TalentLMS was the only learning management system ChatGPT and Gemini named in more than half of our answers: it showed up in 5 of the 6 we measured, while no other product cleared 3. If you sell an LMS and you are not TalentLMS, the interesting news is how quickly the list changes underneath it.
We put six buyer-style questions about learning management systems to ChatGPT and Gemini and let each answer with one live web search, on 2026-08-03. Across the 6 answers the assistants named 29 different product labels, but the spread was lopsided: 1 product (TalentLMS) hit 5 answers, 2 products (360Learning and Moodle) hit 3 each at 50%, six more landed 2 apiece, and the remaining 20 labels were named exactly once. Being "an LMS" is easy. Being the LMS an assistant repeats is rare.
360Learning and Moodle tied for second, each named in 3 of the 6 answers (50%), but they reached that count through different doors. 360Learning rode the commercial "best" and "recommendations" answers, while Moodle owned the "free" and "affordable" ones. Only TalentLMS appeared in both worlds, which is exactly why it leads.
How the shortlist changed from question to question
The six questions look interchangeable to a human. To the assistants they were not: across all six, only TalentLMS appeared in more than half the answers, and 20 of the 29 named products showed up in exactly one question. Change one word in the query and the shortlist reshuffles, which is the whole point, because your buyer's exact phrasing decides whether you appear.
The bare "best learning management systems" answer and the "learning management systems recommendations" answer were identical: the same 8 products in the same order, TalentLMS, Coassemble, LearnUpon, BrainCert, Schoox, CoreAchieve, Anthology and 360Learning. That one repeated list is the sole reason Coassemble, LearnUpon, BrainCert, Schoox, CoreAchieve and Anthology each scored 2 of 6. They appeared in no other phrasing.
"What learning management systems should I use" returned a completely different, academic-leaning set of 8: Canvas LMS, Blackboard Learn, Moodle, 360Learning, Brightspace by D2L, Tovuti LMS, CYPHER Learning and Sakai LMS. TalentLMS, the overall leader, is absent from this answer entirely. Six of those eight, Canvas LMS, Blackboard Learn, Brightspace by D2L, Tovuti LMS, CYPHER Learning and Sakai LMS, were named in this question and nowhere else.
"Best free learning management systems" produced Moodle, Chamilo, TalentLMS, Connecteam, iSpring, SafetyCulture (EdApp), Bitrix24 and ProProfs Training Maker. Moodle leads the free set as the open-source default, and of the 8 named here, 6 surfaced only in this question: Chamilo, Connecteam, iSpring, SafetyCulture (EdApp), Bitrix24 and ProProfs Training Maker.
"Most affordable learning management systems" gave yet another set of 8: TalentLMS, LearnDash, Moodle, Canvas, GoSkills LMS, ProProfs, Thinkific and Teachfloor. Six of these, LearnDash, Canvas, GoSkills LMS, ProProfs, Thinkific and Teachfloor, appeared only in the affordable answer, and several are course-creator tools rather than corporate LMSes.
Even the two budget questions barely agreed. "Best free" and "most affordable" overlapped on just 2 of 8 products, Moodle and TalentLMS. The other twelve slots were entirely different names. And "best for small teams" was the thinnest answer of all, only 3 products: TalentLMS, iSpring Learn and EducateMe LMS, the last two named in that question alone.
The reshuffle even shows up in spelling. Three brands were written two ways depending on the question: Canvas as "Canvas LMS" in the "should I use" answer and plain "Canvas" in the affordable one, iSpring as "iSpring Learn" for small teams and "iSpring" for free, ProProfs as "ProProfs Training Maker" for free and "ProProfs" for affordable. We report each label exactly as the assistants printed it, as separate one-count rows, rather than merge them into a two the raw data never showed.
The source map: who fed the answers
Every answer was built from live web pages, and two domains fed all of them. Reddit and eLearningIndustry.com each appeared in 6 of the 6 answers, the only two sources to hit every question. Community discussion and one editorial roundup site were the backbone of the entire category.
After those two, the sources thin out fast. Gartner, Forbes and Docebo's blog each fed 3 of the 6 answers. Then a cluster at 2 of 6: 360Learning's own site, Adobe's business site, Wikipedia, ProProfs' training site, Quora, SelectSoftwareReviews and Thirst.io. The long tail, 8 more domains from iSpring and Moodle to a single YouTube video and one GoSkills page, each fed just 1 answer. Community threads carried real weight here: Reddit fed all 6 answers and Quora fed 2, so user forum talk, not vendor marketing, was the most consistent input across the category.
Here is the insight that matters if you sell an LMS. Several vendors' own domains fed the answers, and those vendors tended to get named. TalentLMS.com was cited once and TalentLMS was the most-named product at 5 of 6. Moodle.com was cited once and Moodle placed second at 3 of 6. 360learning.com fed 2 answers and 360Learning was named 3 times. iSpring.com, GoSkills.com and ProProfsTraining.com were each cited and each of those brands was named. When an assistant reads your own page, your name tends to make the list.
The reverse is just as visible. Docebo's blog fed 3 answers and Adobe's business site fed 2, more than most vendors managed, yet neither Docebo nor Adobe was named as a product in any of the 6 answers. Their pages are "best LMS" roundups that recommend competitors, so they hand citations to other brands while staying off the list themselves. Publishing a roundup is not the same as being in one.
One absence is worth stating plainly: neither G2 nor Capterra appeared in any of the 6 answers. The category's software-directory reflex simply did not show up. Gartner did feed 3 answers and SelectSoftwareReviews fed 2, but the two directories most vendors pour money into contributed nothing here. The names came from Reddit, editorial roundups and vendors' own pages instead.
What this means if you sell an LMS
This measurement is a to-do list, not a scoreboard. The assistants did not rank products by market share or revenue. They named whatever the pages they retrieved happened to mention. TalentLMS wins with 5 of 6 because it appears across Reddit threads, eLearningIndustry roundups and its own cited page, not because a model "knows" it is best.
So the work is concrete. Get mentioned in the 2 sources that fed every single answer, the relevant Reddit threads and eLearningIndustry's roundups, then match the phrasing to your position. If you are free or open-source, you need the "best free" pages Moodle dominates. If you are a budget or creator tool, you need the "affordable" pages where LearnDash, Thinkific and Teachfloor each showed up once. Landing on the generic "best" list, the one 8-product answer that repeated twice, is a different fight from the "small teams" list, which named only 3 products total.
And keep your own site citable. Six vendors here got named at least partly because their own domain was one of the sources. That is the cheapest lever you control: a clear, factual page an assistant can quote. The vendors who published competitor roundups instead, Docebo and Adobe, fed 5 answers between them and got named in zero.
The full list, counted
| Product | Named in | Share |
|---|---|---|
| TalentLMS | 5 of 6 | 83% |
| 360Learning | 3 of 6 | 50% |
| Moodle | 3 of 6 | 50% |
| Anthology | 2 of 6 | 33% |
| BrainCert | 2 of 6 | 33% |
| Coassemble | 2 of 6 | 33% |
| CoreAchieve | 2 of 6 | 33% |
| LearnUpon | 2 of 6 | 33% |
| Schoox | 2 of 6 | 33% |
That is the top 9 by reach. Below them sit 20 more labels named once each, including the double-spelled Canvas, iSpring and ProProfs entries noted above, which we kept separate rather than merge into counts the data never printed.
Where Glotier fits
Glotier does not sell a learning management system, so we are not one of the 29 products named here, and we should not be. Putting ourselves on this list would be exactly the kind of fabricated presence this whole series exists to catch.
But this measurement is the thing we do. We ran six buyer questions against ChatGPT and Gemini, recorded all 29 products and all 20 source domains, and showed which pages produced which names. Point Glotier at your own category and you get the same picture for the questions your buyers actually type: who gets named, who does not, and the exact pages deciding it. The check is free, no account, about a minute.