Case study · Market Regulation
Five thousand documents,reviewed the same way.
A municipal administration for market regulation responsible for reviewing over 5,000 policy documents a year for fair competition compliance. Reviewing a single document by hand took 2 to 3 hours, which put sustained pressure on staff and capped throughput. Different reviewers applied different interpretations, so outcomes were inconsistent across the same body of rules. Oversight or a judgment error at that volume carries significant policy risk.
Constraints and answers
Consistency at 5,000 documents is not a staffing problem.
The system that made every review the same
More than 5,000 documents a year
More than 5,000 policy documents required review annually, which created a heavy workload and sustained pressure on staff.
Different reviewers, different readings of the rules
Review standards were inconsistent, because different reviewers applied different interpretations and reached different outcomes.
2 to 3 hours per document
Reviewing a single document by hand took 2 to 3 hours, which severely limited throughput.
Judgment errors expose policy and compliance risk
Human oversight or a judgment error at that volume exposes the administration to significant policy and compliance risk.
Intelligent document parsing
Automatic extraction from PDF, word-processor and scanned documents into one normalized structured format.
Semantic compliance matching
Clauses matched against the relevant laws and policy frameworks rather than against a reviewer’s recollection of them.
Multi-dimensional risk assessment
Potential compliance issues detected from several angles at once.
One-click report generation
Standardized, professional review reports produced in one step.
End-to-end workflow management
The full review lifecycle digitized, from document intake through to final archiving.
Every document enters the same pipeline, and leaves it read the same way.
The results
Hours to minutes per document, at 80% more throughput.
- 80%
- INCREASE IN EFFICIENCY
- Document review throughput up across every team.
- 50%
- REDUCTION IN MANAGEMENT COST
- Automated processing and less manual labor.
- 5,000
- POLICY DOCUMENTS A YEAR
- Processed annually through the automated pipeline.
- PER DOCUMENT REVIEW CYCLE
- Down from 2 to 3 hours, on a fully automated review pipeline.
The same 5,000 documents, reviewed against the same reading of the same law.
The stack
What was deployed
Automatic extraction and normalization from PDF, word-processor and scanned formats into structured data.
Clause analysis matching document content against the relevant laws and policy frameworks.
Compliance issue detection across several regulatory angles at once.
One-click production of standardized review reports with consistent formatting.
The review lifecycle digitized from intake through analysis to archiving.
Nota sobre capacidades
Las capacidades, credenciales y referencias de implementación mostradas en este sitio reflejan el trabajo colectivo del equipo central de ingeniería de Amanah. Ciertos proyectos se entregaron bajo entidades previas o afiliadas. Las implementaciones soberanas son confidenciales por mandato, por lo que no se identifica a clientes individuales. Las referencias subyacentes son verificables bajo NDA.
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