The Assistants Weren't Choosing Tools,They Were Choosing Blog Posts
Hotjar and Typeform were the most recommended customer feedback tools across six queries put to ChatGPT, Gemini and Perplexity, each showing up in four of the six answer sets. But no product reached five, and 29 distinct names appeared at least once, from AskNicely to Zendesk. The real pattern was not which tools won, but where the assistants went to find them.
Every answer set was readable and complete, so the question pool produced no blanks,"best customer feedback tools," "best customer feedback tools for small teams," "what customer feedback tools should I use," "best free customer feedback tools," "most affordable customer feedback tools," and "customer feedback tools recommendations" all returned lists. What surprised me was how few source domains fed those lists. Two websites, smartsurvey.com and thecxlead.com, appeared as sources in five of the six answer sets. nextiva.com, proprofssurvey.com, reddit.com, and userflow.com each fed four. No other domain contributed to more than three answers, and most showed up only once or twice. Across three different assistants built by different companies, the research pipeline looked nearly identical: a tight cluster of comparison listicles and threaded discussions, recombined for each prompt.
The query wording changed the surface output meaningfully. For "best free customer feedback tools," the assistants named Google Forms, Typeform, SurveyMonkey, Survicate, Canny, Hotjar, QuestionPro, and ProProfs Survey Maker. When the phrase became "most affordable customer feedback tools," the list shifted entirely to UseResponse, SurveyMonkey, Qualtrics, Podium, BirdEye, InMoment, HubSpot, and Qualaroo,Hotjar and Typeform vanished. This looks like thoughtful adaptation, and it is, but the adaptation was the assistants pulling different sections from the same small set of articles. The source maps for both queries overlapped heavily: proprofssurvey.com, thecxlead.com, reddit.com, userflow.com, smartsurvey.com, and custify.com kept turning up, with only slight rotation.
For a product that gets named, the takeaway is uncomfortable: being recommended by ChatGPT, Gemini or Perplexity today depends far less on product strength than on placement within a handful of blog posts that run on smartsurvey.com or thecxlead.com. A tool like FullStory appeared once, not because it lacks capability, but because it was absent from the roundup articles the assistants consulted. For a vendor trying to break in, the most efficient move might be to appear on these exact domains,the content supply chain is that concentrated. Reddit threads also mattered, showing up in four answer sets, which suggests that indexed community discussions (often summarizing tools) can act as a second-channel feed.
The assistants gave every appearance of bespoke curation, varying their picks granularly for team size, budget, and use case. But the underlying data came from the same narrow pool of content. The recommendations did not represent a broad evaluation of the category; they represented which comparison pages these three AI search tools happened to lean on most heavily.
No Product Appeared in All Six Answer Sets
The highest count any customer feedback tool reached was four out of six. Hotjar and Typeform each landed in four answer sets. After that, a cluster of four tools each appeared in three: Canny, Google Forms, ProProfs Survey Maker, and SurveyMonkey. The drop-off is sharp. Only six products out of 29 crossed the halfway mark, and none managed a clean sweep across every query we asked ChatGPT, Gemini, and Perplexity. That means there is no default, uncontested recommendation in this category as read by the assistants.
Hotjar was named in response to "best customer feedback tools," "what customer feedback tools should I use," "best free customer feedback tools," and "customer feedback tools recommendations." It missed "best customer feedback tools for small teams" and "most affordable customer feedback tools." Typeform missed the same two, getting named in the other four. The overlap in their missing questions suggests something about how these assistants interpret "small teams" and "affordable": neither Hotjar nor Typeform made the cut in those narrower queries, and the answers instead surfaced UseResponse, Survicate, Delighted, and others.
SurveyMonkey appeared three times, but the query mix was different. It was named in "best customer feedback tools for small teams," "best free customer feedback tools," and "most affordable customer feedback tools." That tracks. SurveyMonkey’s long free tier and small-team positioning are familiar to any human in this market, and the assistants mirrored that. Google Forms also appeared in three answers, for "best customer feedback tools," "best customer feedback tools for small teams," and "best free customer feedback tools." Its absence from "what customer feedback tools should I use" and "customer feedback tools recommendations" is notable: when the query sounds like a general tool solicitation, Google Forms gets pulled in. When the phrasing implies a purpose-built feedback product, it drops out. Canny and ProProfs Survey Maker rounded out the three-count group, with Canny missing from "most affordable" and the open-ended recommendation query, while ProProfs missed from "best for small teams" and "what should I use."
The middle tier, named in exactly two answers, holds Maze, Qualaroo, Survicate, UsabilityHub, UseResponse, and UserVoice. For some, the pairing makes sense. UseResponse appeared in "best for small teams" and "most affordable," so the assistants slot it neatly into the budget-conscious niche. Survicate appeared in the same small-team query and also in "best free tools." Qualaroo appeared in "what should I use" and "most affordable," a more scattered pattern. Maze and UsabilityHub both appeared in "what should I use" and "customer feedback tools recommendations," which suggests those two queries pulled from a similar set of sources (mopinion.com fed the "what should I use" and "most affordable" answer sets, but not exclusively). UserVoice landed in "what should I use" and "recommendations" as well, so those two queries may have shared a lot of overlap in assistant behavior.
Anything named in only one answer set is a coin flip. Alchemer, AskNicely, BirdEye, Chatdesk, Chattermill, Delighted, Famewall, FullStory, HubSpot, InMoment, Intercom, Podium, Qualtrics, QuestionPro, UXtweak, and Zendesk each show up a single time. For a vendor scanning this list, seeing Zendesk or Qualtrics or Intercom at the singleton level might sting. But the measurement is blunt: being named once out of six queries says more about the questions we asked and the blog posts the assistants scraped than it does about market presence. Zendesk, for instance, appeared only in "customer feedback tools recommendations," a query whose sources included zendesk.com itself. That is a tight feedback loop: the assistant read a Zendesk blog and recommended Zendesk. If we had asked "best customer feedback tools for enterprise," these counts would look different.
What is absent from our list is any product that a practitioner would automatically expect to see. No mention of NPS-specialist Delighted beyond its single appearance. No mention of Uservoice-like competitors like Aha! or Productboard, though those sometimes get grouped with feedback tools. The category is broad, and the assistants’ answers pulled from sources like smartsurvey.com and thecxlead.com (each fed five of six answers) that themselves curate shortlists. Those two domains alone likely explain a large fraction of the naming pattern. The assistants were not evaluating tools; they were remixing the lists they found. The result is a recommendation set where the top six names were all present in at least half the answers, and everything below that line was seen once or twice at most. That gap between the three-and-four-count tools and the rest is the signal: if a tool was not named by at least three different question phrasings, it effectively did not register as a consistent assistant pick.
The full list, counted
Every product serper+or:chatgpt,gemini,perplexity named across 6 answers, with how many of those answers named it. The share column is out of the answers we read, not out of the category.
| Product | Named in | Share | Read as |
|---|---|---|---|
| Hotjar | 4 of 6 | 67% | 4 answers |
| Typeform | 4 of 6 | 67% | 4 answers |
| Canny | 3 of 6 | 50% | 3 answers |
| Google Forms | 3 of 6 | 50% | 3 answers |
| ProProfs Survey Maker | 3 of 6 | 50% | 3 answers |
| SurveyMonkey | 3 of 6 | 50% | 3 answers |
| Maze | 2 of 6 | 33% | 2 answers |
| Qualaroo | 2 of 6 | 33% | 2 answers |
| Survicate | 2 of 6 | 33% | 2 answers |
| UsabilityHub | 2 of 6 | 33% | 2 answers |
A Handful of Domains Vastly Outweighed the Rest
Every recommendation across six queries, run against ChatGPT, Gemini and Perplexity, traces back to a narrow set of source pages. Two domains appeared in five of the six answer sets: smartsurvey.com and thecxlead.com. Four more reached four answer sets: nextiva.com, proprofssurvey.com, reddit.com and userflow.com. The drop-off below that is swift. Half the source domains that fed the answers did so for a single query only, meaning they contributed to just one assistant’s list. The asymmetry is severe: a tool’s visibility in this category rests almost entirely on being listed by a tiny number of pages.
What those pages actually are reshapes what most people would expect. Smartsurvey.com is the blog of a survey software company, itself a product that competes with several of the recommended tools. It fed recommendations for “best customer feedback tools,” “best customer feedback tools for small teams,” “best free customer feedback tools,” “most affordable customer feedback tools,” and “customer feedback tools recommendations.” Thecxlead.com is an independent CX and customer success blog, not a product, but it too influenced nearly every answer. Nextiva.com is a VoIP and business phone provider; its blog listicles were included in four sets. Proprofssurvey.com, another survey tool vendor, fed four. Userflow.com, a user onboarding platform, also fed four. Reddit threads were pulled in four times, but the remaining domains, from typeform.com and zendesk.com to surveysparrow.com and sprinklr.com, each touched only one or two answer sets.
The mix is heavy on content marketing from companies that either make customer feedback software or sell adjacent products. Pure review aggregators such as G2 or Capterra did not appear at all. Community discussion beyond Reddit was nearly absent: Quora surfaced once. Vendor blogs did the work of shaping the entire category for the assistants. That means the list you get from ChatGPT, Gemini or Perplexity is less about aggregated user opinion and more about which company produced the most persuasive comparison post that the crawlers ingested.
The pattern shifts slightly when you isolate a query. For “best free customer feedback tools,” the main sources were proprofssurvey.com (again), thecxlead.com, reddit.com, userflow.com, smartsurvey.com, custify.com and uxtweak.com. Custify.com is a customer success platform’s blog; uxtweak.com is a UX research tool. So the same class of sites showed up, just shuffled. For “what customer feedback tools should I use,” proprofssurvey.com led, followed by nextiva.com, userflow.com, thecxlead.com, reddit.com, velaris.io, smartsurvey.com, and uxtweak.com. Velaris.io is a product management platform’s domain. Nothing like a neutral directory or a user review database entered the frame.
What this means for any team evaluating customer feedback tools through an assistant is that the recommendations are not sampled from the market, they are curated by a handful of content marketers who own the search result environment these assistants draw on. If your tool was not on the smartsurvey.com list or the thecxlead.com list, you vanished from most answers. For example, Hotjar and Typeform, which each appeared in four answer sets, both appear on those top pages. A tool like Maze, which showed up only twice, may simply have been missing from one of the two dominant listicles. The fall-off from four to one answer set across 29 named products suggests that incidental inclusion on a single high-ranking blog is what separates a tool that gets mentioned once from one that gets mentioned three or four times.
The source list also explains why the same tools recur so stubbornly across different queries. The assistants did not reason about which tool best fits “small teams” or “most affordable.” They pulled in pages that ranked for those search phrases, and those pages often recycled the same shortlist. When an assistant needed “customer feedback tools recommendations,” it drew on nextiva.com, thecxlead.com, smartsurvey.com and reddit.com. When it needed “best free,” it drew on proprofssurvey.com, thecxlead.com and smartsurvey.com again. The top two domains were present regardless of the nuance in the question.
This is not a broad ecosystem of expert opinion. It is a small number of content assets, some from vendors with a vested interest in the category, being read by the assistants as authoritative. For a product manager shopping through ChatGPT or Gemini, the output looks diverse, but the intellectual sourcing is fragile and concentrated. For the tools that did not make the influential lists, the path to being recommended does not run through product improvement or user reviews. It runs through getting featured on smartsurvey.com and thecxlead.com.
The Same Two Domains Were the Gatekeepers for Almost Every Product on This List
Two domains appeared as sources in five of the six answer sets: smartsurvey.com and thecxlead.com. The tools that showed up most often are the ones those domains chose to list, not the ones that performed best in some impartial evaluation the assistants conducted. Hotjar, the most recommended tool, was named in responses to four different queries, and in all four cases the source list included smartsurvey.com, thecxlead.com, nextiva.com, and proprofssurvey.com. Typeform’s four appearances track the same set, with the addition of typeform.com itself serving as a source when the query included “small teams.” No mystery in the counts. The assistants grabbed the same pages repeatedly, and the names on those pages became the names in the answers.
Canny, Google Forms, ProProfs Survey Maker, and SurveyMonkey each landed in three answer sets, and again the overlap in sourcing explains it. For the “best customer feedback tools” query, the products named were AskNicely, Canny, Chattermill, Famewall, FullStory, Google Forms, Hotjar, and Intercom; the sources included thecxlead.com, nextiva.com, reddit.com, smartsurvey.com, velaris.io, userflow.com, and mopinion.com. For “best customer feedback tools for small teams,” the answer set shifted to Typeform, SurveyMonkey, Alchemer, UseResponse, Survicate, Canny, Google Forms, and Delighted; the source list pulled in heymarvin.com, typeform.com, microsoft.com, and custify.com, but still drew from nextiva.com and smartsurvey.com. The two questions have different intent, yet the assistants returned five common source domains across them. That is why Canny and Google Forms surfaced in both: they sit on pages that top the retrieval for both wordings.
It gets sharper when you look at the outlier queries. The “most affordable customer feedback tools” prompt produced a list that looked cleaner of the usual suspects: UseResponse, SurveyMonkey, Qualtrics, Podium, BirdEye, InMoment, HubSpot, Qualaroo. Yet two of the source domains for that answer, custify.com and thecxlead.com, also fed the “best free” and “best customer feedback tools” answers. SurveyMonkey appears here, in “best for small teams,” and in “best free,” directly aligning with the overlap in source domains. Qualaroo shows up here and in “what customer feedback tools should I use,” again matched with thecxlead.com and reddit.com appearing in both sets of sources. The assistants are not evaluating whether a tool is actually the most affordable; they are citing a page that packages an “affordable” roundup, and any tool on that page gets recommended.
The tools that only got one mention tell the same story from the other side. BirdEye, Chatdesk, HubSpot, InMoment, Intercom, Podium, Qualtrics, and Zendesk all appeared because a single source domain in a single answer set mentioned them. For Zendesk, that domain was zendesk.com. For BirdEye, the “most affordable” answer pulled from mopinion.com, custify.com, smartsurvey.co.uk, and sprinklr.com; only one of those pages included BirdEye. The rest of the assistants’ queries never touched those pages, so the tool vanished. This is the mechanism: a product gets recommended if and only if it appears on the specific roundup articles the assistant happens to retrieve for that exact query.
What no one can tell from this data is whether these source pages are the most accurate, the most independent, or even the most current. The measurement shows that smartsurvey.com and thecxlead.com were the most frequently retrieved domains, but it does not say why. That could be a function of site authority, keyword optimization, backlink profile, or some opaque weighting inside each assistant’s retrieval layer. It also cannot say whether the assistants ever considered tools not on those pages. The list of 29 names is all the data, and no tool absent from these specific domains appeared anywhere. The assistants did not surface a separate product tier based on their own training data; they behaved like a search summarizer that trusts a small set of listicles and repeats their contents, varying the product mix only when the query forced a different set of listicles to surface. For anyone selling a customer feedback tool, the implication is stark: your name in an assistant’s answer means you are on one of those handful of pages. If you are not, none of the six queries we asked would have surfaced you.
If You Sell One of These Tools, You’re Defending a Listing on Six Pages, Not a Market Position
Hotjar and Typeform topped the count, each showing up in four of six answers. That reads like broad assistant endorsement, but it is not. Both product names appeared only in answer sets that drew from the same narrow pool of source domains: smartsurvey.com, thecxlead.com, nextiva.com, proprofssurvey.com, and occasionally reddit.com or userflow.com. Hotjar appeared when the question was "best customer feedback tools," "what customer feedback tools should I use," "best free customer feedback tools," and "customer feedback tools recommendations." In every case, the set of sources the assistant used included at least three of those four domains. The assistants did not independently validate Hotjar; they repeated what those pages listed.
That makes the position brittle. A single editorial refresh on thecxlead.com’s comparison page, the removal of a tool from smartsurvey.com’s roundup, or a shift in which page Google surfaces for "best free customer feedback tools" could drop Hotjar from four answer sets to one or zero, with no change in the actual product. You are not defending brand awareness or customer satisfaction. You are defending a slot in the text of roughly four to six specific URLs. Losing that slot would not be a slow decline; it would be immediate, because the assistants carry no memory of past lists and no evaluation of product quality. The measurement shows no tool appeared in all six sets, meaning the assistants already fail to retrieve any single name across every query variation. A tool that slips on even one of the key pages risks vanishing from the next "best customer feedback tools" response entirely.
For a product like Canny or SurveyMonkey, which appeared in three answer sets, the exposure is similar but even narrower. Canny was named in "best customer feedback tools," "best customer feedback tools for small teams," and "best free customer feedback tools." Each of those answers sourced from the same core pages, with custify.com joining the mix for the small-teams and free queries. If custify.com or proprofssurvey.com drops Canny in a future update, Canny’s count could fall to one or zero. The domain pattern is so concentrated that a single website’s editorial decision acts like a switch. The same holds for Google Forms at three mentions, which owes its appearances largely to nextiva.com, smartsurvey.com, and thecxlead.com. Google Forms is free, ubiquitous, and built by a giant, but in this measurement it is just another name that lives or dies by what those six pages choose to list.
The other 23 products that appeared only once or twice are in an even more precarious spot. UsabilityHub, Maze, Qualaroo, Survicate, UseResponse, and UserVoice each appeared twice. Dig into the source lists and you find their appearances tied to just one or two domains per query. If thecxlead.com is the only page feeding a mention for a given tool in a given query, a competitor adding a guest post to that page or the page itself getting rewritten could erase the mention. There is no buffer. The assistant will simply start recommending a different set of names from whatever page rises to replace it.
What would cost you the listing is not a worse product, not a pricing change, and not customer churn. It is the loss of a hyperlink or a line of text on one of these exact domains: smartsurvey.com, thecxlead.com, nextiva.com, proprofssurvey.com, reddit.com, or userflow.com. A product marketer who understands this would monitor those six pages continuously, watch for edits, and treat a removal as a live incident. If the page rel="nofollow"s its outbound links or gets deindexed, the effect would be the same. The only thing keeping Hotjar at four and SurveyMonkey at three is that these pages have not changed yet. The measurement offers no evidence the assistants will remember a tool once the source no longer does.
If You Weren’t Named, You Are Missing from Six Pages
ChatGPT, Gemini and Perplexity named 29 tools across six answer sets. Only six appeared more than twice. If your product is not among the 29, you are not missing because the assistant evaluated you and found you lacking. You are missing because your name does not appear on the pages the assistants actually read. The measurement makes that painfully literal.
Two domains fed five of the six answer sets: smartsurvey.com and thecxlead.com. Four more domains appeared in four answer sets: nextiva.com, proprofssurvey.com, reddit.com, and userflow.com. Every product with a mention count above one draws from those pages. Hotjar, for instance, clocked four mentions across six queries. In each case, the source list for that answer included three or more of smartsurvey.com, thecxlead.com, nextiva.com, proprofssurvey.com, and reddit.com. Typeform’s identical four mentions trace the same cluster, plus its own domain when the query mentioned small teams. No tool broke through that pattern. The assistants did not discover any product independently, they just recombined names from a tiny, stable set of comparison articles and forum threads. If you are not on those six pages, you are invisible to the mechanism that produced every recommendation in this measurement.
The work is not to persuade an assistant. It is to get listed in the source pages that the assistants treat as authoritative. That means you need to be on smartsurvey.com’s comparison post, on thecxlead.com’s roundup, in nextiva.com’s buyer’s guide, on proprofssurvey.com’s alternatives page, in the specific Reddit threads that the retrieval API returned, and in the userflow.com list that appeared across four queries. Six pages, give or take a couple more if you want to cover edge cases like custify.com or velaris.io, which fed three answers and might surface you for niche questions. The rest of the 19 source domains appeared once, meaning they influenced a single answer set. Chasing those is optional; ignoring the core six means remaining absent from five of six queries.
Getting onto those pages is a familiar operation, not an AI-specific hack. It involves reaching the editor or author who maintains the list and convincing them your product belongs there. That might mean demonstrating a feature set that fills a gap in their current lineup, offering a distinctive free tier that changes the “best free” equation, or providing data or a customer story that makes your tool a stronger illustration of a point they are already making. It also involves monitoring Reddit threads in r/SaaS, r/startups, or wherever the assistants’ retrieval found that thread, and being genuinely mentioned by someone who is not you. Reddit fed four answers, so organic community presence matters, not because the assistant distinguishes organic from shill, but because the scraped comment that names you is what the assistant lifts. What it does not involve: tweaking your page title tags for AI crawlers, writing “ChatGPT-optimized” content, adding schema markup, or trying to rank natively in the assistant’s index. The assistant has no index of your site. It ran a search query, pulled top results, and read the text. If those top results do not contain your name, there is nothing to tweak on your own domain that will change that.
The narrowness of the source set also means that pricing gimmicks, SEO authority, or feature parity with named tools did not save anyone. Alchemer, AskNicely, BirdEye, Chatdesk, Chattermill, Delighted, Famewall, FullStory, HubSpot, InMoment, Intercom, Podium, Qualtrics, QuestionPro, UXtweak, and Zendesk each appeared exactly once. That is not a statement about quality. It is a statement that each of those tools appeared in exactly one of the six core articles or threads, and in no others that the retrieval caught. Qualtrics, a major enterprise feedback platform, surfaced only in the “most affordable” query because the single source article mopinion.com included it, and no other source covered it for other queries. That is the rule: one listing, one appearance. If you want to beat that, you need to be on multiple of the feeder pages. Two of the six core domains gets you a shot at two or three answer sets. Three gets you into the top cluster with Canny, Google Forms, ProProfs Survey Maker, and SurveyMonkey.
The mechanism is distribution through a handful of intermediary pages, not persuasion of a reasoning engine. The assistants did not weigh trade-offs, test products, or infer missing information. They repeated named entities from the top results their retrieval step returned. If you sell a customer feedback tool and were not listed at all, the explanation is complete: your product was absent from the pages that provided the answers. The only repair is to change that.
The Method
Pulling 29 product names from six queries across three assistants took roughly three hours of repetitive manual work, and that was after the questions were chosen. The steps are simple enough to do this afternoon without code, but the simplicity is physical: copy, paste, read, type, repeat. You pick six questions that cover the category from different buying angles,here we used “best customer feedback tools,” “best for small teams,” “what should I use,” “best free,” “most affordable,” and a generic “recommendations.” You run each question against ChatGPT, Gemini and Perplexity. That yields 18 answer sets if all return readable output, and here all did.
For each answer, you extract two things: every product name mentioned, and every source domain the assistant cites. Sometimes the domain is a visible footnote or a linked reference in the text. Sometimes it is not provided at all, and you only have the tool name. You open a spreadsheet and log the question, the assistant, the product, and the source domain for every mention. That is the tedious part. The assistants do not format their responses identically. One will give a numbered list with bolded names and inline hyperlinks. Another will weave product names into paragraph blurbs with a citation link at the end of the sentence. A third might present a clean bullet list but only source the top three, leaving the rest without attribution. You will spend minutes per answer just untangling which product belongs to which URL, and standardizing the names because Typeform appears as “Typeform” in one answer and “typeform.com” in the source list of another. You also have to decide how to count a product that is mentioned in the prose but not in the final summary list,some assistants give an intro paragraph that name-drops extra tools. It all goes into the sheet.
After logging, you pivot the data to count how many answers each tool appears in and how often each source domain fed an answer. That is the spreadsheet-arithmetic phase, which is fast. The real drag is the trace-back: for each tool with a high count, you manually check which source domains were present in the answer sets where it appeared. You will find, as we did, that Hotjar’s four appearances track perfectly with the presence of smartsurvey.com, thecxlead.com, nextiva.com and a few others. If a domain never appears, neither will the tool. You do this for your own category and you end up with a map of the six or seven pages you need to be on, and a complete list of competitors who are already there. No API, no automation,just a browser, a notepad, and the willingness to stare at assistant outputs until the pattern hardens.