Custom
Programming
Software that automates research, data acquisition, and internal workflows
Built for plaintiffs’ firms and hedge funds where reliability matters
Potent Pages builds custom software that turns high-effort manual work into stable, repeatable systems. We focus on outcomes: faster case discovery, cleaner datasets, dependable automation, and tools your team can actually use.
Our programming work often sits behind web crawling, data pipelines, search interfaces, dashboards, exports, and integrations. If your business depends on accurate information and consistent execution, we build the infrastructure to support it.
Programming that Ships Outcomes
Not “code for hire”
Most teams don’t need a random feature. They need a system that reduces risk, saves time, and produces consistent results. Our programming work is engineered around stability, maintainability, and real-world usage.
- Designed for change (websites and data sources evolve)
- Built for long-term operation, not quick hacks
- Documented so it can be maintained and extended
Systems built around data
Many of our projects sit at the center of data acquisition, cleaning, transformation, and delivery. We build tools that turn raw inputs into decision-ready outputs.
- Dashboards and internal portals
- Automations and scheduled pipelines
- Exports (CSV/XLSX) and database integration
Programming for Plaintiffs’ Law Firms
Plaintiffs’ firms win by seeing opportunities early and acting quickly. Manual research does not scale, and missed signals can mean missed cases. We build software that helps firms move from reactive research to proactive discovery.
Automated Case Discovery
Custom systems that identify potential cases by monitoring key sources and extracting relevant signals.
- Court and docket monitoring
- Regulatory and agency updates
- High-volume site tracking across jurisdictions
Legal Data Normalization
Turn messy, inconsistent sources into standardized data your staff can filter, search, and review.
- Parsing PDFs / HTML / mixed formats
- Entity extraction and structured fields
- Deduplication and quality checks
Internal Tools that Save Time
Interfaces that reduce manual steps and make workflows consistent across your team.
- Intake and triage dashboards
- Search and filtering tools
- Audit logs and staff workflows
If your firm needs to cover more ground with fewer manual hours, we can help you build the underlying system.
Programming for Hedge Funds and Financial Teams
Alternative data only creates an edge if it is collected reliably, cleaned consistently, and delivered in a usable format. We build systems that acquire data at scale while staying resilient to site changes, rate limits, and ongoing maintenance realities.
Alternative Data Acquisition
Custom crawlers and collection tooling built for complex sources and real-world operational constraints.
- Multi-step navigation and form workflows
- Handling pagination, auth, and dynamic content
- Change detection and monitoring
ETL + Data Pipelines
Transform raw inputs into stable datasets your team can trust.
- Cleaning, normalization, validation
- Scheduled ingestion (daily/hourly)
- Backfills and historical rebuilding
Delivery and Integration
We deliver data in the format your workflows require, including integration into internal systems.
- CSV/XLSX exports
- Databases and data warehouses
- APIs for downstream consumers
Core Programming Capabilities
We choose tools based on the problem. The goal is always a stable system that produces usable outputs.
What we build
- Custom software systems and internal tools
- Web crawlers, bots, and data collectors
- Dashboards, portals, and data entry interfaces
- APIs and integration layers
- Automations, schedulers, and workflows
What we optimize
- Reliability and monitoring (so it keeps working)
- Data quality and validation
- Performance and cost efficiency
- Maintainability and documentation
- Security-minded implementation
How We Work
1) Define the outcome
We start by clarifying what “success” looks like: what decisions the system supports, what outputs are required, and what constraints exist.
2) Scope the system
We propose a practical build plan: sources, workflows, data formats, integration points, and operational needs.
3) Build for stability
We implement with resilience in mind: error handling, monitoring hooks, documentation, and predictable operation.
4) Validate and iterate
We test outputs, confirm quality, and refine the system so it matches real usage and business requirements.
5) Support long-term
We can provide ongoing maintenance, enhancements, and monitoring as your sources and needs evolve.
Always: clear communication
We keep work understandable and visible, with practical updates and a focus on reducing your internal overhead.
Example Use Cases
These are typical scenarios where custom programming creates leverage for legal and financial teams.
Case Lead Engine
Law firms: monitor specific sources, extract key facts, and present candidates for review in an internal dashboard.
- Alerts + review queues
- Source links + audit trail
- Exportable reports
Alternative Data Feed
Hedge funds: collect a proprietary dataset, clean it daily, validate it, and deliver it to research teams.
- Daily ingestion + backfills
- Schema normalization
- CSV/API/database delivery
Internal Ops Dashboard
Both: replace messy spreadsheets and manual handoffs with a single system of record.
- Search + filtering
- Role-based workflows
- Exports and reporting
Let’s Build Something Dependable
If you have a programming project tied to case discovery, alternative data, automation, or internal tools, we can help you scope it and build a system designed for stability and long-term performance.
Contact Us