SEQUENCING · FLAGSHIP
12% smaller · 22-min align
FASTQ / BAM / VCF on the SwissVault genomics benchmark. Closed-loop clinical AMR reasoning binds sequence → phenotype → mechanism → provenance.
MEDICAL KG · DESIGN-PARTNER PIPELINE
BIRAC-TRACKED · ACTIVELY ENGAGING PARTNERSImaging, sequencing, EHR, devices, trials — one audit-trailed graph. Customer-controlled deployment, no public-LLM exposure. Built on the same Cithorum substrate that runs our 1 PB internal Data-Centre Ops graph.
THE PROBLEM
A single FASTQ run is 100–300 GB. Implant makers carry a 25-year follow-up obligation. Trial data is retained for the lifetime of the submission plus a decade. Medical estates retain everything, forever, by regulation — and the cost curve is unforgiving.
Cross-system questions cost a quarter and three analysts. Public-LLM tools are non-starters the moment patient data crosses the perimeter. Medical KG runs inside your perimeter, on the same Jam codec already in production at ~₹70L ARR. Every query is audit-logged.
WHAT YOU GET
SEQUENCING · FLAGSHIP
FASTQ / BAM / VCF on the SwissVault genomics benchmark. Closed-loop clinical AMR reasoning binds sequence → phenotype → mechanism → provenance.
IMAGING · FLAGSHIP
Petabyte-scale PACS archives — CT, MRI, PET, X-ray, DICOM. Imaging linked to patient, study, physician, outcome. Survives the next PACS migration.
DEVICES
Serial → patient → procedure → surgeon → outcome → manufacturer → recall. The missing layer between the follow-up obligation and the warranty claim.
EHR · CLINICAL
Structured + unstructured clinical records. Long-retention compression on de-active records. Patient → visit → diagnosis → medication → provider graph.
TRIALS
Cohort, raw assays, inter-site replicates, statistical packages. Trial → site → patient → assay → outcome → submission graph. Regulator-export ready.
PROCUREMENT
Order → manufacturer → distributor → hospital → department → procedure consumption. What devices actually do once they enter clinical use.
Full technical depth — schema, connectors, deployment patterns, compliance mapping — at /kg/medical.
PLATFORM
Cithorum sits on top of LIMS, PACS, EMR, and sequencing instruments — and emits queryable, audit-trailed intelligence back to the clinical decision surfaces. We bind evidence; we don't replace systems of record.
INGEST
Cithorum sits on top of the hospital's existing systems-of-record. We don't replace the LIMS, the PACS, or the EMR — we read their output, normalise it, and bind it into the graph with full provenance.
REASONING LAYER
Every edge carries provenance: source, timestamp, actor. Every fact traces. The graph is the integration surface, not a silo on top of one.
QUERY & ALERT
Queries — not dashboards. Alert surfaces are typed, not preset. The graph emits answers wherever they need to land: at the bedside, in the clinician's inbox, in the regulator's audit report.
(p:Patient)-[:IN]->(w:Ward)<-[:IN]-(q:Patient)
-[:CULTURED]->(i:Isolate {genus:"Klebsiella"})
WHERE q.admit < p.admit AND p.admit < q.dischargeWard co-colonisation chain · window 0–30d(:Isolate)-[:CARRIES]->(:Gene {name:"bla_KPC"})
-[:ON]->(:Plasmid {type:"IncFII"})Plasmid-level resistance shell(d:Device {sn:"SN-83"})-[:IMPLANTED_IN]->(p:Patient)
-[:UNDERWENT]->(s:Surgery)
-[:OUTCOME]->(o:Outcome) WHERE o.years_post >= 5Long-term implant outcome traceNot another LIMS. LabWare, STARLIMS, Clarity, and the hospital's PACS / EMR / HIS remain the systems of record. Cithorum is the reasoning layer that reads from them, binds the evidence, and emits queryable, audit-trailed intelligence — without any data leaving the operator boundary.
APPS ON THE MEDICAL KG
Buy one app to start; add the rest as your estate matures. Same KG, same Jam-compressed storage, same regulatory posture.
FASTQ ingest with Jam, hash-verified batches, variant interpretation, regulator-export PDFs. SwissVault: 12% smaller, 22-min align.
For: sequencing labs · biobanks · clinical genomics.
Closed-loop clinical AMR decisioning over CRE-Kp. Predict → Measure → Confirm → Retrain. Q4 2026 with first design-partner hospital.
For: tertiary hospital CIOs · infection-control · clinical micro directors.
Radiology worklist with KG context — priors, ward, physician, similar-case retrieval inline. DICOM + HL7, customer-controlled.
For: radiology IT · imaging-archive custodians · CMIOs.
Serial → patient → procedure → surgeon → 5-year outcome → manufacturer → recall. Post-market surveillance for orthopaedic and long-follow-up devices.
For: device manufacturers · quality & compliance · distributor networks.
Multi-site cohort + assay tracking. Inter-site replicates, regulatory export, decade-plus retention on Jam-compressed archives.
For: trial sponsors · CROs · biometrics leads.
What devices actually do once they enter clinical use, at population scale. Order → hospital → department → procedure → outcome.
For: device manufacturers · distributors · hospital procurement.
Every app is removable without touching the systems of record — LIMS, PACS, EMR keep running. Multi-app sites get bundle pricing.
FLAGSHIP CLINICAL DOMAIN
56% of K. pneumoniae isolates in ICMR 2022 tertiary sentinel sites are meropenem-resistant. Diagnostic stack (VITEK, BD Phoenix, MALDI-TOF) produces results; the missing piece is the reasoning layer that binds result to ward action in time.
The open quadrant. Population-surveillance platforms sit too high; wet-lab AST hardware sits below; pharma R&D graphs target a different customer; LIMS are the substrate, not the reasoner. Cithorum occupies the open software-clinical quadrant — designed for the Indian tertiary-care workflow.
PRIVACY · CONTROL · AUDIT
Privacy + Security Rule control families. Per-tenant encryption, per-edge permissions, BAA-mappable.
Sovereign-by-default Indian deployment via Cithorum Cloud. Data stays in-tenancy. CERT-In logging integrated.
Indian Council of Medical Research alignment. Biobank policies, consent provenance per record, audit-export ready.
AI runs on customer-deployed or local models. The model sees the schema, not the bytes. Air-gapped option.
On-prem, sovereign cloud, or air-gapped. Customer keeps the iron, the data, the audit trail.
Jam turns regulator-mandated 25-year retention from cost commitment into manageable line item.
WHO BUYS IT
CIOs, CMIOs, radiology IT leads.
Collapses the PACS bill, unifies imaging with EHR, gives the AI assistant a graph to reason over without leaving the perimeter.
Lab directors · bioinformatics · biobank custodians.
FASTQ-class compression compounds hardest here. 12% smaller, 22-min align plus full chain-of-custody — cost story and regulatory story become one.
Quality & compliance · regulatory affairs.
Implant makers carry decade-plus follow-up. Serial + procedure + outcome graph for recall management, post-market surveillance, efficacy claims.
Trial operations · data managers · biometrics.
Multi-site cohorts, raw assays, inter-site replicates. Graph models the lineage; substrate keeps the long-retention bill survivable.
DESIGN PARTNER PROGRAMME
Biomedical workstream led by Suraj S Naik (Co-founder · Head of Government Procurement and Tender Relationships; Chirag Labs). Tracked against the BIRAC ₹24.37 Cr non-dilutive instrument.
Six-month engagement, signed scope. One bounded data perimeter (single PACS, FASTQ archive, device line, or trial cohort). One named stakeholder for fortnightly reviews.
Named technical contact (Spyros Argalias, CTO; Suraj S Naik for medical). Exclusive launch within sub-domain. Custom schema. Air-gapped deploy where required.
Paid scope at design-partner pricing — funds engineering, not margin. BIRAC-aligned engagements available as joint-grant structures.
First-mover position on GA within sub-domain. Locked SaaS pricing for 36 months post-GA. Reference-customer co-marketing rights (opt-in). Graph and data are yours.
Active sub-domains: hospital imaging, sequencing biobanks, orthopaedic device tracking, clinical-trial data lineage. One slot per sub-domain.
Apply for design partnership →PRICING
Design-partner stage is a paid scoped engagement. Post-GA: per-estate / month, calibrated to data volume, sub-domain mix, and deployment shape.
DESIGN PARTNER
Paid scope, single prepaid invoice or BIRAC-aligned joint grant. Named technical & medical contacts.
Apply →GA · POST-DESIGN-PARTNER
Calibrated to data volume + sub-domain mix. SaaS-style billing, exit guaranteed. 36-month locked pricing for design-partner alumni.
Talk to us →SOVEREIGN / AIR-GAPPED
Air-gapped on customer hardware, sovereign-jurisdiction options, multi-site federation. Special-category data, regulator residency.
Contact us →Apply for the Medical KG design partner programme. Active pipeline across imaging, sequencing, device tracking, and trial lineage. BIRAC-aligned engagements available.