Narvar was named in 5 of the 6 answers ChatGPT and Gemini gave when we asked them to recommend returns management software on 3 August 2026, more of the answers than any other product reached. The next two names down, ReturnGO and ReturnLogic, each appeared in 4 of the 6 answers (67%), and no one else cleared half.
Below that top three the list falls away fast. Happy Returns and Return Prime were each named in 3 of the 6 answers (50%), and then it scatters: 17 of the 26 products we recorded were named in exactly one of the six answers. So roughly two-thirds of the names an AI assistant handed a returns-software buyer were one-answer mentions, not a settled consensus. We put the same six buyer questions to ChatGPT and Gemini, one live web search each, and logged every product named and every source domain behind it.
How the shortlist changed from one question to the next
The most useful thing in this data is how far the shortlist moved when we changed the wording. Only 1 of the 26 names, Narvar, appeared in a majority of the six answers. Swap "best" for "best free" or "most affordable" and a different cast walks on.
When we asked for the best free returns management software, ChatGPT and Gemini returned 8 products: ReturnGO, Loop Returns, ReturnLogic, Happy Returns, ShippyPro, Redo Returns & Exchanges, Elite EXTRA and At Last. Four of them, ShippyPro, Redo Returns & Exchanges, Elite EXTRA and At Last, appeared in that one free answer and nowhere else in the entire run.
The most affordable question produced its own exclusives. Of the 7 products in that answer, AfterShip Returns and ReadyReturns showed up only there. Return Prime topped that answer and was named in 3 of the 6 answers overall (50%), level with Happy Returns.
The bare best returns management software question, with no qualifier, surfaced 8 products, and 4 of them, Clickpost, AfterShip, Return Rabbit and Blue Yonder, appeared in that answer alone. So the plain best query is not a superset of the others. It has its own blind spots and its own favourites.
The narrower phrasings behaved the same way, each with exclusives named in just 1 of the 6 answers. "For small teams" was the only answer to name parcelLab, Swap Commerce and ShipHero. "What should I use" was the only one to name ReturnZap and RMAPORTAL. "Recommendations" was the only one to name Gladly and Refundid. If you track only the phrase "best returns management software," you would never learn that a buyer asking for a recommendation is being handed Gladly and Refundid instead.
Where the answers came from
Every one of the six answers leaned on Reddit. reddit.com was the only domain cited in all 6 answers (100%), which makes a returns-software thread on Reddit the single most valuable page to be named on in this category. G2 came next at 5 of the 6 answers (83%), so the review directories are not sidelined here the way they are in some categories. Capterra, though, never appeared once, and neither did Quora. The only other community citation was a single LinkedIn mention.
The rest of the sources were vendor blogs and roundup posts. Comparison and roundup sites did a lot of the feeding: returnbear.com (4 answers), ringly.io (4), pango.ai (4) and loopreturns.com (3), plus one-off cites from pulpowms.com, warego.co, guideflow.com, letsengaige.com and ingrid.com. Across all six answers we counted 47 source citations from just 17 distinct domains, so a small set of pages is shaping what buyers hear.
Here is the finding we would circle for anyone in this category: several vendors' own domains fed the answers, and when a vendor's page was read, that vendor usually got named. returnlogic.com was cited in 4 answers and ReturnLogic was named in all 4. returnprime.com was cited in 5 answers and Return Prime was named in 3. Smaller names show it too: rmaportal.com was cited once and RMAPORTAL was named in that same answer, and lateshipment.com and blueyonder.com repeat the shape. Publishing a page the model will actually quote is not a vanity move here. It is one of the ways a product lands on the list.
What we would do to get named in this category
If we ran marketing for a returns product, we would stop guessing and work the source list, because in this data the source list, not market share, decided who got named. Three moves follow straight from the numbers. First, get into the Reddit conversation, because reddit.com fed all 6 answers (100%) and a single well-regarded thread is the closest thing to a guaranteed citation here. Second, get listed on G2 and keep the profile strong, because g2.com fed 5 of the 6 answers (83%) while Capterra fed none. Third, publish the comparison and "best returns software" pages on your own domain, because vendor domains like returnlogic.com (4 answers) and returnprime.com (5 answers) were read directly and their products came back named.
None of that requires being the biggest company in returns. Narvar leads at 5 of 6, but 4 of the 17 one-answer names, among them Elite EXTRA and At Last, are not household brands. They were simply on a page an assistant happened to read for one specific question. Visibility here is won page by page and question by question.
The full list, counted
Two brands appear in our count under two labels, and we have left them split rather than merged, because combining them would invent a total the measurement never produced. "Loop" (2 of 6) and "Loop Returns" (2 of 6) are the same company, and "AfterShip" (1 of 6) and "AfterShip Returns" (1 of 6) are the same company. ChatGPT and Gemini were not consistent about the product name, which is worth knowing if you are that vendor watching how you get cited. Below are the nine most-named products, with the share of the 6 answers each appeared in.
| Product | Named in | Share |
|---|---|---|
| Narvar | 5 of 6 answers | 83% |
| ReturnGO | 4 of 6 answers | 67% |
| ReturnLogic | 4 of 6 answers | 67% |
| Happy Returns | 3 of 6 answers | 50% |
| Return Prime | 3 of 6 answers | 50% |
| LateShipment.com | 2 of 6 answers | 33% |
| Loop | 2 of 6 answers | 33% |
| Loop Returns | 2 of 6 answers | 33% |
| Pango | 2 of 6 answers | 33% |
Why we ran this
We build Glotier, and we do not sell returns management software, so you will not find us anywhere in these six answers. That is exactly right: we would be worried if a returns buyer's question surfaced an AI-visibility tool. Running the measurement is the whole point. This is precisely what we do for a customer, pointed at their own category instead of this one: we put the real buyer questions to ChatGPT and Gemini, record who gets named and which pages fed each answer, and hand back the source list you would need to work. If you sell in this category, the useful next step is to find your own name in that table, or notice it is missing. The check is free, takes about a minute, and needs no account.