Solutions

Run AI on the data you couldn't expose before

Sensitive operational data can't go to an external AI in raw form. LLM Capsule is the Context-Preserving Data Layer for AI that handles it inside your environment. Approved models work on a substituted version, and the answer comes back to your workflow with the original values restored.

See how it works Try it on your data
Telecom

NOC and customer-ops AI, without exposing subscribers

Subscriber IDs, circuit IDs, and network configs are what generic PII filters miss. LLM Capsule substitutes them locally, so an approved model runs the real workflow.

Read: How to deploy AI in a telecom NOC
Without LLM Capsule
NOC AI pilot stalls
Subscriber and device data can't reach an external model. The pilot demos on synthetic data, then stalls in security review.
With LLM Capsule
RCA and recommendations, auto-inserted
The substituted version goes to the model. The analysis lands back in the original ticket with real subscriber and circuit IDs.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Incident RCA generationOn production NOC tickets
  • Customer impact analysisSLA risk for enterprise accounts
  • Configuration change draftingConfig diffs with approval drafts
  • Runbook generationDrafted from incident history
Recognition
T-Challenge 2026 Runner-up
Placed 2nd of 12 finalists in the program hosted by Deutsche Telekom & T-Mobile US.
Healthcare

AI for clinical workflows, with PHI inside the hospital network

PII guardrails miss clinical context, lab sequences, and free-text notes. LLM Capsule substitutes patient identifiers, MRN, and diagnoses locally, and the real values are restored inside the EHR.

Read: How to deploy AI in a hospital
Without LLM Capsule
Documentation pilot blocked
The privacy officer blocks deployment. Physicians turn to shadow AI on personal devices, and the pilot gains vanish.
With LLM Capsule
AI drafts inside your hospital systems
AI drafts radiology summaries and discharge notes, and outputs are restored inside the EHR. Audit trails go to the privacy office.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Radiology report draftingFrom imaging studies and history
  • Discharge summary draftingAcross admission, treatment, follow-up
  • Clinical coding assistICD-10 / CPT with audit trail
  • Care coordination notesMulti-disciplinary handoff drafts
Finance / Insurance

AI on real claim and customer workflows, under your governance

Claim narratives, policy details, and KYC records are document-heavy and full of customer data. LLM Capsule keeps those values inside while an approved model does the work.

Read: Pilot to production for regulated AI
Without LLM Capsule
Claims AI never reaches production
Customer names, policy IDs, and claim narratives can't reach an external model. AI drafts on synthetic data and fails risk review.
With LLM Capsule
AI processes claims at production volume
Claim classification, fraud signals, and underwriting drafts run at production volume inside the insurer's existing systems.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Claim classificationIntake, severity scoring, fraud signals
  • Damage assessmentVehicle and property details back in the answer
  • Underwriting draftRisk evaluation and premium drafts
  • Regulatory submissionFiling drafts and compliance review
Customer Proof
Kyobo Life · DB Insurance
Financial teams apply LLM Capsule to sensitive customer documents, with values substituted locally before each model call.
Public Sector / Defense

AI on classified mission workflows, fully on-prem

Isolated networks rule out external model endpoints. LLM Capsule Path B runs a local model inside the command network, with the same LLM Capsule instance and the same audit framework.

Read: Sovereign AI architecture
Without LLM Capsule
AI categorically excluded
External model use isn't permitted. Mission workflows run without AI, and the productivity gap widens.
With LLM Capsule
AI inside command boundary
A quantized on-prem model works on the substituted version. AI drafts mission briefs, intelligence summaries, and operational reports inside the command.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Mission brief draftingFrom multi-source intelligence
  • Operational reportsMulti-format consolidation
  • Doctrine reference assistLookup with classification scope
  • After-action reviewMission identifiers substituted
OT / Industrial Cyber

AI in OT environments, without exposing asset or process data

PLCs, SCADA tags, asset IDs, and process variables can't leave the plant. LLM Capsule substitutes those identifiers locally, so AI can explain anomalies and draft runbooks.

Read: AI on network & operations data
Without LLM Capsule
OT teams blocked from AI
Asset IDs, process variables, and vendor configs can't reach an external model. OT operators get no AI support during an incident.
With LLM Capsule
AI assist for OT incident response
AI drafts incident analysis, anomaly explanation, and a recommended runbook on the substituted version, then restores the original values for OT operators.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Anomaly explanationOn detected OT anomalies
  • Asset documentationAsset and process docs drafted
  • Vulnerability triageImpact analysis on asset data
  • Vendor advisory parsingAdvisory parsing and mapping
Customer Proof
Claroty
OT asset identifiers and process variables substituted locally. Analysts get AI support without customer infrastructure data.
Legal

AI for matter management, with privilege intact

Contracts, deal terms, M&A code names, and litigation strategy are privileged. LLM Capsule substitutes parties and terms locally, and restoration happens inside the firm's matter management system.

Read: Context-Preserving Data Layer for AI (definition)
Without LLM Capsule
Legal AI blocked by privilege
Deal terms, party names, and code names can't reach an external model. Associates fall back to manual review.
With LLM Capsule
AI assist inside privileged workflow
AI drafts summaries, risk analyses, and clause comparisons on the substituted version. Original values are restored in matter management with privilege intact.

Substitute values run on the model. Original values are restored inside your environment.

Production Workflows
  • Contract reviewRisk summary across long contracts
  • Due diligence summaryMulti-document M&A diligence
  • Regulatory filing draftFiling drafts with terms substituted
  • Matter triageIntake and routing, privileged inside

Start with one workflow AI can't reach yet.

In a 30-minute session, we walk through LLM Capsule on a sample workflow from your industry, then plan the setup in your environment.

View architecture Trust Center Try it on your data