Data as of Aug 25, 2026 · Based on 285 AI responses · See how Parse measures this
Professional Certification Exam Study Guides
Parse
https://parse.gl
Mometrix leads, named in 70% of answers, ahead of at 40% and at 38%.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | The dominant leader for both payroll and civil service exam prep guides. | 70% | |
| 2 | Gained prominence as a key retailer for various print | 40% | |
| 3 | 38% | ||
| 4 | Surged in visibility, specializing in role-specific civil service practice tests. | 36% | |
| 5 | 35% | ||
| 6 | 31% | ||
| 7 | New entrant in early 2026, cited for focused | 31% | |
| 8 | 28% | ||
| 9 | 26% | ||
| 10 | 26% | ||
| 11 | Gained visibility in 2026 for its downloadable, specialized civil service guides. | 26% | |
| 12 | 19% | ||
| 13 | 18% | ||
| 14 | 16% | ||
| 15 | 13% | ||
| 16 | 13% | ||
| 17 | 12% | ||
| 18 | 12% | ||
| 19 | 12% | ||
| 20 | 11% | ||
| 21 | 11% | ||
| 22 | 10% | ||
| 23 | 9% | ||
| 24 | 9% | ||
| 25 | 8% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
amazon.com is the page AI reaches for most here, cited in 53% of analyzed answers.
Rose from 4% to 27% mention share between Nov 2025 and Mar 2026.
Emerged from no mentions to a 27% share by Mar 2026.
Overall share dropped from 74% to 43% between Nov 2025 and Mar 2026.
“Framed as the primary and essential source for CPP prep.” → “Positioned as the official source, but increasingly alongside strong third-party alternatives.”
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 57% | 70% | ||
| 67% | 45% | ||
| 57% | 10% | ||
| 14% | 45% | ||
| 38% | 35% |
Across 285 AI responses, Mometrix is mentioned most, named in 70% of them, followed by Barnes & Noble (40%) and Peterson's (38%).
Parse measures each brand's mention rate — the share of answers naming it — across 285 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.
Responses consistently feature Mometrix as a top recommendation. Over time, AI answers have become more diverse, with online prep platforms like
JobTestPrep and
Trivium Test Prep gaining significant traction since January 2026, often cited alongside traditional publishers.
Brands mentioned
I am preparing for a civil service exam. Who offers study guides?
Responses consistently feature Mometrix as a top recommendation. Over time, AI answers have become more diverse, with online prep platforms like
JobTestPrep and
Trivium Test Prep gaining significant traction since January 2026, often cited alongside traditional publishers.
AI assistants consistently recommend a combination of official PayrollOrg materials, like 'The Payroll Source' and , with third-party guides from and .com. While PayrollOrg is always cited as the authoritative source, later responses increasingly frame as a strong alternative for structured learning and practice.
Brands mentioned
AI assistants consistently recommend a combination of official PayrollOrg materials, like 'The Payroll Source' and
PayTrain, with third-party guides from
Mometrix and
Study.com. While PayrollOrg is always cited as the authoritative source, later responses increasingly frame
Mometrix as a strong alternative for structured learning and practice.