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Rubraik Automate, agentic AI for regulated operations

Agents that work the case, not just the click

Rubraik Automate deploys AI agents that read the case, decide what it needs, act across your systems, and bring a person in at the points that require judgment. Built for healthcare, insurance, financial services, and utilities, where accuracy and auditability decide whether automation is allowed to run at all.

Talk to an expert

The work behind the work, automated and governed

Legacy RPA breaks when processes change. RCX Rubraik Automate takes a different approach: AI agents that understand context, navigate exceptions, and complete multi-step work across contact center and back office operations — moving data between systems, processing documents, updating records, and closing cases from end to end. Agents act across your existing systems, including legacy applications, with no rip-and-replace project. 

Every action runs inside a governed framework with full auditability, enforced policies, and human oversight at the points that matter. Your teams focus on decisions and relationships; automation scales in regulated operations while control stays firmly in place. 

Why agentic changes
what you can automate

Rules-based automation handles the path you predicted. Regulated work is mostly the paths you did not.

 

What rules-based automation does

  • Follows a fixed sequence and stops when the screen changes.
  • Needs every exception mapped in advance by a developer.
  • Reads structured fields and fails on a fax, a scan, or a free-text note.
  • Breaks when a plan rule, a state requirement, or a form version changes.
  • Reports what it ran rather than what it achieved.

What an agent does instead

  • Reads the case, works out what it needs, and chooses the next action.
  • Handles exceptions it has not seen before by reasoning from your policy.
  • Interprets unstructured documents, correspondence, and notes.
  • Adapts when rules change, because it works from the policy rather than a script.
  • Stops and escalates when confidence is low or a regulated decision is due.

Where agents earn their place in regulated work

Not pilots. These are the processes where the volume is high, the rules are strict, and the manual cost is largest.

Healthcare payers
Insurance
Financial services
Utilities

Prior authorization preparation

Agents intake requests from any channel, verify eligibility and network status, test documentation against medical policy, and chase what is missing before a reviewer sees the case.

Claims inquiry and correction

Agents trace a claim through adjudication, identify why it denied, distinguish a coding issue from an eligibility issue from a coordination of benefits issue, and prepare the correction for approval.

Grievance and appeal casework

Agents classify the case type, apply the correct regulatory clock, assemble the full history across systems, draft the acknowledgement, and track every deadline to closure.

Enrollment and eligibility processing

Agents validate applications, reconcile discrepancies against state and federal files, resolve routine mismatches, and route genuine conflicts to a person with the evidence attached.

Provider directory validation

Agents contact practices, confirm address, panel status, and accepting-new-patients data, and update the directory continuously rather than in an annual sweep.

Care gap and Stars follow-through

Agents identify open gaps, reach members and providers, schedule what needs scheduling, and confirm completion in the record rather than logging an attempt.

First notice of loss intake

Agents capture the loss from any channel, validate coverage in force, classify severity and complexity, and open the claim with the file already populated.

Claims document validation

Agents read estimates, police reports, invoices, and medical records, extract what the file needs, and flag inconsistencies for a person to judge.

Policy servicing and endorsements

Agents process address changes, vehicle and driver additions, coverage adjustments, and lienholder updates end to end across policy administration systems.

Renewal preparation

Agents assemble the renewal picture, identify rating and coverage changes that need explaining, and prepare the outreach before the customer is surprised by a premium.

Subrogation and recovery review

Agents scan closed claims for recovery potential, assemble supporting documentation, and prepare the demand package for a specialist to approve.

Complaint and regulatory response

Agents assemble the complete claim history, draft the response against the required format, and track the regulatory deadline through to filing.

Onboarding and KYC review

Agents collect and read identity documentation, run the required checks, resolve routine discrepancies, and escalate genuine risk indicators to a compliance officer.

Dispute and chargeback casework

Agents classify the dispute, gather transaction evidence, apply network rules and timeframes, and prepare representment packages inside the deadline.

Payment arrangements and hardship

Agents assess eligibility against policy, set up qualifying arrangements, and route hardship cases requiring discretion to a person with the file complete.

Fraud alert triage

Agents review alerts against behavior and history, clear the clearly legitimate, and present genuine suspicion to an analyst with the reasoning shown.

Servicing and maintenance requests

Agents complete address and beneficiary changes, statement requests, card actions, and account maintenance across core banking systems.

Regulatory reporting preparation

Agents assemble the data, reconcile it across sources, flag anomalies for review, and prepare the submission for sign-off.

Billing dispute investigation

Agents pull meter data, rate history, and usage patterns, identify what actually caused the bill, and prepare the correction or the explanation.

Move in and move out orders

Agents validate the request, schedule the work, coordinate final and opening reads, and confirm the account transition across billing and field systems.

Hardship and protected status

Agents assess eligibility against regulatory protections, apply qualifying status, and escalate cases needing discretion with the assessment complete.

Outage case handling

Agents correlate reports, update affected accounts, issue proactive notifications, and process the resulting claims and credits.

Connection and service orders

Agents validate requirements, sequence the dependencies, book the field work, and keep the customer informed at every stage.

Regulatory complaint response

Agents assemble the account history, draft the response against the regulator’s format, and track the deadline through to submission.

What the agents can do

Reason

  • Interprets unstructured documents, correspondence, and clinical or claims notes.
  • Decides what a case needs rather than following a fixed branch.
  • Works from your policies, so a rule change updates behavior without a rebuild.
  • Recognizes when it is uncertain and says so instead of guessing.

Act

  • Runs multi-step processes end to end, around the clock.
  • Operates across CRMs, core platforms, and legacy applications with no rip-and-replace project.
  • Reaches out to members, customers, and providers to unblock a case.
  • Classifies, routes, and orchestrates work against intents and service levels.

Stay accountable

  • Escalates regulated decisions and low-confidence cases to a named person.
  • Logs every action, source, and decision point with timestamps.
  • Masks sensitive data and holds least-privilege access in every workflow.
  • Reports automation rate, accuracy, and outcome, not bot counts.

Built on the strongest parts of the automation ecosystem

We assemble proven platforms rather than asking you to bet on one vendor’s roadmap.

 

Reasoning and judgment

Frontier language models interpret documents, weigh cases against policy, and decide what happens next.

Enterprise process automation

Established RPA and desktop automation reach the systems that have no API, including the ones nobody wants to touch.

Conversational execution

Voice and digital agents carry the outreach that unblocks a case, in the customer's language and channel.

Case and service management

Workflow and service platforms hold the case, the queue, the service level, and the audit record.

Reasoning and judgment

Frontier language models interpret documents, weigh cases against policy, and decide what happens next.

Enterprise process automation

Established RPA and desktop automation reach the systems that have no API, including the ones nobody wants to touch.

Conversational execution

Voice and digital agents carry the outreach that unblocks a case, in the customer's language and channel.

Case and service management

Workflow and service platforms hold the case, the queue, the service level, and the audit record.

The orchestration layer is ours, and it is what turns four platforms into one accountable process. That layer is also what we tune in production, because the model choice matters far less than knowing which step should never be automated.

Impact you can measure

Lower cost to serve

The manual assembly work behind every case comes off the human queue.

Faster cycle times

Cases move overnight and across shifts instead of waiting for a queue to open.

Elastic capacity

Enrollment periods and storm events absorb without a temporary workforce.

Governed compliance

Turnaround windows and audit trails hold because the process enforces them.

How we make it real

We take a three-step approach to automating processes, giving hundreds of hours back to decision-makers and allowing them to focus on what matters most — delighting your customers. 

We find the work
We assess your processes to identify where agentic automation delivers the highest value fastest, using how the work actually runs rather than how the flowchart describes it.
We prove the case
We quantify the opportunity across cost, quality, and cycle time, and we agree upfront which steps a person will keep.
We run it in production
We deploy, monitor, and tune agents in live operations, with human oversight designed into every workflow rather than added after an incident.

What sets us apart

Compliance and audit trails are native to every agent, because the product was designed for regulated environments from the start.

Delivery is measured on cost, quality, and experience outcomes rather than on how many bots are running.

Thirty years of operations expertise means we automate the process as it actually runs, including the workarounds nobody documented.

Analyze finds the opportunity, Automate puts it into production, and Audit assures every action taken.

Ten capabilities, connected at every level

RCX Rubraik Assist

Agent assist and conversation summarization — the right answer, in the agent’s flow.
Explore

RCX Rubraik Automate

Agentic AI, RDA and RPA that takes routine, compliance-heavy work off the workforce.
Explore

RCX Rubraik Analyze

Analytics and insights that turn interaction data into a consolidated, actionable view.
Explore

RCX Rubraik Audit

Automated quality for compliance and behavioural insights across every interaction.
Explore

RCX Rubraik Ascend

AI simulations and adaptive learning that compress ramp time for seasonal scale.
Explore

RCX Rubraik Achieve

AI performance enablement that extends coaching capacity across wider spans.
Explore

RCX Rubraik Access

Real-time language support and multilingual compliance for LEP populations.
Explore

RCX Rubraik Acxent

Noise cancellation and language clarity that hold up on every call.
Explore

RCX Rubraik Animate

Deploys AI-powered voice, chat, visual, and virtual agents across every member channel.
Explore

RCX Rubraik Advise

Consulting and strategic advisory that turns AI output into operating strategy.

Explore

Explore Rubraik

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Pick a process. We will show you what an agent does with it.

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