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Use Cases

Built for
your vertical.

Every industry has narrow tasks where a purpose-trained SLM beats a generalist frontier model. Here's where Quantum Junction customers see the biggest returns.

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Healthcare

Clinical AI that actually ships

HIPAA-compliant inference with full audit trails. Built for the regulatory reality of healthcare AI deployment.

ICD Coding

Medical coding automation

Automate ICD-10/11 coding from clinical notes with 94.2% accuracy — 18 points above GPT-4. Reduce coder workload by 60% while improving compliance with MedCode-SLM-3B.

🧬 MedCode-SLM-3B · 12ms latency · HIPAA compliant
Clinical NLP

Structured note extraction

Extract symptoms, medications, dosages, and diagnoses from unstructured clinical notes into structured FHIR R4 resources. Deploy in your EHR workflow via HL7 FHIR webhook.

🏥 ClinicalNLP-SLM-6B · FHIR R4 output · HL7 compatible
Genomics

Variant interpretation

Classify genetic variants as benign, pathogenic, or VUS from VCF files and clinical context. Pre-trained on 500M genomic sequences. ClinVar-validated outputs.

🧬 GenomeSLM-6B · ClinVar validated · VCF/FHIR input
Prior Auth

Prior authorization automation

Determine prior authorization requirements, auto-fill payer forms, and predict approval likelihood from diagnosis codes and clinical notes. Reduce PA turnaround from 3 days to 4 minutes.

📋 PriorAuth-SLM-2B · Payer-specific fine-tuning available
Legal

Contract intelligence at scale

Contract Review

Clause extraction & risk flagging

Extract obligations, penalties, termination rights, and key dates from contracts with 91% F1. Process 500-page agreements in under 8 seconds. Flag non-standard clauses against your playbook.

⚖️ LexSLM-7B · 4M contract clause training set
Due Diligence

M&A document analysis

Summarize data room documents, flag material issues, and extract key deal terms across thousands of documents in hours rather than weeks. Built for law firm and in-house counsel workflows.

📁 DiligenceSLM-13B · Supports 200+ document types
Finance

Real-time signals from financial text

Sentiment

Earnings & SEC filing sentiment

Real-time sentiment scoring on SEC filings, earnings transcripts, and financial news with 97% accuracy. Low-latency enough to integrate into live trading pipelines.

📈 FinSLM-1.3B · 5ms p50 · 20yr backtest corpus
Compliance

Regulatory document classification

Classify incoming regulatory documents, map to affected business lines, and route to the right compliance team. Covers SEC, FCA, ESMA, and MAS regulatory corpora.

🏦 RegSLM-3B · SEC/FCA/ESMA/MAS trained
Manufacturing

Predictive intelligence from industrial data

Maintenance

Predictive maintenance from logs

Parse sensor telemetry, maintenance records, and incident reports to predict equipment failure 72 hours in advance with 88% recall on critical events.

🔧 IndustrySLM-2B · SCADA & MES log trained
Quality

Defect detection from inspection reports

Classify defect types, trace root causes, and suggest corrective actions from unstructured inspection reports and QC notes. ISO 9001 audit-ready output format.

🏭 QualitySLM-1B · ISO 9001 output · MES integration

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