Run AI on the data you couldn't expose before
Six industries. Real production workflows. Real customers. LLM Capsule is the context-preserving data layer that removes the data exposure barrier blocking enterprise AI adoption — so AI runs on real data, inside your environment, under your governance.
AI in the NOC, OSS/BSS, and customer ops — without exposing subscribers
Network operations carry subscriber identities, device IDs, circuit IDs, IP ranges, and configurations. PII guardrails miss this; sovereign data rules block raw transmission. LLM Capsule encapsulates locally and routes capsules to approved external LLMs (Path A) or on-prem models (Path B for stricter workflows).
- Incident RCA generationReal-time root cause analysis on production NOC tickets
- Customer impact analysisSLA risk and enterprise customer impact summarization
- Configuration change draftingNetwork config diff explanation and approval drafts
- Runbook generationAuto-drafting incident-specific runbooks from history
AI for clinical workflows — PHI never leaves the hospital network
Clinical AI promises 30-50% reduction in documentation burden. But PHI cannot leave the hospital under HIPAA, GDPR, or K-PIPA. PII guardrails miss workflow context, lab sequences, and free-text clinical notes. LLM Capsule encapsulates patient identifiers, MRN, diagnoses, and clinical context locally; restoration happens inside the EHR.
- Radiology report draftingAI-drafted impressions from imaging studies + clinical history
- Discharge summary draftingMulti-source summarization across admission, treatment, and follow-up
- Clinical coding assistICD-10 / CPT code suggestion with audit trail
- Care coordination notesMulti-disciplinary handoff drafts with PHI protected
AI on real claim, policy, and customer data — under bank-grade governance
Insurance and banking workflows are document-heavy and customer-data-heavy: claim narratives, policy details, KYC records, transaction patterns. Sector regulators (FSC, FSS, BaFin, ACPR) increasingly require demonstrable data governance for AI workflows. LLM Capsule keeps customer data inside while AI processes safe capsules.
- Claim classification & triageAI-powered intake, severity scoring, fraud signaling
- Damage assessmentMulti-document assessment with vehicle/property data restored
- Underwriting draftRisk evaluation and premium recommendation drafts
- Regulatory submissionFiling draft and compliance review assist
AI on classified mission workflows — fully on-prem, zero external transmission
Defense, intelligence, and public-sector workflows demand zero external transmission. No external LLM endpoint is acceptable. LLM Capsule's Path B (on-prem local lightweight model) runs entirely inside the command's network — same Capsule instance, same audit framework, no external reach.
- Mission brief draftingAI-drafted operational briefs from multi-source intelligence
- Operational report summarizationMulti-format report consolidation and impact synthesis
- Doctrine reference assistDoctrine and procedure lookup with classification protection
- After-action review draftPost-operation review with mission identifiers protected
AI in OT environments — without exposing asset identifiers or process data
OT (operational technology) workflows protect mission-critical industrial assets — power, manufacturing, oil & gas, water. PLCs, SCADA tags, asset IDs, and process variables can't leak. LLM Capsule encapsulates OT identifiers locally; AI assists with anomaly explanation, runbook drafting, and incident response.
- Anomaly explanationAI-generated explanation of detected OT anomalies
- Asset documentationAuto-drafting asset and process documentation
- Vulnerability triageVulnerability impact analysis on protected asset data
- Vendor advisory parsingVendor security advisory parsing and impact mapping
AI for matter management — privilege preserved, deal terms protected
Legal workflows process privileged material — contracts, deal terms, M&A code names, litigation strategy, regulatory filings. Privilege preservation is non-negotiable. LLM Capsule encapsulates parties, deal terms, and privileged content locally; AI summarizes and analyzes the protected capsule; restoration happens inside the firm's matter management system.
- Confidential contract reviewAI-drafted risk summary across long-form contracts
- Due diligence summarizationMulti-document M&A diligence with deal data protected
- Regulatory filing draftFiling draft and compliance check with sensitive content masked
- Matter triageInitial matter intake and routing with privileged data inside
Bring your industry, your workflow, your data.
We deploy LLM Capsule on a sample workflow in your environment within 30 minutes — and produce an evaluation report on detection accuracy, restoration rate, and policy fit for your industry's regulatory profile.