01 — STORY
Cithorum builds the data-economy substrate: Jam, the codec that compresses what storage can't; Cithorum Cloud, the managed infrastructure that runs on it; and Knowledge Graph platforms, the vertical SaaS layer on top. Seven years of engineering from 2019 to live revenue, ecosystem validation, and an active tender pipeline.
THE THESIS
The cost of storage halves roughly every five years. The volume of enterprise data more than doubles in the same window. Net: every team is paying more in real terms each year for the privilege of holding what they already own. The hyperscalers turn that into margin. Everyone else turns it into burn.
Software-only compression — done well, done end-to-end — flips the curve. A 3–8× reduction across logs, snapshots, telemetry, and AI datasets is not a feature; it is the difference between an infrastructure budget that compounds against you and one that stays flat as your data triples. And because the win is in software, the unit economics aren't gated by a GPU procurement cycle or a hyperscaler's API.
Cithorum's commercial model is dual-track: tender-led cash flow into Indian public-sector and regulated-enterprise estates through Suraj S Naik's government-procurement channel (Chirag Labs), plus warm-investor bridge equity sized to the conversion the proof drives. Single-track venture stories don't fit a market where the highest-margin contracts are bid, not pitched.
02 — THREE PRODUCTS, ONE THESIS
JAM ENGINE
For other data-centre operators, data-processing companies, and OEM partners who want the compression layer on their own iron.
Learn about Jam Engine →CITHORUM CLOUD
Storage today. PaaS tomorrow. KG on top for the highest tier. For banking, healthcare, government, and regulated enterprise wanting a sovereign Indian cloud.
See Cithorum Cloud →KNOWLEDGE GRAPH
Workspace. Law. Sequencing. One shared graph substrate; one vertical at a time, design-partner-led.
Explore the KG platforms →03 — FOUNDERS
Co-founder, CEO
Commercial lead. Original technology inventor of the Knowledge Graph. Ex-Head of Engineering at Linklaters, with a track record of delivering enterprise-grade software for Fortune 500 clients across the legal, financial, and AI sectors. Owns commercial strategy, fundraising, partnerships, and the public-facing surface of the company.
linkedin.com/in/nikosargalias →Co-founder, CTO
Knowledge Graph substrate and platform engineering. Owns the KG core, the Cithorum Cloud platform layer, and the engineering architecture across the three product families.
Co-founder, Head of AI
Jam protocol co-inventor. Systems engineer with deep expertise in distributed systems, compression algorithms, and data infrastructure. Advisor history includes Dr Baochun Li (University of Toronto). Owns Jam engine engineering, the codec roadmap, and the SSD-bound performance work.
linkedin.com/in/lucasgmarsh →Co-founder · Head of Government Procurement and Tender Relationships
Owns Cithorum's government-procurement and tender channel: NIC framework, eprocure.gov.in, Karnataka 1,000 MW programme, Keonics partnerships, and the BIRAC biomedical workstream. Brings Chirag Labs' clinical and partner network, the captive solar power channel (₹2.35/unit across a 2,000 MW network) that underwrites the off-grid 1 MW economics, and the entity structure (Cithorum India + European parent + Cithorum Canada).
Confirmed ₹50L anchor · current roundJam proof now. Cithorum infrastructure next.
04 — ORIGIN
Cithorum was founded in Canada to commercialise the Jam codec. As the tender-led commercial model has crystallised through Suraj S Naik's Indian public-sector network (Chirag Labs), the founding team is establishing Cithorum (India) as the contracting entity for Indian public-sector and enterprise engagements, alongside a European parent holding the Jam intellectual property and the global commercial roadmap. Cithorum (Canada) is retained for Canadian business.
Cithorum (India) is registered as an MSE under the Udyam programme, granting EMD exemption and 25% procurement preference on government tenders. SEZ registration is in flight to unlock the 18–20 year tax holiday for sovereign data-centre operations. One brand, one commercial roadmap, one IP register.
05 — HOW WE GOT HERE
Jam has been in development since 2019. Lucas first — solo, against the grain of every “GPU is the answer” assumption in the industry. Nikos joined in 2021 to take the codec from a research-grade engine into the production-grade software data plane that runs the Cithorum stack today.
2019
The first version of the codec is written, against an assumption already settling into industry consensus: that bigger compression ratios require more compute. Lucas takes the opposite bet — that the bottleneck is the storage device, not the encoder, and that a software data plane writing directly to NVMe at the drive's ceiling is the right shape of the problem. Seven years later, that bet defines the entire architecture.
2020
Lucas iterates the codec across multiple workload classes — VM snapshots, sequencing data, generic enterprise archives. The architecture matures into the SSD-bound, telemetry-only shape that survives every later expansion. Advisor relationships including Dr Baochun Li (University of Toronto) inform the systems-level direction. No external funding, no team — just the long detail of a codec that refuses to depend on a GPU.
2021
Nikos joins Lucas on the engineering, bringing a decade of LegalTech and FinTech infrastructure work — Linklaters, Global Relay, applications used at JPMorgan, Goldman Sachs, S&P, Bank of New York, and Deutsche Bank. The codec gains the production-engineering layer needed to ship to enterprise: deterministic restore, hash verification, audit-grade telemetry, and customer-controlled deployment.
2022 – 2023
Codec moves from research-grade to production-grade. Hash-verified deterministic restore, per-tenant isolation patterns, audit-grade event logs, and the control posture that survives procurement scrutiny — SOC 2 mapping, ISO 27001 control matrix, telemetry-only architecture. The team learns what enterprise buyers actually require beyond a benchmark.
2024 – 2025
Programme acceptance into NVIDIA Inception (on-record reaction: “I think I just witnessed accelerated compute”). Vetting by NATO BRAVE1 / UNITE as a national-authority-eligible technology. Independent grant win from ZenLaunchpad (CAD $30,000; quoted reaction: “JAM is way beyond MVP”). Backup-tier benchmark proves the >100× regime is real. Ecosystem partners engage: Atreides IO production-deployment route surfaces; SwissVault genomics benchmark trial confirms the FASTQ-class compounding.
April 2026
Independently measured, unedited live test on a 135 GB VM-snapshot workload: 135 GB → 17.2 GB (7.85× combined), 281 MB/s encode, 1.13 GB/s decode, NVMe-bound throughout. Backup benchmark vs rsync: 123 GB → 1.18 GB (>100×). M2M TechConnect signs as the first paying Jam customer at $7k MRR — formal contract, formal invoice path, peer-review-grade validation gate.
May 2026
Rebrand to Cithorum. Three-entity structure: European parent (IP holder), Cithorum (India) (tender contracting), Cithorum (Canada) (Canadian business). Suraj S Naik (Chirag Labs) joins as Head of Government Procurement and Tender Relationships, anchoring with a ₹50L commitment and unlocking the Indian public-sector channel — Karnataka 1,000 MW programme, NIC framework agreements, eprocure.gov.in, Keonics partnerships, captive solar at ₹2.35/unit across a 2,000 MW network. The 1 PB pod is sourced and Jam-ified — the proof environment that makes Cithorum tender-eligible.
May 2026
With Suraj S Naik in seat, the biomedical channel opens. The BIRAC ₹24.37 Cr non-dilutive instrument is tracked as the financing vehicle for the Medical KG buildout. Warm introductions surface across hospital systems, sequencing labs, and medical-device distributors — including via Innoways Healthcare (Bengaluru), an orthopaedic-device distributor with a pan-India clinical network and international manufacturer partnerships. The vertical reframes from narrow “Sequencing KG · regulated-gated” to broad Medical KG: imaging, sequencing, EHR, device tracking, and clinical-trial data on one audit-trailed substrate.
What's next
Indian tender pipeline (Karnataka 1,000 MW + NIC framework + Manipur GSDC + eprocure.gov.in). BIRAC ₹24.37 Cr biomedical workstream + Medical KG design partners across hospital, sequencing, and device-tracking sub-domains. Canadian ITB / prime-contractor route via Tarig at CANSEC. M2M as the validation gate for a strategic codec acquisition. Five credible asymmetric paths, none promised, all actively built. The full plan is on /roadmap.
Notes on the timeline. Specific dates within the 2019–2025 window are based on the founders' own recollection of the build; precise programme-acceptance dates (NVIDIA Inception, NATO BRAVE1, ZenLaunchpad) are available on request. April and May 2026 milestones are documented and verifiable — see /customers for the proof archive.
06 — WHERE WE ARE TODAY
LIVE REVENUE
Jam in production on unattended workloads. Formal per-TB-per-month contract — approximately 50% below commercial cloud (e.g. AWS S3) list rates.
1 PB POD
Acquired-and-Jam-ified rather than built from scratch. Sourced through Suraj's data-centre operator network.
PROGRAMME
Ecosystem validation. On-record quote: "I think I just witnessed accelerated compute."
VETTED
Vetted by National Authority. Eligible for Ukrainian defence procurement matching.
GRANT WON
Independent programme win. Public quote: "JAM is way beyond MVP."
BIOMEDICAL PIPELINE
Suraj-led biomedical workstream. Genomics, sequencing, regulated medical archives — the workloads where Jam's FASTQ-class compression compounds.
TENDER PIPELINE
Cithorum (India) enrolled and triaging the IT / Cloud / Data Centre classifications on the Government of India tender portal. Karnataka's 1,000 MW sustainable data-centre programme directly maps to Jam's -32 to -57% facility-draw delta.
LIVE TEST · APRIL 2026
Unedited footage. NVMe-bound throughout. 281 MB/s encode, 1.13 GB/s decode. Backup-tier benchmark vs rsync: 123 GB → 1.18 GB, >100×.