See when quantum computers will deliver business value, and for which applications.
Every hardware vendor’s specifications, roadmap milestones and slippage record. Every MERIQ use-case scorecard with its binding constraint, its horizon, the classical method it has to beat and what a better answer is worth. Every public quantum company’s filings read for what they say about whether the roadmap is funded. One dataset, maintained, with a date and a citation on every number.
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Inside the platform
Six views over one corpus, dataset of 2026-09-30. The joins between them are the point: a hardware milestone that moves changes a use-case window, and a use-case requirement is what makes a milestone worth watching. Below, each view in its own shape — names, titles and dates as the platform shows them; the figures and the analysis are the subscription.
Preview · 3 / 12 · Vendors tracked
Vendor
Modality
Flagship system
Physical qubits
Logical qubits
2-qubit error
QUOPS score
QUOPS/s
Clock
Connectivity
Error correction
Next milestone
As of
Atom Computing
Neutral atom
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Google Quantum AI
Superconducting
Willow
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IBM Quantum
Superconducting
Heron r3 (ibm_boston)
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The remaining rows, every figure and the analysis are part of the subscription.
The curve is read against the vendor roadmaps inside the platform; the vendor capacities, the use-case thresholds and the notes behind each point are part of the subscription.
Preview · 3 / 22 · Use cases assessed
Use case
Category
Industry
Total
Level
Binding constraint
Horizon
Logical qubits
Designing a nitrogen-fixation catalyst (FeMoco)
Simulation Hamiltonian simulation
chemicals, energy
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Elliptic-curve cryptanalysis (secp256k1)
Cryptanalysis Discrete logarithm
security, finance
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Exotic derivatives pricing
Simulation Monte Carlo simulation
finance
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One complete record from the MERIQ whitepaper v1.0, as corrected in October 2026:
usecase · sketched-streaming-fraud
▶ MERIQ scorecard V A D F R total level
───────────────────────────────────────────────────────────────────
sketched streaming 4 3 3 2 3 60 L2 Conceptual
fraud detection
▶ binding F — the route has not yet run end to end
▶ verdict datable, conditionally
▶ horizon early fault-tolerant · 2029–2031
▶ score history
2026-04-01 52 → 60 quantum oracle sketching + shadow readout
data basis moved 2 → 3 (the route stopped needing QRAM),
advantage and resources a rung each behind it;
feasibility fell 3 → 2 until the route runs end to end.
The variational card it supersedes still reads 52 — a
new access model is a new triple, not a better score.
▶ classical baseline gradient-boosted trees and neural nets
performance about 1 ms per transaction [company-reported]
to beat more fraud caught at the same false-positive
rate as the production ensembles
▶ value loss avoided · a large European card issuer
at stake €10m–€100m a year [JoS estimate]
quantum share none attributable yet: the proven gain is
memory, and a scoring stack is not memory-bound
▶ requirements < 60 logical qubits [published estimate]
binding resource logical-gate throughput, not qubit count
▶ earliest plausible window
trapped ion 2029–2031 capacity is not the constraint —
Helios already runs 48 logical;
gate speed is
superconducting 2029–2032 µs cycle times suit a stream;
decoder latency is the open question
Read what the last block is doing. It is not a forecast. It is a human comparison of a published requirement against dated vendor milestones, stored with its reasoning, so you can disagree with the reasoning rather than with a number. Deriving those windows mechanically from vendor roadmaps would turn marketing into prediction, which is the one thing this dataset is built not to do.
The remaining rows, every score and the rationales are part of the subscription.
Company names and tickers shown; the figures, the filings index, the quotes and the commentary are part of the subscription.
Change record · 2026-09 · 3 of 6 headline entries
2026-09-30milestone_newvendor:ibm●●●
Three July preprints on IBM hardware sit on the public advantage tracker as active candidates; one of their instances has since been simulated classically.
Headlines shown; the notes, the full record and the briefs are part of the subscription.
Also in the platform: Hardware basics, a referee-checked explainer of qubits, gates, error correction and seven hardware technologies with a use-case × technology matrix, glossary and simulators — readable in full on a free account.
Two add-ons, for a second question
Intelligence is the core. Two tools from our own research sit next to it on the same account and the same invoice, switched on per account on an annual subscription, on request.
Add-on · Labs · RISQ and the Shor estimator
RISQ: business risk, estimated two ways
Model a network of business risks — events, their probabilities, the dependencies between them — and estimate the tail two ways side by side: classical Monte Carlo and quantum amplitude estimation, with the same loss metrics from both: expected loss, VaR, CVaR. A sensitivity ranking orders the risk drivers by how far each one moves the result. The method is our paper, arXiv:2103.05475. The Shor estimator ships in the same module: from an RSA key size to logical and physical qubits, runtime and the roadmap year, with the error-correction sizing shown.
Halving the error costs Monte Carlo four times the samples and amplitude estimation twice the queries. The platform fits the measured convergence of your own model and locates where the two cross; the sensitivity analysis then adds the second quadratic, over the number of drivers.
Who it is for
Risk quants and model-validation teams who want to see where amplitude estimation stands against Monte Carlo on their own risk structure; security and cryptography teams putting a date on a post-quantum migration.
Try it
Reduced versions of both run in your browser, without an account: Risk demo →Shor demo →
Add-on · Wallet exposure · Bitcoin and Ethereum
Wallet exposure: what the chain already gives away
An address goes in; an exposure tier comes out, derived from what the chain actually holds. Where the public key is on chain, a large enough quantum computer could attack it at leisure; where only its hash is, it cannot. Taproot addresses are exposed from the moment they are funded, because the address is the key. Each verdict carries its evidence, the migration steps that apply today and those that wait for post-quantum schemes, and a threat timeline built from the published resource estimates in the Intelligence corpus.
The tier says what is exposed, not when it will be attacked: no machine able to break secp256k1 exists today. The check reads public chain data only. It never asks for a private key, a seed phrase or an extended public key, and refuses one if it is pasted.
Who it is for
Custody, treasury and compliance teams holding Bitcoin or Ethereum on their own keys or for clients, who need to say which holdings are exposed and in what order to move them. In preparation: bulk checks across an address list, and monitoring.
Both add-ons require an annual Intelligence subscription and are priced on request. Ask from your account page or by e-mail; we add the item to your subscription and it switches on for your account. Module details on the product page →
The conventions we hold ourselves to
A paid intelligence product is only worth its provenance discipline. These are enforced in the data layer, not left to editorial care: there is no way to record a number in this dataset without its status, its basis and its date — the schema refuses it, and the service refuses to start if a citation does not resolve.
Every figure carries a status, a basis and a date. Status says whether something was demonstrated, announced, projected or estimated. Basis says who stands behind it — a journal, the vendor, a third party, or us. A vendor’s roadmap target renders as “IBM-reported target”, never as a prediction of ours.
Demonstrated and projected never look alike. Solid lines and filled markers for results; dashed lines and open markers for plans. Roadmap dates are envelopes, not forecasts — and the envelope moves when either curve moves.
Physical and logical qubits stay separate. Different fields, different chart axes. Different vendors mean measurably different things by “logical qubit”, and comparing the raw counts is the single most common way this field is misread.
Capacity and occupancy stay separate too. A 35×35 tweezer array has 1,225 sites and ran 1,180 atoms. Those are two numbers, they are both real, and most coverage quotes whichever is larger. The schema will not let them merge.
Our own arithmetic is labelled as ours. Where we back-compute a physical-qubit count from a logical target, or a cash runway from a filing, it is marked a JoS estimate wherever it appears — including inside charts, where such a figure would otherwise travel without its caveat.
Sources carry an access date. Vendors rewrite roadmap pages without notice. Noticing that is half of what this product is for, which is why a citation without a date is not accepted.
A missing figure is an open task, never a negative. “No published two-qubit fidelity” and “poor two-qubit fidelity” are different findings, and only one of them is about the vendor. Several profiles are thin because the evidence is thin; the platform says which.
Get access
Two ways in. Subscribe online and you are inside in minutes. Or tell us what you are working on and we set up a trial by hand — it decides whether the platform is any use to you, and we would rather say so than sell you a login.
Online
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All five modules, the full change record and the briefs, and a monthly e-mail on what changed in the dataset. Annual or monthly: twelve months paid in advance, or month by month, cancellable at the end of any month. For companies and institutions; pricing for both plans is shown when you register, before any payment.
We will come back to you within one business day — usually with a question about the use case you named, because that is what decides whether this dataset earns its subscription for you.
If you would rather start from the free end: the public MERIQ scorer takes about three minutes on one of your own use cases, and a submitted scorecard names the use case, the scaling axis and where you think you stand — which makes the first conversation a discussion of your evidence rather than of our method.
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Before you ask
This is a curated dataset, not a live feed. Figures are checked on a monthly sweep and a deeper quarterly pass, and every one shows when it was last current. A platform that claimed real-time hardware specifications would be claiming something no vendor publishes.
Some profiles are thin. Several vendors publish a qubit count and no fidelity, or a roadmap and no characterisation. Where the evidence is thin the profile is thin and says so — filling the gap with a plausible number would defeat the purpose.
The MERIQ layer is the published one. Criterion scores, anchors, rationales, the weakest-link cap and the horizon logic are all here and all contestable against the public rubric. The calibration weights and the benchmark library that keep a 4 meaning the same thing across quarters are what an engagement adds, and are not in the platform.
The investor module is analysis, not advice. Filings and calls are quoted verbatim with their source; figures we derive are labelled as ours. Nothing in it is a recommendation to buy or sell anything.
The interface is bilingual; the analysis is in English. Navigation, labels and this page exist in German. The curated notes, rationales and briefs are written in English, and translating them would halve how often they are updated.