Quantum AI Claims: A Practical Evidence Checklist

The previous article included precise performance claims without primary evidence and a date described as upcoming after it had passed. Those claims have been removed. This page does not establish a current quantum advantage or security migration deadline.

Write down the exact problem, system, data, classical baseline, resource assumptions and reproduction method. A result on a narrow benchmark cannot be assumed to apply to an AI directory, language-model training or your infrastructure.

A research result concerns a defined experiment. A forecast concerns a possible future. A deployment claim concerns an operational system. Mark each accordingly. Request the paper or technical report for quantitative claims; a promotional headline is insufficient.

List each material claim, direct primary source, relevant passage and applicability limit. Mark missing evidence unverified. Do not publish an unexplained percentage or infer a universal security conclusion.

Practice source checking with a public product document before tackling a specialist research paper. If a business decision depends on quantum or cryptography details, obtain the relevant technical expertise and current authoritative guidance.

• Helpful, people-first content

Consider this fictional headline: "A quantum model cuts logistics costs by 90%." Before repeating it, request the actual experiment. What problem was solved, what dataset was used, how large was the instance, and which classical baseline was compared? Was the execution on quantum hardware, a simulator, or a classical quantum-inspired method?

Build a claim ledger:

Field	What belongs here
Exact claim	A sentence copied from the source with its page or section
Method	Hardware, simulator or quantum-inspired classical method
Baseline	Named classical approach, data and comparable tuning budget
Outcome	Reported metric and uncertainty, not a headline paraphrase
Limit	Scale, noise, cost, reproducibility and untested settings
Business relevance	Which part of your own task actually matches the experiment

For the fictional headline, every field beyond the headline is unknown. The defensible summary is "the headline asserts an improvement, but the experiment and comparison are not supplied." It is not "quantum has transformed logistics."

Supply the paper text and ask an assistant to fill the ledger with exact quotes. Do not let it turn absent details into plausible numbers. Open the cited section and check each field yourself. A research result on a small controlled instance does not establish operational savings or a general security deadline.

For cryptographic planning, separate research coverage from current authoritative migration guidance. Decisions about production security require the relevant standards and your system inventory, rather than an AI-generated timeline. This is a research-literacy exercise, not a quantum computation or cryptographic assessment.

Create a source-grounded research brief · Use a bounded source workflow

IBM Quantum simulation guide describes simulator execution. NIST post-quantum cryptography provides standards and migration references; use these when reviewing security claims rather than inferring a deadline from a headline.