Data as of Aug 25, 2026 · Based on 369 AI responses · See how Parse measures this
Quantum Computing & Analytics Products
Parse
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IBM maintains its leadership in the quantum computing niche, primarily through its foundational
software. However, the most significant trend is the rapid rise of major cloud providers, with and becoming top-cited brands for quantum-resistant encryption.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | Leads with its Qiskit software kit for building quantum circuits. | 69% | |
| 2 | Provides AI-based tools like Boulder Opal for quantum hardware optimization. | 51% | |
| 3 | Cited for its CUDA-Q platform connecting AI and quantum computing development. | 49% | |
| 4 | 43% | ||
| 5 | An AI platform that automatically synthesizes and optimizes quantum circuits. | 35% | |
| 6 | 30% | ||
| 7 | 25% | ||
| 8 | 17% | ||
| 9 | Prominently cited for quantum-resistant encryption integrated into Amazon Web Services. | 16% | |
| 10 | 15% | ||
| 11 | 11% | ||
| 12 | A fast-rising provider of quantum-resistant cryptography solutions and Azure services. | 11% | |
| 13 | 8% | ||
| 14 | 6% | ||
| 15 | 6% | ||
| 16 | 6% | ||
| 17 | 6% | ||
| 18 | 5% | ||
| 19 | 5% | ||
| 20 | 5% | ||
| 21 | 5% | ||
| 22 | 5% | ||
| 23 | 4% | ||
| 24 | 4% | ||
| 25 | 4% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
developer.nvidia.com is the page AI reaches for most here, cited in 67% of analyzed answers.
“One of several software tools for hardware optimization.” → “A leading AI tool for autonomous, self-tuning hardware optimization.”
Jumped from rank #30 to #3, driven by AWS PQC offerings since late 2025.
Rose from rank #15 to #2 since its first citations in November 2025.
Dropped from #2 to #9 overall as PQC and ETF brands gained niche-wide visibility.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 59% | 77% | ||
| 86% | 36% | ||
| 41% | 45% | ||
| 59% | 18% | ||
| 9% | 36% |
IBM maintains its leadership in the quantum computing niche, primarily through its foundational Qiskit software. However, the most significant trend is the rapid rise of major cloud providers, with Microsoft and Amazon becoming top-cited brands for quantum-resistant encryption.
Across 369 AI responses, IBM is mentioned most, named in 69% of them, followed by Q-ctrl (51%) and NVIDIA (49%).
Parse measures each brand's mention rate — the share of answers naming it — across 369 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
Who are the leading providers of "quantum-resistant" encryption algorithms?
AI responses initially focused on specialized firms like PQShield. Since November 2025, major tech providers including
Microsoft,
Amazon (via AWS), , and Palo Alto Networks have become consistently top-cited recommendations on both ChatGPT and Google AI Overviews.