A full-time, build-and-ship program designed for ambitious AI-native builders. Work inside real vertical software environments, build AI systems that ship to real customers, and pursue ownership outcomes.
Industry: Dental & medical practice management software
Description: MacPractice provides a HIPAA-compliant practice management and clinical workflow platform tailored for dental and medical practices running on macOS and iOS. The solution includes patient scheduling, billing and claims processing, clinical charting, reporting, and office management features designed to streamline daily operations and enhance care delivery. Over 3000 clinics rely on MacPractice for practice administration and productivity.
AI application ideas:
Predictive no-show risk models to optimize scheduling and decrease idle time.
Patient sentiment analysis from portal messaging to prioritize communications.
Description: Asteris delivers Keystone PACS and digital imaging management solutions for veterinary practices of all sizes. The platform consolidates and secures radiology and diagnostic images (X-ray, CT, MRI, ultrasound) and supports storage, retrieval, teleconsultation, and workflow collaboration. Its tools aim to streamline imaging processes and support faster, more accurate clinical decisions for animal health professionals.
AI application ideas:
AI-assisted image interpretation (e.g., detecting fractures or common pathologies).
Workflow triage tools that prioritize critical cases for radiologist review.
Predictive analytics for practice inventory and modality utilization.
Description: XLDent offers a comprehensive dental practice management and electronic dental records system designed to help dental practices automate key business processes, streamline clinical workflows, and manage patient care more efficiently. The suite includes tools for appointment scheduling, patient records, charting, treatment planning, insurance claims, reporting, and cloud or on-premise deployment options. It is suitable for practices of all sizes and supports both single- and multi-location operations.
AI application ideas:
Predictive patient no-show and cancellation models to optimize scheduling.
Automated dental image analysis for common findings in radiographs.
Natural language patient messaging bots that handle appointment reminders and FAQs.
Description: Progitek, best known for its Dentitek dental clinic management platform, has been serving dental professionals since 1995. It provides tools to automate clinic operations, reduce manual administrative tasks, and improve efficiency. The Dentitek suite enables paperless workflows, communication modules for patient reminders and updates, analytics dashboards, and comprehensive administrative support for billing and scheduling.
AI application ideas:
Automated appointment and billing reminders personalized by patient behavior patterns.
Clinical workflow prediction to balance staff workload and reduce bottlenecks.
Patient intake automation using conversational AI to prepopulate records.
Industry: Public safety and alarm monitoring software
Description: Bold Communications provides alarm monitoring and security operations software used by alarm receiving centres, public sector control rooms, and commercial monitoring environments. The company’s platforms (e.g., GeminiSense) support 24/7 integrated alarm and CCTV monitoring, delivering real-time visibility of security events and enhancing incident management and operational efficiency. Bold is recognised as a leading alarm monitoring provider in the UK and Europe.
AI application ideas:
Intelligent threat detection and classification from alarm and sensor streams using machine learning to reduce false alarms.
Predictive analytics to anticipate maintenance issues or network disruptions.
NLP-powered incident summarization to generate concise reports for operators.
AI-driven cybersecurity monitoring for SOC environments integrated into alarm platforms.
Description: Wageloch delivers cloud-based workforce management software that simplifies employee rostering, time and attendance tracking, electronic timesheets, HR administration, and payroll integrations for businesses across industries such as retail, healthcare, and hospitality. The platform connects with third-party payroll and POS systems to help enterprises automate labour operations and improve compliance.
AI application ideas:
Shift demand prediction using historical staffing and sales data to optimize scheduling.
Automated compliance monitoring flagging rule violations (e.g., overtime or award interpretations).
Chatbot assistant for employees to request leave, update shifts, or answer HR questions.
Workforce churn prediction to identify at-risk employees.
Description: Idhammar Systems provides computerized maintenance management (CMMS) and asset performance management solutions to help organizations coordinate equipment maintenance, reduce downtime, and improve asset lifecycle outcomes. Its suite includes modules for asset tracking, work order management, condition monitoring, inventory control, and operational analytics, servicing sectors such as manufacturing, emergency services, utilities, and automotive.
AI application ideas:
Predictive maintenance models using sensor and historical failure data to foresee equipment breakdowns.
Anomaly detection for early identification of maintenance issues.
Intelligent work order prioritization based on risk and operational impact.
Natural language maintenance request automation to convert freeform input into structured tasks.
Description: ProgressionLive provides service industry software solutions designed to streamline operations, manage customer lifecycles, scheduling, dispatching, and billing.
AI application ideas:
Automated job assignment and routing optimizing field service technician workflows.
Demand forecasting to predict busy service periods.
AI-driven customer communication for appointment notifications and follow-ups.
Sentiment analysis on customer feedback to guide service improvements.
Industry: Government, legal, regulatory, finance and insurance
Description: Irosoft develops software for government and regulated markets, including solutions for case and compliance management, licensing, inspections, and information governance. Its platforms support complex regulatory requirements while improving process efficiency for public sector, legal, and financial institutions.
AI application ideas:
Intelligent compliance monitoring leveraging NLP to flag regulatory risks.
Automated case triage and document classification to support legal workflows.
Predictive analytics for risk assessment in finance or insurance.
Conversational AI assistants for citizen or customer support.
Industry: Process industries software and digital transformation services
Description: Fusion & Pimsoft deliver software and consulting services to process-centric industries, helping companies modernize legacy systems, drive digital transformation, and integrate disparate data streams for strategic insights. Their offerings often span ERP optimization, process automation, and industry-specific application deployment.
AI application ideas:
Process optimization engines using AI to identify bottlenecks or inefficiencies.
Unified data analytics platforms with AI-powered insights across business units.
AI system migration assistants to automate and validate transformation workflows.
Digital twin simulations for process performance forecasting.
Description: EasyEmployer is an Australian workforce management platform focused on roster planning, employee scheduling, time tracking, and communication tools that help organizations manage complex shift patterns and compliance.
AI application ideas:
Predictive staffing recommendations based on demand and historical performance.
Automated roster conflict resolution using pattern recognition.
Smart notifications for shift changes and compliance alerts.
Employee sentiment analysis from internal communications.
Description: Service Central provides software to manage service businesses, including repair ticketing, inventory, billing, and customer communication. Its solutions are designed for small and medium service organizations seeking to centralize operations and improve service delivery.
AI application ideas:
AI triage and ticket classification to automatically route service requests.
Service time and resource prediction models to optimize scheduling.
Automated customer updates and chatbot support.
Parts inventory demand forecasting to manage stock efficiently.
Description: T-Innova delivers software solutions for sports organizations, including membership management, scheduling, registration, and event coordination. Their platforms help streamline administrative tasks and engagement for sports clubs and associations.
AI application ideas:
Predictive participant engagement analytics to tailor communications.
Automated match and event scheduling optimizing availability.
AI-led community insights on player performance or attendance patterns.
Natural language event summaries and automated newsletter generation.
Description: Inatech delivers software solutions for energy traders, fuel suppliers, and distributors, enabling them to manage contracts, pricing, risk, logistics, and compliance within volatile energy markets. Their offerings support complex fuel trading and supply chain operations.
AI application ideas:
AI-driven price forecasting using market signals.
Risk and compliance anomaly detection for trading operations.
Optimization of supply chains with predictive logistics planning.
Chatbot for contract queries and scenario analysis.
Description: Anju Software builds technology for life sciences teams running clinical trials and medical affairs operations. Their products and content focus on areas like adverse event reporting and pharmacovigilance process improvement, eSource for early phase clinical trials (AnjuEPS), medical information management (IRMS MAX), and clinical trial data quality workflows such as medical coding tools.