Claims outrun evidence
"Quantum advantage" is announced weekly. Without a named benchmark and a classical baseline, it is marketing. Buyers cannot tell which roadmap is real — and reputational risk follows the wrong bet.
Evidence-first AI agents for quantum decisions
Board-defensible
quantum decisions.
Quantum Nexus grades quantum claims against classical baselines, flags missing evidence, and delivers advisor-reviewed memos your board can act on — in hours, not weeks. Evidence-first. Never hype.
$12.6Bquantum start-up investment, 2025
2024NIST PQC standards finalized — clock is running
$2.7Tprojected quantum economic value by 2035 (high case)
Source: McKinsey Quantum Technology Monitor 2026 · NIST FIPS 203/204/205.
Auditable by design · every line carries a source & confidence
Funds & family officesEnterprise innovationCISOs & securityPharma & biotech R&DDefense & dual-usePublic-company boards
01 · The decision gap
Quantum is now a board-level decision.
Telling signal from hype is not.
No internal quantum bench
Most funds, boards and CISOs lack in-house quantum physics and cryptography talent to diligence a deal or vendor on a deadline. Outside advisors are slow and expensive.
PQC deadline is live
NIST finalized FIPS 203, 204 and 205 in August 2024. Harvest-now-decrypt-later means long-lived secrets are already exposed. Waiting is a risk decision, not a neutral one.
Papers ≠ roadmaps
Frontier research does not translate into procurement paths or go/no-go memos. The evidence-grading layer between paper and boardroom decision is missing.
Every claim benchmarked
No quantum-advantage claim is accepted without a named benchmark, problem size, and classical comparator. Anything less is flagged needs-baseline — automatically, in every report.
Missing evidence surfaced
The agent identifies what's absent — missing wet-lab results, undisclosed qubit error rates, unverified partner relationships — and lists what it would take to change the verdict.
Advisor-reviewed before delivery
Every customer-facing report passes through a human advisor before it becomes board-ready. The software enforces the gate; no approved report ships without sign-off.
02 · The product system
Four agents. One auditable spine.
Start with a high-value diligence brief. Convert it into a pilot. Convert the pilot into a recurring agent workspace.
01
Quantum Readiness Diligence Agent
Evaluates quantum companies, claims, papers, patents and roadmaps. Outputs a board / investor decision memo, hype-risk score, evidence table, and exportable JSON.
02
PQC Migration Agent
Maps a cryptographic inventory to NIST FIPS 203/204/205, assigns P1/P2/P3 priority by harvest-now exposure and shelf life, and delivers a phased migration plan.
03
Quantum Molecular Design Agent
Separates AI-assisted design, physics simulation, and selective quantum refinement. Produces a conservative, patent-ready evidence package with wet-lab gaps flagged.
04
Quantum Market Intelligence Agent
Tracks companies, papers, grants, policy, patents, talent and public-market signals in structured, machine-readable intelligence packs delivered on a recurring schedule.
03 · Evidence-first workflow
No vague quantum hype — ever.
Every output separates fact, assumption, benchmark, missing evidence, and the next validation step. Each line carries a source ID and confidence.
- 1
Ingest sources
Company, paper, patent, URL, pasted memo, or strategic question.
- 2
Extract claims
Pull claims, evidence, maturity and assumptions — with citations.
- 3
Benchmark evidence
Compare against classical baselines; flag unsupported advantage.
- 4
Generate decision memo
Board memo + evidence table + risk scores + JSON.
- 5
Execute validation
Advisor review, technical benchmark, customer discovery.
04 · See it work
Score a quantum claim in 30 seconds.
Pick a claim below. The agent classifies the use case, builds an evidence table, and scores technical maturity, commercial urgency and hype-risk — then hands you a go / monitor / no-go verdict.
Select a claim to run the readiness agent.
05 · Competitive landscape
Everyone is building quantum. No one is building the decision layer.
We benchmarked Quantum Nexus against ten leaders across quantum software, PQC security, drug discovery, advisory and autonomous agents. The whitespace is the same in every segment: agent-native, evidence-first, cross-vertical diligence.
Single quantum capability → Cross-vertical decision layer
Tooling / R&D → Decision & evidence
Advisory
Decision layer
Infra / tooling
Vertical apps
Positioning reflects public information as of May 2026 and Quantum Nexus's own 0–6 go-to-market assessment; it is illustrative, not an endorsement or a third-party rating. Full scored matrix and sources available under NDA.
06 · Initial use cases
Decisions you can defend.
Investor diligence
Assess quantum startups, public-company narratives and M&A targets with hype-risk scoring, patent/paper maps and a go/no-go memo.
Enterprise security
Prepare a post-quantum cryptography transition for regulated data, vendors, protocols and board reporting.
Biotech discovery
Support quantum-AI molecular design with conservative claims, advisor review and IP-ready evidence logs.
Defense & sensing
Map quantum sensing, navigation, communications and dual-use opportunities to practical pilots and procurement paths.
07 · Engagement
Start with one decision.
Convert it into a workflow.
Each tier removes decision risk. A single correct veto — on a bad investment, a premature vendor commitment, or an unmitigated PQC exposure — more than covers the brief. Reports become pilots; pilots become recurring agent workspaces.
Starter Brief
$7,500
One board-defensible go / monitor / no-go memo.
- Claim extraction + evidence grading
- Hype-risk score vs. classical baseline
- Missing-evidence list
- Machine-readable JSON export
- Delivered in < 2 weeks
Most popular
Strategic Brief
$25,000
Deep diligence + competitive + patent map. Advisor-signed.
- Everything in Starter
- Competitive benchmark (10 peers)
- Patent landscape overlay
- Use-case timing roadmap
- Advisor-reviewed, board-ready memo
Enterprise Pilot
$75,000
6–10 week pilot + saved-project agent workspace.
- Everything in Strategic
- Second vertical (Readiness + PQC or Molecular)
- Saved-project workspace + recurring intelligence
- Escalation path to $500–5k / seat / month
Advisory retainers $10k–$50k / month. Seat-based SaaS pricing after a successful pilot. Illustrative ROI: a single avoided mis-investment can exceed the cost of a brief by orders of magnitude — outcomes vary and are not guaranteed.
08 · Claim discipline
Discipline is the product.
Every claim graded by the same five rules — no exceptions, no overrides.
- Never assert proven quantum advantage without a named benchmark, problem size, and classical baseline. Missing any → flagged needs-baseline; cannot raise the maturity verdict.
- Always present the classical comparator alongside any quantum result — so the reader can judge the gap, not just the headline.
- Label mock data, illustrative figures, and missing wet-lab results explicitly. Nothing passes silently.
- Cite every non-obvious claim with a source ID and confidence score — so the reader knows how much weight each line deserves.
- Route every customer-facing report through human advisor review before delivery. Software enforces the gate; advisors sign off.
- Enforce in code, not just copy — the API blocks a go verdict while any core claim is needs-baseline.
09 · Investor thesis
Anti-fragile in the quantum economy.
We earn whether quantum arrives early, late, or sideways — because we sell the decision layer, not the hardware bet.
01
Neutral layer, no hardware to defend
Quantum Nexus sells judgment — not qubits, not simulation, not chemistry. A neutral evidence-grading layer earns on any timeline: it tells investors when to commit and when to wait. No hardware conflict of interest; institutional credibility is the asset.
02
Services seed, SaaS scales
Fixed-price briefs ($7.5k–$75k) prove value immediately and fund the build. Each successful engagement converts to a saved-project workspace at $500–5k / seat / month. Land-and-expand from brief to pilot to recurring intelligence — without upfront SaaS risk.
03
Claim-discipline as institutional insurance
The refusal to overclaim is a credibility asset. In a category prone to hype cycles, an evidence-first, advisor-reviewed posture is the inoculation. Boards and investors need defensible records; we produce them on demand. The discipline is the moat.
Equity-story detail available under NDA. Figures cited on this page are paraphrased from third-party sources; illustrative figures are labeled. Decision-support, not investment advice. Quantum Nexus Technologies Ltd is a subsidiary of Lakeside Holding Limited (Nasdaq: LSH).
10 · For CISOs & security teams
The PQC deadline is not a roadmap. It is a compliance clock.
NIST finalized FIPS 203 (ML-KEM), 204 (ML-DSA) and 205 (SLH-DSA) in August 2024. Harvest-now-decrypt-later is live today — adversaries are archiving TLS sessions for future decryption. Long-lived secrets are already exposed.
The PQC Migration Agent takes a cryptographic inventory and returns a phased, advisor-reviewed migration plan — mapped to the NIST standards your board needs to see.
-
1
Inventory
List every system, its role (key exchange, signature, encryption, hash) and the current algorithm. Shelf life and regulatory deadline included.
-
2
Map to NIST targets
RSA / ECDH → ML-KEM (FIPS 203). ECDSA / RSA-sig → ML-DSA (FIPS 204). SHA-1 / MD5 → flagged broken, P1 priority.
-
3
Phase by urgency
P1 (now) = long-shelf-life or broken. P2 (12–36 mo) = standard asymmetric track. P3 (36+ mo) = symmetric uplifts. Board-ready Markdown memo included.
-
4
Advisor review + delivery
A human cryptography advisor reviews and signs off before the memo ships. Every customer-facing report is in draft state until advisor approval.
NIST PQC standards (finalized 2024)
- FIPS 203 (ML-KEM / Kyber) — post-quantum key encapsulation for key exchange. Replaces RSA, DH, ECDH.
- FIPS 204 (ML-DSA / Dilithium) — post-quantum digital signatures. Replaces ECDSA, RSA-PSS, DSA.
- FIPS 205 (SLH-DSA / SPHINCS+) — stateless hash-based signatures for high-assurance / firmware signing.
- Harvest-now-decrypt-later — adversaries are archiving encrypted traffic today. Any data with a shelf life beyond 5–10 years is already at risk.
- Your action — inventory first. Prioritize long-lived key exchange. Build crypto-agility into the roadmap.
Request a Quantum Readiness Brief.
Tell us the company, claim, paper or decision you are facing. We respond with scope and a fixed price within two business days.