The short answer
Murabaha is the most common Islamic financing structure — and at most institutions, still the most manually reviewed. Every contract requires checking asset ownership sequencing, profit disclosure, and documentation against Shariah requirements, usually by a scholar or compliance officer reading a PDF. As financing volume grows, review capacity doesn't — that gap is the bottleneck.
Murabaha — a cost-plus-profit sale structure — underpins home financing, trade finance, and commodity financing across Islamic banking. It is, by transaction volume, the workhorse of the industry.
It is also, structurally, one of the hardest financing types to review at scale. A compliant Murabaha transaction requires the bank to actually take ownership of the asset before selling it to the customer at a marked-up price — sequencing that has to be verified, not assumed, for every single contract.
Where the bottleneck actually lives
At most institutions, a Murabaha contract is reviewed as a static document — a PDF read top to bottom by a compliance officer or scholar, checked against a mental or paper checklist, with the decision logged in a spreadsheet. This works when volume is low. It breaks down as the institution scales, because review capacity is a function of headcount, not process design.
The result is predictable: growing backlogs, inconsistent review depth as reviewers rush to keep up, and scholars spending the majority of their time on document mechanics rather than the substantive jurisprudential questions that actually require their expertise.
What structured review changes
AI-assisted contract review does not remove the scholar from the decision — it removes the document mechanics from the scholar's workload. Structured parsing can flag missing ownership documentation, surface clauses that deviate from the institution's standard Murabaha template, and pre-organize a contract for review instead of leaving that organization to happen manually, every time, from scratch.
This is the design principle behind Aylinor, Daeson Technologies' Shariah governance platform: Murabaha workflow intelligence as the starting point, structured specifically to reduce review time without touching the jurisprudential judgment itself.
Frequently Asked Questions
What is Murabaha contract review?
Murabaha contract review is the process of checking a cost-plus-profit financing contract for Shariah compliance — verifying asset ownership sequencing, profit disclosure, and documentation requirements before the transaction is approved.
Why is Murabaha review still done manually at most institutions?
Most core banking systems were not built with Shariah structures in mind. Compliance teams work around this by reviewing contracts as PDFs, checking clauses against a mental or paper checklist, and logging decisions in spreadsheets — a process that scales linearly with headcount, not with volume.
Does AI replace the scholar's role in Murabaha review?
No. AI-assisted review is decision support, not decision-making. It surfaces the clauses that need scholarly attention, flags missing documentation, and structures the audit trail — the ruling itself remains a human, qualified decision.