Banking and
Financial Services
Legacy systems are so interdependent that code changes cascade unpredictably. Regulatory risk means testing is exhaustive and slow. Banking leaders can’t safely accelerate software transformation and delivery without mapping and re-architecting the system’s dependencies.
Agents can help reverse-engineer system dependencies, run testing at scale, automate manual reporting, and accelerate financial analysis.
Outcomes That Matter
Communications, Media, and Entertainment
Meeting consumer expectations is the key to finding new audiences and driving engagement. Licensing, compliance, and content rights are too often baked into fragmented systems that don’t talk to each other. Content decisions require coordinating data and business logic across multiple codebases and teams. Legacy software architecture can’t keep up with AI-powered business velocity. Agentic AI can now modernize systems, reshape content and experiences, and drive connectivity demand.
Outcomes That Matter
Healthcare and
Life Sciences
Downtime disrupts care, so legacy clinical and operational systems can’t be easily ripped out. Modernizing requires surgical precision: reverse-engineering complex code, proving equivalence, migrating without patient impact. Manual approaches miss regulatory deadlines. Payers and providers stay trapped in administrative overhead.
Now, agents accelerate reverse-engineering, claims processing, clinical-trial cycles, and help respond to regulatory changes in weeks instead of months. Member satisfaction, regulatory response, and accuracy all improve.
Claims, operations, and the systems behind care
- Claims automation and adjudication
- Fraud and payment integrity
- Real-time interoperability across EHRs, HIEs, and PBMs via FHIR and HL7
- End-to-end revenue cycle automation that reduces A/R days and strengthens financial performance
- A rebuilt administrative engine
Member, provider, and patient experience
- Personalized member engagement that improves CAHPS and HEDIS scores
- Automated documentation, coding, and prior authorization that lifts provider satisfaction
- Care navigation that routes to the right setting
- Population health that surfaces risk early
Discovery to therapy
- Drug discovery accelerated by biomedical knowledge graphs
- Clinical trials with auto-generated CSRs, SAPs, and narratives
- Regulatory intelligence with a 70%+ faster response
- Pharmacovigilance, real-world evidence, and precision medicine in production.
- Claims automation and adjudication
- Fraud and payment integrity
- Real-time interoperability across EHRs, HIEs, and PBMs via FHIR and HL7
- End-to-end revenue cycle automation that reduces A/R days and strengthens financial performance
- A rebuilt administrative engine
- Personalized member engagement that improves CAHPS and HEDIS scores
- Automated documentation, coding, and prior authorization that lifts provider satisfaction
- Care navigation that routes to the right setting
- Population health that surfaces risk early
- Drug discovery accelerated by biomedical knowledge graphs
- Clinical trials with auto-generated CSRs, SAPs, and narratives
- Regulatory intelligence with a 70%+ faster response
- Pharmacovigilance, real-world evidence, and precision medicine in production.
Outcomes That Matter
High-Tech
Shipping new product features takes twice as long because the codebase is fragile. Engineers spend too much time maintaining legacy code, paying down technical debt, and managing system reliability. High-tech leaders need to claw back engineering capacity.
Agents can now handle maintenance work such as reverse-engineering dependencies, refactoring at scale, running test automation, and surfacing reliability issues before they become incidents. Engineers focus on building so velocity can match ambition.
Outcomes That Matter
Private Equity
Portfolio companies run on codebases more than 20 years old that few understand. Refactoring them is risky and expensive. These block new business models and scaling. Re-engineering the code is a maddening blocker to MOIC.
Now, agents reverse-engineer legacy systems at scale. Core products modernize without disrupting operations. Exits pull forward with significant valuation impact. Product launches accelerate from years to months. Engineering velocity converts into multiple expansion.
Outcomes That Matter
Retail and Consumer
Goods
Omnichannel complexity fragments systems. Inventory, pricing, and customer data need to sync across channels in real time. When they don’t, margin leakage is immediate and compounding.
Now, agents consolidate customer data across channels, automate pricing decisions, and synchronize inventory in real time. Support and operations overhead drops while cross-sell opportunities surface, consumers stick, and forecast accuracy improves. Retail systems can move as fast as the market.
Outcomes That Matter
Travel and Hospitality
Real-time pricing and availability systems were built for steady-state load. Surge events—holidays, sales, weather disruptions—can overwhelm the architecture. Fixes during peak periods is risky. Too often, systems can’t evolve fast enough to keep pace with demand volatility.
Now, agents handle real-time pricing decisions, forecasting, and guest data management without disrupting operations. With AI, booking volumes and profitability rise. Guest data flows seamlessly for frictionless experiences.