Research, perspectives, and legal guides
From the Qanooni team and contributing legal professionals. Topics in UAE and MENA law, AI in legal practice, and citation-based research methods.
Peer-reviewing cited AI responses: a methodology for legal teams
When every research finding includes a source, teams can apply a structured review protocol to verify accuracy before relying on AI-generated analysis. We outline that protocol here.
Contract review at scale: how sourced clauses change the workflow
Clause-level citations make it possible to review large contract portfolios without losing confidence in each finding's statutory backing.
Due diligence in MENA: how teams are cutting research hours without cutting corners
A look at how in-house counsel teams structure their due diligence workflows when the underlying sources are always visible.
Researching the UAE Commercial Companies Law: a practical reference
Federal Decree-Law No. 32 of 2021 governs most commercial entities in the UAE. Here is how to navigate its provisions with citation-backed research.
The verification gap in legal AI: why outputs without sources are structurally untrustworthy
An AI that generates legal conclusions without showing its sources creates a verification problem that no amount of prompt engineering resolves.
What corporate counsel actually wants from AI legal research tools
Interviews with senior in-house counsel at GCC-based companies revealed consistent priorities: accountability, source visibility, and the ability to trust the output enough to act on it.
How we benchmark citation accuracy at Qanooni
Citation accuracy is not a binary property. We describe the graded methodology we use to measure whether a cited source actually supports the statement it is attached to.
From cited research to first draft: using AI output responsibly in contract work
When research findings carry citations, the path from research to first draft becomes a traceable chain rather than a leap of faith.
Dual-jurisdiction contracts: DIFC and ADGM side by side
Transactions involving both DIFC and ADGM entities require careful attention to which jurisdiction's law governs each obligation. Cited source research is especially valuable here.
Trust is not a feature: why AI legal tools must earn it structurally
Trust in a legal AI tool cannot be achieved through marketing claims or interface design. It has to be built into how the system produces and presents its outputs.
Why jurisdiction-specific training matters for legal AI in the Middle East
General-purpose legal AI tools trained on US and UK corpora produce unreliable outputs when applied to DIFC, ADGM, or UAE federal law questions.
Why we built Qanooni: the case for citation-first legal AI
The starting point for Qanooni was a specific frustration: legal AI tools that produced confident-sounding outputs with no path back to the underlying law.