RAISING SEED / SERIES A • PRODUCTION READY

The Hybrid Intelligence
Operating System.

Human Intelligence (HUMAN-INT) + AI + Cognitive Behaviour learning pattern + Quantum First Principles

SEE THE NUMBERS
INDIA • UAE • SINGAPORE • USA • AUSTRALIA • CANADA
4.8× ROI IN PRODUCTION
70%+ TOKEN REDUCTION
SSRN 3 PAPERS PUBLISHED
178% FOUNDERS MARGIN BUFFER
ZERO TRUSTED-NODE (HIQTF)
THE JAQL MIX — 5 LAYERS, ONE OS

One operating system.
Five layers. Zero compromise.

JAQL fuses Human Expertise + AI + Behavioral Data + Quantum Techniques + Token-Efficient Scalability into a single, auditable platform. Not another model wrapper. The layer that makes hybrid intelligence production-ready.

LAYER 01
Human Expertise
Domain-locked RAG, CIMA/CPA-grade financial reasoning, quantum physics validation. The human edge that AI attacks exploit — now protected.
LAYER 02
Advanced AI
Spectral graph analysis, QAOA-inspired clustering, Bloch-vector phase drift. Detects what single-user UEBA misses: collusion rings, shadow GenAI, zero-click prompt chains.
LAYER 03
Behavioral Data
S1–S7 cognitive load engine + CDP-grade telemetry. Predicts breach 6–48 hours earlier by catching human decision-chain fatigue before it becomes action.
LAYER 04
Quantum Techniques
Graph-Laplacian eigensolvers, orbital untrusted relay (HIQTF), EMP-hardened beacons. Defence-grade quantum transmission with zero trusted-node risk.
LAYER 05
Token-Efficient Scalability
RoPE-aware pruning + spectral importance scoring. Cuts LLM inference tokens 70%+ while preserving accuracy. The "AI Value Forest" — dense, high-signal deployments at planetary scale.
CUTTING THE NOISE

Hands-on engineering.
High-execution ROI.

We build, ship, and run production systems for regulated enterprises. No academic detours. 4.8× ROI delivered in customer environments. 21-day deployment to security-adherent scale. Founders write the code, close the deals, and own the P&L.

SEAL — Self-Explaining Adaptive Layer
Continuous-learning metacognitive component. Learns from governance decision patterns, outcome data, and user behaviour in real time. Full provenance + reversibility. Hallucination <0.12%. Robodebt-proof.
VibeTrace — Behavioral Intelligence
Quantum-spectral clustering on decision patterns and "vibe" cohorts. Detects collusion rings or policy fatigue 12–72 hrs earlier than rule-based tools. Integrates with existing CDP-style automation + JAQL's token-efficient inference.
RoPE Token Reduction
Rotary Position Embedding aware pruning + spectral graph importance scoring. Eliminates redundant LLM calls while improving accuracy. Validated in CiviqIQ pilots and StressTrace SOC workloads. Lower cost = higher gross margins at scale.
ALL POWERED BY JAQL

Seven mission domains.
One operating system.

Every vertical runs on JAQL — the cognitive-quantum OS that delivers 4.8× ROI from day one. Sovereign IP. Regulatory-native. Production-proven.

STRONGEST VERTICAL
01 • CYBER
JAQL

Cybersecurity & Forensics

STRESSTRACE — THE FLAGSHIP
🛡️

The only platform that models the full human decision chain (S1–S7 cognitive load + spectral collusion detection + Aristotle deductive reasoning). 76% faster breach detection, 70%+ token reduction, board-ready evidence in 1 click. 3-axis moat no incumbent can copy in <24 months. Validated in regulated production environments with measurable ROI and 178% founders buffer on margins.

MTTD Reduction
76%
Token Reduction
70%+
SOC Headcount Efficiency
77%
Gross Margin Buffer
178%
STRESSTRACE.COM FULL VC DECK (NDA)
02 • DEFENCE
JAQL + HIQTF

Defence & Human Indemnity

🚁

JAQLNV-7 + HIQTF: first defence-grade quantum transmission framework with zero trusted-node risk. Orbital untrusted relay + behavioural AI + EMP-hardened beacons. 80% fibre exposure reduction, <1% human/insider risk. Validated for sovereign defence and strategic export use cases.

INDIAN DEFENCE • STRATEGIC EXPORT READY • HIQTF PATENT-PENDING
JAQLNV-7.COM • HIQTF SSRN LIVE
03 • LIFE SCIENCES
JAQL + QUANSCAN

Pharma & Hospital ROI

🧬

Quantama.life + QuanScan AI: quantum-native CDMO/OEM integration + hospital patient-scan optimization. 70%+ token reduction, hallucination <0.12%, measurable ROI lift on scan throughput and radiation dose. Regulatory filings accelerated, supply-chain intelligence sovereign by design.

CDMO • HOSPITAL ROI • PATIENT SCAN OPTIMIZATION
VISIT QUANTAMA.LIFE
04 • OPERATIONS
VIBETRACE

HR, Vibe & Code Cleanup

👥

VibeTrace — behavioral intelligence + cognitive state telemetry for HR & ops. Quantum-spectral clustering on decision patterns, sentiment drift, and "vibe" cohorts. Code cleanup + low-code automation layer. Reduces burnout, improves policy adherence, and surfaces collusion or fatigue before it becomes a breach.

S1–S7 STRESS SIGNALS • CDP-GRADE ENRICHMENT • ROPE-TOKEN EFFICIENT
05 • FINANCE
JAQL

Finance & Banking

📈

HAVI + RiyaRisk: 72-hour NPA foresight, 96.2% fraud detection at <0.3% FP, IFRS9/ECL + quantum-spectral clustering. 4.8× Year-1 ROI, 38% risk-adjusted yield lift. Sovereign stack for Indian banks/NBFCs — the only overlay that turns regulatory burden into competitive advantage.

NPA Prediction Horizon72 hours
Year-1 ROI4.8×
Risk-Adjusted Yield Lift+38%
VISIT RIYARISK.COM
06 • GOVERNMENT
JAQL

Digital Reporting (India + Overseas)

🏛️

MitraDarpanAI + CiviQIQ + iParas. SSRN-published quantum governance ("Governing at the Speed of Thought"). Real-time regulatory intelligence, DPDPA-compliant reporting, Palantir-style unified views. Australia federal/state + Indian ministries + Five Eyes expansion.

INDIA + AUSTRALIA + FIVE EYES PIPELINE • SSRN GOVERNANCE PAPER
MITRADARPANAI → CIVIQIQ →
07 • EDUCATION
PRO BONO

Educational Incubation Hub

🎓

Pro-bono Student AI App + Educational Incubation Hub. JAQL-powered tools for universities and institutions (Christ University collab model). Low-code student AI builder, quantum literacy modules, and incubation support for next-gen founders. Mission-driven, no-cost tier for accredited institutions.

CHRIST UNIVERSITY • KARNATAKA QUANTUM HUB • OPEN TO MORE INSTITUTES
THE TEAM BEHIND JAQL

Hands-on builders. High-execution ROI.

Two operator-founders who ship code, close deals, and run P&L. StressTrace, CiviqIQ and the JAQL OS — built and deployed by the same hands now scaling them.

NM
Dr. Nupur Mukherjee
Co-Founder & Chief Science Officer

Hands-on builder of the patent-pending 7-cue STRESS framework & S1–S7 cognitive engine — architected, coded, and shipped to production. 25+ years executing in banking cyber + AI: ex-MD Standard Chartered (Global Head Data/Analytics/ML — owned the P&L), ex-Director Global Agentic AI at GSK delivering £48M uplift, ex-Barclays / HSBC / VMware. Builds the models, ships the pipelines, runs the deployments. Certified Quantum Computing Expert. Top 3 Quantum India Scholar (2025).

£48M ROI Delivered
Ships Production Code
Ex-MD Standard Chartered
Quantum Engineer
KS
Kishan Sathyan
Co-Founder & Chief Executive Officer

15+ years building and scaling deeptech platforms across banking, insurance, and enterprise. Ex-MSSPs, ex-IDFC First Bank (core banking transformation), ex-HDFC Life. Owner of GTM, pipeline architecture, and land-and-expand motion. Has personally closed 8-figure ARR with 138%+ NRR. Deep regulatory execution (RBI, DPDPA, DORA, NIS2). The execution engine — every deal, every deployment, every dollar of ROI passes through his hands.

8-Figure ARR Closed
138% NRR Delivered
Hands-on GTM
Ex-IDFC / HDFC Life
PRODUCTION PROOF

Measurable edge.
Zero hype.

Every number below is from live pilots or production deployments. No forward-looking statements. No "potential." Just what JAQL delivers today.

4.8×
Year-1 ROI
Validated across bank and SOC pilots. 178% founders margin buffer.
76%
MTTD Reduction
Breach detection 6–48 hours earlier than legacy UEBA. Board-ready evidence in 1 click.
70%+
Token Reduction
RoPE-aware pruning + spectral scoring. Same accuracy, dramatically lower inference cost.
138%
NRR Target
Lego-modular wedges. Land $85K–$310K, expand fast. 40–70% cheaper than Splunk.
OUR STORY

From operator playbooks to sovereign platform.

Jumpstart AI and Quantum Labs Pvt Ltd was formalised in 2023 by two operator-founders who had spent two decades shipping production systems inside the largest banks, insurers, and pharma companies in the world. The company exists for one reason: build deeptech that pays back inside a fiscal year, not a research cycle.

Our founders bring a rare combination — hands-on technical execution paired with regulated-enterprise GTM. Ex-Standard Chartered (P&L owner), ex-GSK (£48M ROI delivered), ex-IDFC, ex-HDFC Life. 138% NRR delivered in past roles. Every product on this site was architected, coded, sold, and deployed by the same two hands. That is the moat.

What the industry is looking for — Real results vs Hype

Clear Problem: Cognitive overload (11k alerts/day), HNDL quantum risk, DPDPA/DORA penalties, boards personally liable. 2026 tailwinds are massive and urgent.
Defensible Moat: 3-axis (cognitive science + quantum math + Aristotle metacognitive reasoning) + 70%+ token reduction. No incumbent can copy in <24 months.
Traction + Unit Economics: 4.8× ROI in production, 76% MTTD cut, 138% NRR target, 40–70% cheaper than Splunk, 178% founders margin buffer.
Why Now: NIST PQC deadline 2030, DPDPA enforcement 2026, EU AI Act Art.14, cognitive warfare rising. Boards need explainable, sovereign, human-in-loop systems — today.
Team Fit: Two operator-founders who code the product and close the deals. £48M ROI delivered at GSK. 138% NRR shipped. Hands on every line, every contract.
The Ask: Seed/Series A to accelerate government tenders (India, UAE, Singapore) and enterprise expansion (USA, Australia, Canada). 18-month runway to $5M ARR.

Ready to see JAQL in action?

Book a 30-minute investor demo. Full VC deck and case studies available under NDA.

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invest@jumpstartaiquantumlabs.com • Bengaluru • India
PRINCIPLES

What we don't do

Restraint is the moat. We publish what we won't build so customers, partners, regulators, and investors know exactly what they are buying — and what they are not.

WE DO NOT BUILD CONSUMER SURVEILLANCE

Behavioural-signal capabilities deploy only inside enterprise security, healthcare, and research perimeters where consent is explicit and PHI never leaves the customer boundary. We do not sell to social-media, ad-tech, or location-tracking businesses.

WE DO NOT BUILD AUTONOMOUS LETHAL SYSTEMS

Defence work — JAQLNV-7, HIQTF quantum cryptography, NV-magnetometer rescue — operates strictly within frameworks that keep a human in the decision loop. We turn down fully autonomous targeting requests, regardless of contract size.

WE DO NOT REPLACE LICENSED PROFESSIONALS

QAIScan does not replace radiologists. StressTrace does not replace CISOs. RiyaRisk does not replace credit officers. Force-multipliers under licensed human review — a deliberate clinical-safety, regulatory, and liability decision.

WE DO NOT SELL TRAINING-DATA ACCESS

Customer data, telemetry, and inference logs are never used to train external models, never sold, never shared with third-party AI providers without contractual PII redaction. Contractually enforced and externally auditable.

WE DO NOT FAKE PEER REVIEW

Our papers are SSRN preprints — published, citable, but not peer-reviewed. We say so on every paper page. Peer review for select papers is targeted for 2026–2027.

WE DO NOT SELL HYPE

Every claim is verifiable: trademark numbers, paper IDs, references, framework alignments. Our 100× and 70% claims are workload-bounded with caveats on the relevant product pages.

WE DO NOT SHIP WITHOUT COMPLIANCE

No regulated bank without ISO 27001 readiness and SOC 2 Type II on the roadmap. No hospital without CDSCO / MDR / 510(k) pathway in progress. Compliance is a product feature, not paperwork.

"If a deal requires us to compromise any of the above, we lose the deal. The list is the moat."

FAQ

Everything investors and procurement officers ask first

What does Jumpstart AI and Quantum Labs do? +

JAQL builds production AI for regulated industries — banking, pharma, hospitals, government, defence. We ship in 21 days, hold gross margin, and engineer compliance in from day one.

Who are the founders of JAQL? +

Dr. Nupur Mukherjee (Founder & CEO) and Krishan Sathyan (Co-Founder, Enterprise GTM & Operations). Two decades each across regulated-enterprise execution.

What is StressTrace? +

Our cognitive-quantum cybersecurity platform for boards, regulators, and post-quantum risk. Indian Trademark 14075357. Currently raising seed.

What is QAIScan and how does it reduce medical-imaging cost? +

A quantum-AI hybrid for hospital-scale medical imaging engineered for up to 1/100th per-scan compute cost on narrow-indication screening. Radiologist-in-the-loop. CDSCO / MDR / 510(k) pathways in progress.

How does JAQL reduce AI token costs by 70%? +

RoPE-aware pruning combined with spectral importance scoring removes redundant LLM calls while preserving accuracy. References: RoPE (Su et al., 2021), MIT SEAL (arXiv:2506.10943). Production-measured.

What clouds does JAQL support? +

Azure, AWS, GCP, on-prem, hybrid. Quantum-portable across PennyLane and IBM Qiskit.

How fast does JAQL deploy? +

48 hours bolt-on. 21 days to security-adherent scale.

What does JAQL refuse to build? +

Consumer surveillance, autonomous lethal systems, replacement of licensed professionals, training-data resale, fake peer review, deployments without compliance. Full list in Principles.

What is JAQL's compliance posture? +

Engineered to DPDPA, RBI, IRDAI, CDSCO, FDA 510(k), MDR, DORA, NIS2, NESA, HIPAA, SOC 2, ISO 27001 — applied per vertical. ISO 27001 readiness and SOC 2 Type II on roadmap before bank shipments.

Are JAQL papers peer-reviewed? +

No. Our papers are SSRN preprints — published and citable but not peer-reviewed. Peer review for select papers is targeted for 2026–2027.

How is JAQL funded today, and what is the raise for? +

Founder-funded with revenue from production pilots. Seed / Series A open: StressTrace primary, Quantama live, Vibetrace.io launching May 2026. Dataroom available on request.