top.

The short version

  • Credo AI’s public materials describe a governance system of record with a registry, risk intelligence, policy packs, the GAIA assistant, and Agent Governor, a research preview for harness configuration.
  • Halo enforces in the request path today with model and tool gateways, human approvals, budgets, and a sandboxed runtime, and the Halo AI Gateway governs Claude Code, Codex CLI, and other desktop AI apps.
  • An AI system registry with intake and risk tiers, framework packs for the EU AI Act and NIST AI RMF, and a governance copilot are coming soon.

How Credo AI describes itself

Credo AI describes contextual governance for agents, models, and applications, built around a registry, risk intelligence, and policy packs that carry regulatory content. Public materials also describe assessments, dependency graphs, vendor records, and evidence linked to controls.

Credo AI announced its Govern AI Assistant, GAIA, as generally available, and describes Agent Governor, a research preview that turns policy into harness configuration with Claude Code configurations at launch. This summary reflects public materials reviewed in October 2026.

How Halo approaches AI governance

Halo discovers the AI in use through Halo Browser (Chrome and Edge, plus Safari on macOS) and Halo Endpoint (macOS and Windows, with Linux coming soon), and keeps an inventory with classifications, source, and confidence.

Policy bundles are enforced at gateways and through the Halo AI Gateway for desktop AI apps and coding agents, and a secure agent runtime sets execution boundaries for agents. Halo records evidence that supports governance programs aligned to the EU AI Act, NIST AI RMF, and ISO/IEC 42001.

Side by side

How Halo and Credo AI compare

Comparison of Halo and Credo AI by dimension
Starting point

Halo

Available now

The AI in use on browsers, endpoints, gateways, and agent runtimes, governed with policy, evidence, and cost controls.

Credo AI

Public materials describe a governance system of record built around a registry, risk intelligence, and policy packs.
Registry and context

Halo

Available now

AI inventory with sanctioned, monitored, blocked, shadow, and unknown classifications, source and confidence, and AI BOM export in CycloneDX, JSON, and CSV.

Coming soon

An AI system registry with owners, purpose, risk tiers, and intake, linked to the agents and apps Halo already sees.

Credo AI

Public materials describe AI and agent registries with dependency graphs, vendor records, and inherited risk and policy context.
Policy and regulatory content

Halo

Available now

Structured policy as code with versioned bundles, audit and enforce modes, and simulation with a decision trace.

Coming soon

Framework packs that map EU AI Act and NIST AI RMF controls to Halo checks and runtime policies.

Credo AI

Public materials describe policy packs that carry regulatory content and a control library with evidence reuse across frameworks.
Assistance for reviewers

Halo

Available now

Decision explanations, policy simulation with a decision trace, and exportable audit logs show reviewers why each decision was made.

Coming soon

A governance copilot that drafts policy from plain language for a person to approve.

Credo AI

GAIA, announced as generally available, drafts intake details, questionnaire answers, risks, and matched controls for reviewers to edit or approve.
Where agents are governed

Halo

Available now

Halo applies controls at several points, including browser controls, model and tool gateways, the Halo AI Gateway, and a secure agent runtime.

Credo AI

Credo AI research argues the agent harness is the primary governance surface, because it sees an agent’s full behavior.
Runtime enforcement

Halo

Available now

Model, MCP and tool, and API gateways apply policy, approvals, and budgets as AI runs, and the secure agent runtime sets boundaries.

Credo AI

Public materials describe Agent Governor, a research preview that turns policy into harness configuration.
Coding agents

Halo

Available now

The Halo AI Gateway connects Claude Code and Codex CLI to models and tools that Halo authorizes, meters, and records.

On the roadmap

Policy for the local tool calls that coding agents make on a developer’s machine.

Credo AI

Agent Governor launches with Claude Code configurations, such as hooks and skills.
Evidence

Halo

Available now

Audit logs and gateway decisions export as CSV and JSON, and dashboards show decision timeseries.

Coming soon

Tamper-evident decision and audit records with retention and legal hold.

Credo AI

Public materials describe evidence linked to controls, audit and regulatory exports, and executive reporting.

Why Halo

Why choose Halo over Credo AI

Simple, secure, and efficient AI, governed where it runs.

Approval at the moment of risk

Higher-impact actions wait for a person to approve them at the gateway, and each decision is recorded with the policy that applied and the reason.

Guided rollout

Discovery on devices and browsers

Halo Browser and Halo Endpoint find AI websites, extensions, apps, and local runtimes, then classify each item as sanctioned, monitored, blocked, shadow, or unknown.

Claude Code and Codex, governed today

The Halo AI Gateway connects Claude Code, Codex CLI, Claude Desktop, and ChatGPT Desktop to models and tools that Halo authorizes, meters, and records.

Budgets that act

Account, agent, and per-user budgets can notify owners, pause new operations, or stop active deployments, and cost analytics show spend by agent and model.

A sandbox for every agent

Agents run as non-root workloads with default-deny network egress and signed configuration, and operators can quarantine and release them at any time.

Policy you can read and test

Structured policy as code runs in audit mode first, simulates against a request with a full decision trace, and explains each gateway decision.

Roadmap

What Halo is building next

Each of these extends the controls Halo runs today.

Capabilities marked coming soon or on the roadmap reflect current plans and may change.

  1. Coming soon

    AI system registry and intake

    Register each AI system with an owner, purpose, and risk tier, linked to the agents, apps, and AI Gateway clients Halo already sees.

  2. Coming soon

    Framework packs

    EU AI Act and NIST AI RMF controls mapped to Halo checks and runtime policies, with an exportable evidence pack.

  3. Coming soon

    Governance copilot

    Describe a rule in plain language and get a draft policy that passes validation and simulation before a person approves it.

  4. Coming soon

    Tamper-evident evidence

    Hash-chained decision and audit records with retention, legal hold, and a verifier your auditors can run.

Buyer checklist

Questions to ask in your evaluation

Bring these to each vendor you evaluate. Here is how Halo answers them.

  1. Does the platform enforce policy on each surface, or only report what it finds?

    How Halo answers

    Halo enforces on each surface it covers. It blocks unapproved AI apps on devices, audits, warns, or blocks on supported AI sites, and allows, denies, or holds agent calls at the gateway.

  2. Which capabilities are generally available today, and which are preview or planned?

    How Halo answers

    Halo labels each capability as available, guided rollout, preview, coming soon, or on the roadmap, on this page and across our site.

  3. How do you test a policy before it blocks real work?

    How Halo answers

    Run it in audit mode to record what it would do, or simulate it against a request and read the decision trace, then switch it to enforce.

  4. Which evidence can reviewers export, and in what formats?

    How Halo answers

    Audit logs and gateway decisions export as CSV and JSON, and each decision records the policy, the outcome, and the reason.

  5. How do you govern AI apps employees already use, such as Claude Code or ChatGPT Desktop?

    How Halo answers

    The Halo AI Gateway connects Claude Desktop, Claude Code, ChatGPT Desktop, and Codex CLI to models and tools that Halo authorizes, meters, and records.

Sources and review

Last reviewed October 19, 2026. Information about Credo AI comes from public materials and may change. Product names belong to their owners. Capabilities marked coming soon or on the roadmap reflect current plans and may change. If you spot something out of date, please let us know.

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