Platform · AI Software Resources · Meridian 44 LLC
Expert-validated software modules, shared across every application.
AI Software Resources turn operational knowledge from domain practitioners into deployable software. Three categories — industry-specific, cross-industry, and infrastructure — organize the work, and every module ships with an evidence bundle recording who built it, how it was tested, and why it works.
Three resource categories
3 categoriesExpert-validated modules are organized into three categories. Each covers a different scope of operational knowledge — from industry-specific regulation to shared business infrastructure.
Industry-specific
Modules scoped to one vertical — domain-specific logic, compliance requirements, and the operational terminology practitioners use. Validated by the people who work in that industry.
- Healthcare HIPAA compliance checks
- Financial SOX audit trails
- Real estate property valuation
- Construction bid management
Cross-industry
Reusable modules that work across verticals. A customer onboarding pattern proven in healthcare becomes available to financial services, real estate, and every other connected industry.
- Customer onboarding flows
- Invoice processing
- Appointment scheduling
- Document generation
Infrastructure
Foundation modules for authentication, payments, analytics, and integrations — the shared layer every industry application builds on, so individual industries do not solve common problems independently.
- Payment processing
- User authentication
- Analytics tracking
- Third-party integrations
Development lifecycle
Every AI Software Resource follows the same five-phase process. Expert validation is built into each phase, not added afterward.
Expert consultation defines requirements, edge cases, and acceptance criteria. Domain practitioners specify what the module must do based on operational experience, not assumptions.
Deliverables: Requirements document · Expert validation · Acceptance criteria
Development proceeds under continuous expert review. Practitioners review the work alongside engineers, confirming the software reflects how their industry operates.
Deliverables: Source code · API documentation · Usage examples
Testing includes expert validation of business logic. Domain practitioners verify that the module handles the edge cases that only appear in real operations.
Deliverables: Unit tests · Integration tests · Expert sign-off
Staged rollout with monitoring and feedback collection. Every module deploys with full documentation and rollback procedures in place.
Deliverables: Deployment package · Monitoring setup · Rollback procedures
Ongoing updates as regulations change and experts submit refinements. Modules stay current because the practitioners who built them keep refining them.
Deliverables: Version updates · Compliance patches · Expert refinements
Quality standards
- Minimum 80% test coverage
- Expert validation required before release
- Documentation mandatory for every module
- Security audit required for all infrastructure modules
- Compliance review for regulated industries
The evidence bundle
Every AI Software Resource ships with an evidence bundle — a record of who built it, how it was validated, and the standard it was held to.
- Expert credentials and validation signature
- Test results and coverage report
- Security scan results
- Compliance certifications (where applicable)
- Usage guidelines and limitations
Contribute the modules your industry needs.
Founding contributors are encoding the first generation of expert-validated modules. Your domain knowledge becomes software your industry can use, with your name on every contribution.
Meridian 44