How Neutrinos AI Hub Enables Seamless Claim Eligibility Decisions
Imagine this.
A user types into your claims chatbot:
“Saya dirawat di RS Medika karena demam berdarah.”
(I was admitted to RS Medika for dengue fever.)
Sometimes it’s a message.
Sometimes it’s an uploaded pre-auth form.
Often, it’s in multiple languages — or a mix of them.
Your system has less than 10 seconds to decide:
- Is this patient eligible under the policy?
- Is the hospital empaneled?
- Does the policy cover this illness?
- Is there sufficient sum insured left?
No structured format. No fixed fields. No second chances.
That’s real-world complexity.
Most systems break under this. But Neutrinos AI Hub is built for it.
The Challenge
Legacy systems expect clean forms.
But real life delivers ambiguity — language variations, layout inconsistencies, and contextual gaps.
The need is no longer just about extracting fields.
It’s about:
- Understanding multilingual, unstructured inputs
- Mapping them to structured policies
- Validating against real-time data
- And responding instantly
Meet the Claim Eligibility & Coverage Agent
What this agent does
This AI-powered agent helps you check if a person is eligible for a claim — right when the claim starts.
It checks:
- Is the policy active?
- Is the treatment covered?
- Is the hospital in the cashless network?
- Is there enough sum insured?
- Are all documents in place?
It also guides the user through:
- What documents are needed
- Whether to go for cashless or reimbursement
- Any pre-approvals required
All this happens through a conversation — no long forms or manual checks.
How It’s Set Up on Neutrinos AI Hub
This agent is built using different parts of the Neutrinos AI Hub platform, working together in one smart pipeline:
- Language & OCR Handling: Understands inputs in over 50 languages, even from scanned documents.
- Policy Data Lookups: Pulls live data from policy systems — like plan details, coverage, waiting period, hospital list.
- Business Rule Checks: Applies rules for coverage, sub-limits, and exclusions automatically.
- Smart Conversations: Gives real-time answers using platform logic, based on what the user is asking.
- Privacy & Logs: Keeps a record of all checks and conversations, with full data privacy and audit trail.
This agent helps reduce wrong claims, speeds up eligibility checks, and makes the entire process simple — for both users and claim handlers.
Let’s walk through how this comes together — step by step — with real platform flows and screens from Neutrinos AI Hub.
Inside AI Hub: Step-by-Step Process (with Screenshots)
Intake Trigger — Claim Initiation via Chat
The user begins with a simple question:
“Apakah saya bisa klaim cashless untuk demam berdarah?”
(Can I claim cashless for dengue fever?)
AI Hub in Action:
- Configure generative assistants with tailored prompts, tone, and fallback flows
- Design multilingual conversation journeys to guide users through eligibility checks
- Use built-in assistant setup tools to simulate and refine chat flows
Language Understanding + Contextual API Mapping
The platform instantly:
- Detects and understands inputs across 50+ languages, including mixed-language entries
- Runs OCR (if the content is scanned)
- Maps terms like “Diagnosa Akhir” to standardized fields like “Final Diagnosis”
- Calls APIs for:
- Policy details (status, exclusions, waiting periods)
- Sum insured left
- Hospital empanelment status
How the Platform Reads It Seamlessly:
- Instantly detects the language — even in mixed-language inputs
- Converts scanned text into machine-readable format
- Normalizes field labels across languages
- Pulls real-time policy data using pre-configured API integrations
Generative Response Creation — Personalized Output
Once eligibility logic is processed, the assistant replies:
“Yes, your policy supports cashless claims for dengue fever at RS Medika. Please upload your ID and pre-auth form.”
How the AI Hub Responds:
- Uses the Assistant Builder to craft multilingual, context-aware responses
- Runs conversations through the Test Console to validate tone, token accuracy, and message flow
- Orchestrates dynamic replies using platform-driven prompt logic for personalized engagement
Document Upload — Smart Extraction & Validation
User uploads:
- Medical report (PDF)
- ID proof
- Pre-auth form
AI Hub automatically:
- Extracts fields (name, diagnosis, dates) via NLP + OCR
- Validates coverage (e.g., treatment date vs. waiting period)
- Flags mismatches (e.g., pre-auth missing, sum insured exhausted)
How the AI Hub Handles This:
- Runs an integrated pipeline that combines OCR, NLP, Translation, and PII Masking for multilingual document understanding
- Extracts and structures key fields using trained patterns and semantic mapping
- Applies business rules in-line to validate data like diagnosis, treatment dates, and sum insured
- Routes flagged cases through the built-in Review Hub for human-in-the-loop checks when needed
Final Decision — Routed Automatically
If everything checks out:
“You’re eligible. Moving to digital pre-auth submission.”
Else, escalated to:
- A case manager, or
- Reëls (Neutrinos’ visual rule engine) for policy-driven exception handling
How It’s Seamlessly Routed:
- System checks are logged and verified with built-in audit trails
- Case assignment or escalation is handled instantly through secure workflows
- All logic execution happens within a governed, token-protected environment
Business Outcomes Delivered
- Determine eligibility from multilingual, unstructured inputs in real time
- Navigate policy conditions and hospital networks without manual lookup
- Provide guided claim recommendations (cashless vs. reimbursement) dynamically
- Maintain full traceability with audit trails and integrated validation
Why Neutrinos Is Different
This isn’t plug-and-play AI.
This is domain-specific intelligence, embedded inside the platform itself:
- Understands intent, not just text
- Adapts to language, policy variations, hospital networks
- Responds like an expert — but at machine speed
Built and deployed entirely using Neutrinos AI Hub — with no third-party stitching.
Ready to Build Your Own?
Whether it’s for:
- Pre-claim eligibility
- Document validation
- Conversational claims intake
Neutrinos AI Hub gives you the power to build and launch your own AI assistants — fast, secure, and fully governed.
Turn ambiguity → insight → decision.
Across languages. Across systems. In real time.