Services
Autonomous Functions
AI-enabled business capabilities that sense, decide, act, and improve with governance, controls, and human oversight
Digitally mature organizations have invested heavily in data, analytics, automation, and AI. Yet many still struggle to turn insight into timely action. Decisions often depend on manual review, fragmented processes, delayed data, and periodic optimization cycles.
Autonomous functions help close that gap.
Ankura helps organizations design and implement autonomous functions that combine AI agents, real-time data, closed-loop automation, decision guardrails, governance, controls, and continuous performance improvement. We help leaders determine where autonomy creates value, where human oversight is required, and how intelligent workflows can improve decisions, execution, and business outcomes.
Offerings
- Autonomous Function Readiness
We assess where autonomous capabilities can create value and where governance, data, workflow, technology, or operating model gaps must be addressed first. Our readiness work helps leaders prioritize use cases based on value, feasibility, risk, data availability, process maturity, and control requirements.
- AI Agent and Workflow Design
We help design AI-enabled agents and workflows that support multi-step tasks, recommendations, routing, and execution. This includes defining the role of AI agents, decision logic, handoffs, escalation points, user experience, operating model requirements, and integration needs.
- Closed-Loop Automation
We help organizations connect signals, decisions, actions, and outcomes into closed-loop systems that support continuous improvement. Closed-loop automation allows organizations to monitor results, learn from performance, and refine future actions.
- Decision Automation and Guardrails
We design decision frameworks, controls, escalation paths, and human-in-the-loop models that help organizations automate appropriate decisions responsibly. This includes clarifying decision rights, risk thresholds, exception handling, approval flows, monitoring requirements, and accountability.
- Revenue and Pricing Optimization
We help clients explore autonomous capabilities that support pricing, revenue management, margin improvement, and commercial performance. Our work focuses on creating practical models that improve speed, consistency, profitability, and governance across commercial decisions.
- Finance, Supply Chain, and Operations Optimization
We help organizations apply autonomous capabilities to working capital, supply chain, inventory, scheduling, operational performance, and corrective actions. By combining analytics, automation, workflow design, and governance, organizations can move from periodic review to more adaptive management.
- Continuous Learning and Performance Optimization
We help establish feedback loops, monitoring, measurement, and improvement mechanisms so autonomous functions can adapt over time. This helps organizations evaluate whether autonomous capabilities are delivering intended outcomes and where refinements are needed.
Autonomous Payment Integrity Function Increases Insurance Claims Recoveries While Reducing Manual Effort
An insurance organization relied on a large team of specialists to manually review claims for overpayments and potential fraud. The process was labor-intensive, inconsistently applied, difficult to scale, and limited the organization’s ability to prioritize its highest-value recovery opportunities. Business expertise was combined with technology expertise to codify audit methodologies in a scalable rules engine and analytics platform that autonomously analyzed claims, identified potential overpayments, and prioritized cases for action. The transformation increased recoveries, improved audit accuracy and productivity, reduced manual staffing requirements, and established a scalable payment-integrity function that continuously delivers results.
The Ankura Difference
Ankura helps clients bridge emerging technology and practical business transformation. We understand that autonomy must be designed around business value, operational reality, governance, risk, controls, and measurable outcomes. Our multidisciplinary approach helps leaders move beyond experimentation and build autonomous capabilities that are practical, responsible, and aligned to enterprise priorities. We help organizations determine where autonomous capabilities make sense, how they should be governed, and how they can create measurable value.
Key Contacts
- Meade Monger
Senior Managing Director
Dallas, TX
- Sergio Banchero
Managing Director
Perth, Australia
- Vikas Damodaran
Managing Director
Dallas, TX
