Casefleet: Legal Tech Builder
Engineering sophisticated evidence management and case-building software for attorneys. Our work focused on building tools to organize massive volumes of unstructured evidence into a unified timeline, enabling law firms to map facts to legal complaints with high precision and speed.

60% faster reporting
Efficiency
100% Reliability
Accuracy
Challenge & Scope
Requirements
Organizing disparate, massive volumes of unstructured legal evidence
Ensuring 100% data accuracy for legal complaints and automated reports
Meeting strict data security and attorney-client privilege technical standards
Integrating high-performance backend pipelines for evidence processing
Strategic Objectives
Empower attorneys to organize evidence, map facts, and build stronger legal cases efficiently.
Key Deliverables
Technical Execution
Evidence Fact Mapping
Architected a unified fact-mapping engine that allows attorneys to link evidence to specific legal claims, automatically building a cohesive litigation timeline.
Auto-Reporting Pipeline
Built a high-performance reporting engine that generates legal documents (e.g., complaints) based on mapped evidence, reducing manual drafting time by 60%.
High-Accuracy Systems
Implemented rigorous data validation layers to ensure that all evidence-to-fact mappings remain accurate and audit-ready for trial.
Technical Stack
Backend
Python
Django
FastAPI
Database
MySQL (Secure/Audited)
Process
Backend-focused Development
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Features & Outcomes
Fact Timelining
Unified visual evidence for complex litigation.
Automated Reports
60% reduction in time to file complaints.
Case Hub
100% centralization for massive litigation teams.
Client Benefits
Efficient, high-quality backend legal tech solutions at competitive rates
Rapid developer access to specialized Python/Django legal tech experts
Mitigated technical debt in critical evidence-processing pipelines
Perfect collaboration sync across US and Ethiopia time zones (UTC+3)
Strategic Outcomes
Significantly improved attorney productivity in case building and fact review
Enabled law firms to organize massive evidence volumes with ease
Reduced time-to-file for legal complaints via automation
Established a centralized, secure single-source-of-truth for case data
System Interfaces

Project Team
Sami
Backend Engineer
Reporting Engine & Fact Mapping