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AI content governance platforms for enterprises
Arbitr lets you approve your claims, terms and market rules once, then checks that what your people and AI tools publish stays accurate, in every market and language.
The short answer
An AI content governance platform checks what your company publishes, by people and by AI tools, against what you have approved, and holds anything that breaks the rules before it goes out.
Arbitr is one: it checks content against your company's approved claims, terminology, brand and legal rules, in every market and language you publish in.
How it works
What a content governance platform does
When AI writes and translates at volume, three problems appear. A governance platform addresses all three with the same loop.
Problem 01
Content goes live that nobody approved.
Problem 02
Approved facts change but published pages don't.
Problem 03
Nobody can show a regulator or an auditor who signed off what.
The governance loop
ARBITR CALLS THE MEMORY CORTEX
- 01
Store what's approved
Claims, terminology, brand rules, legal rules and reviewer decisions live in one governed memory (Arbitr calls it Cortex).
- 02
Check before publishing
Drafts from people, AI tools and agencies are checked against that memory and the rules for the target market.
- 03
Decide what happens
Each item passes, is corrected automatically where you allow it, or is held for a named reviewer.
PassedCorrectedHeld - 04
Keep the record
Who approved what, where, and when.
APPROVED · LEGAL
EN-GB · 14:02 UTC - 05
Re-check what's live
When a source fact changes, pages that relied on it are flagged.
↺ A CHANGED SOURCE FACT RESTARTS THE LOOP
Compare
Three kinds of tools buyers compare
The category is crowded because "governance" means different things. This table summarises how each vendor describes itself on its own site, as checked on 28 October 2026.
Governs the AI itself
AI model and agent governance
Models, data and risk: registries, policy packs, lifecycle evidence.
Credo AI
IBM watsonx.governance
Checks voice and quality
Brand and style guardrails
Style guides, tone profiles and quality reviews, mostly inside the writing tool.
Grammarly Business
Markup AI (Acrolinx)
Writer (enterprise AI platform)
Checks claims and rules
Content governance and compliance
Approved claims and legal rules per market, before and after publishing.
Arbitr
| Vendor | How its own site describes it | Closest category |
|---|---|---|
| Writer | Enterprise AI platform. Agents are grounded in brand guidelines and compliance rules; includes real-time compliance checking for advertising, plus governance over users, agents, connectors and data | Enterprise AI platform with brand, compliance and governance features |
| Grammarly Business | AI writing help built on your company style guide and brand tone profiles | Brand and style |
| Markup AI (Acrolinx) | "The content control layer that checks everything your team writes": brand, quality and citability reviews | Brand and quality guardrails |
| Credo AI | "AI governance" platform: a registry of AI systems, agents and vendors, with policy packs for the EU AI Act, NIST AI RMF and ISO 42001 | AI model and agent governance |
| IBM watsonx.governance | "Govern any AI, anywhere": visibility, policy enforcement and compliance evidence across the AI lifecycle | AI model and agent governance |
| Arbitr | Checks content against approved claims, terminology, brand and legal rules per market; checks translations against the source; keeps a record of who approved what | Content governance and compliance |
Scope overlaps and changes, so check each vendor's current feature list. In short: AI governance tools govern AI systems, brand tools check voice and quality, and content governance platforms check claims and rules before publishing.
Buyer checklist
How to choose: six questions to ask every vendor
Ask each vendor the same six questions. Arbitr's answer sits under each one, so you have a baseline to compare against.
Q1
Can it check content from any source, including AI tools and agencies, or only content written inside its own editor?
Arbitr
Any source. Teams keep writing in their existing tools; Arbitr checks the output.
Q2
Does it check against approved claims and legal rules, or only style?
Arbitr
Approved claims, terminology, brand and legal rules.
Q3
Does it hold rules per market and language, so the same claim can pass in one country and be held in another?
Arbitr
Rules are held per market; translations are checked against the source.
Q4
Who decides what is auto-corrected and what needs a person, and can you set that per content type?
Arbitr
You do, per content type and market.
Q5
Does it give you an audit trail you can hand to a regulator?
Arbitr
A record of who approved what, where, and when.
Q6
Does it re-check content that is already live?
Arbitr
Yes. When a source fact changes, pages that relied on it are flagged.
Arbitr
Where Arbitr fits
Arbitr is built for regulated and multi-market companies. Rules are held per market, translations are checked against the source text in every language, and items that need judgment go to your reviewers or to Arbitr's network of expert reviewers.
37,000
Expert reviewers
120+
Languages
25+
Years with regulated multinationals
Keep reading
Frequently asked questions
What is an AI content governance platform?
Software that checks content against approved claims and rules before and after it is published, and keeps a record of every decision.
How is content governance different from AI governance?
Content governance covers what you publish. AI governance covers the AI systems themselves: models, data and risk. Many enterprises need both.
Does it replace my writing or translation tools?
No. Teams keep writing in their existing tools. The platform checks the output.
Can it check content in other languages?
Yes. Arbitr checks translations against the source text in every language and holds rules per market.