AEO for SaaS: What Gets Cited, and the Agencies That Focus on Software
For software questions, assistants build their answers from comparison articles and category roundups, most of them written by other vendors. AEO for a SaaS is mostly getting into those pages.
What gets cited: vendors' own blogs, TechRadar, Zapier, Medium. Review sites, all six of them together, carried 0.43% of citations.
SaaS-focused agencies on page one: Omniscient Digital, Skale, Grow and Convert, Flying Cat Marketing. None publishes a price.
The figures in circulation ($2,000 to $10,000 a month) come from one agency's list of its competitors, not from rate cards.
Checked on each agency's own site on 12 September 2026.
Most pages ranking for this phrase are either a how-to that tells a SaaS to add FAQ schema, or a list of agencies in which the author ranks first. Neither answers the question a software marketer actually has, which is: when somebody asks ChatGPT for the best tool in my category, where does that answer come from, and who can get me into it?
We can answer the first half with data, because we run assistant scans for our customers and keep every cited source. This page cuts that corpus down to software-shaped questions and looks at what those answers were built from. Then it goes through the agencies that specifically sell AEO to SaaS companies, on what they publish rather than what they claim.
Disclosure: MentionAgent is our own product. It is outreach software, not an agency, so it is not ranked among the firms below. It appears at the end because the off-site half of SaaS AEO is the thing it automates.
We took every assistant answer in our corpus whose question was software-shaped: 908 answers across 298 questions, citing 9,523 sources on 3,262 hosts. Pulled 12 September 2026.
Software-shaped means the question named a tool, software, a platform, an app, an alternative or a versus. "Best social media scheduling tool for small business owners" counts; "how to write a press release" does not.
Brands were named in 2.64% of software answers, against 3.74% of every other kind. The category is harder to get into, not easier.
Per engine: Gemini cites 14.8 sources per software answer and names a brand in 1.3%; ChatGPT 6.8 and 4.44%; Claude 5.2 and 3.6%.
Caveat: our question mix follows our customers' niches, so social media scheduling and marketing tools are over-represented. The shape of the distribution is the finding; the specific brands are not.
What software answers cite
The first thing the cut shows is who the sources are. The thirty most-cited hosts for software questions account for 2,128 of the 9,523 citations, and 1,241 of those, 58%, point at a software vendor's own site: Sprout Social, Planable, Buffer, Hootsuite, HubSpot's blog, SocialBee, Agorapulse, Sprinklr and a dozen smaller ones. The vendors being cited are, in most cases, competitors of the product the question was about. When someone asks an assistant for the best scheduling tool, the answer is assembled in part from Buffer's article about the best scheduling tools.
The rest of the top thirty is editorial and community: TechRadar with 194 citations, Zapier's blog with 155, Medium with 131, Reddit with 103, The CMO with 75, YouTube with 65. Zapier is worth a separate mention because it is the one non-publisher that behaves like a publisher; its "best X tools" library is cited across all three engines and it does not sell most of the products it reviews.
Page type follows from that. 51.8% of cited URLs sit under a blog, resources, guides or learn path. Only 2.2% are a bare homepage. Titles containing best, top, alternatives, versus or comparison make up 15.4%, and that undercounts, because the title field in our capture is often just the domain. The answer is not being built from product pages. It is being built from articles about products, and the people writing those articles are mostly other vendors and a handful of tech publishers.
Concentration is low, which matters for what you can do about it. The top ten hosts carry 12.8% of software citations. 2,016 of the 3,262 hosts, 61.8%, were cited exactly once. There is no short list of sites to be on. There is a long tail of category articles, and the job is to be in as many of them as you can reach.
Why review sites barely register
The assumption in most SaaS AEO advice is that G2 and Capterra are the sources, because they are structured, they are about software, and buyers use them. In this corpus G2, Capterra, GetApp, Software Advice, TrustRadius and Product Hunt together were cited 41 times out of 9,523, which is 0.43%. For every other type of question the same six sites were at 0.28%, so software questions do lean on them slightly more, and still almost never.
Community is a little larger: Reddit, Quora, YouTube, Medium and LinkedIn together were 3.3% of software citations, against 4.0% for other questions, and Reddit on its own was 103 citations, 1.1% of the software cut. If you have been told that the whole game is Reddit threads and G2 badges, the data says neither: for software, it is articles.
There are two plausible reasons and they point the same way. Review sites are gated and template-heavy, so the engines that read the open web find a Buffer blog post easier to quote than a G2 grid. And the question people ask an assistant is usually comparative, "best tool for", "alternative to", "X versus Y", which is exactly the article a vendor writes about its own category. The assistants are citing the pages that already answer the question in the shape it was asked.
What a SaaS AEO programme actually is
Put the two findings together and the programme writes itself, in two halves that are not equal in size.
The on-site half is small. Have a comparison page for each competitor people name against you, an alternatives page, a pricing page that states the price, and documentation an assistant can quote without a login. These are worth doing and take a week. They put your own pages into the 2.2% that is homepages and the slice of blog paths that is yours. They do not touch the other 90%.
The off-site half is the programme. The 61.8% of hosts cited once are individual articles by individual writers: a competitor's roundup, a consultant's Medium post, a niche blog's tool comparison, a TechRadar buying guide. Getting named in those pages is outreach. You find the articles the assistants already cite for your category, you find the person who maintains them, and you make a specific ask: add us to this list, update this comparison, here is what changed. That is the work an AEO agency for SaaS should be selling, and the first thing to check is whether it is.
The measurement layer sits on top. Fix a prompt list before anyone starts, capture your mention rate, date it, and re-run on a schedule. Our own AI citation study describes the method and the free AI mention checker gives a signal-level read before you pay for prompt-level tracking. For the wider category, the generative engine optimization guide is the hub.
How to judge a SaaS AEO agency
Five questions, in the order they save you money.
1. What share of the deliverables happen on other people's websites? If the answer is schema, FAQ blocks and content refreshes, you are buying on-site SEO with a new name. Ask for the outreach plan and the list of target pages.
2. Which engines do they measure, and with what? Some name ChatGPT, Perplexity and Claude; some track Gemini and AI Mode too; some have a tool, some rent one. Gemini behaves differently enough from ChatGPT in our data (14.8 citations per answer against 6.8) that "AI visibility" as a single number hides more than it shows.
3. Can they name a SaaS case with a before and after on a fixed prompt set? A traffic chart is not that. Mention rate on the same prompts, dated, is.
4. Is the price on the website? None of the four below publish one. That is not disqualifying, but it means the figures you read in lists are somebody else's guess.
5. Do they also sell the content and the links? Every firm here does, which is fine, and it means AEO is a line in a retainer rather than a product. Ask what happens to the AEO work if you buy only that line.
The agencies
These are the firms on the US page one for aeo for saas that specifically sell AEO or GEO to software companies, checked on 12 September 2026. Three of the ten results were not agencies at all: a Reddit thread asking for recommendations, a Similarweb article about product pages, and a HubSpot tool page. Two more were guides from agencies that do not lead with SaaS (TripleDart, Webstacks), and one was First Page Sage's list of SaaS AEO agencies, which ranks First Page Sage first and publishes no prices for anyone.
| Agency | What it sells | Engines it names | Published pricing |
|---|---|---|---|
| Omniscient Digital | B2B SaaS organic growth, GEO as a service line | Not named on the pricing page | None. Its own list states "from $10,000 a month" |
| Skale | GEO, AI brand mentions, SaaS SEO, link building and outreach | Not named | None |
| Grow and Convert | Content SEO and AI search, AI citation outreach, link building, PPC | ChatGPT, Perplexity, Google AIO, Gemini, AI Mode, Claude (via its Traqer tool) | None |
| Flying Cat Marketing | SEO strategy, content, link building, international; GEO methodology | ChatGPT, Perplexity, Claude | None, proposal on request |
"None" means no figure is stated anywhere we could read on the agency's own site. Where a number appears in a third-party list it is attributed to the list, not the agency.
Omniscient Digital: AEO inside a B2B SaaS content retainer
Shape: a content-led organic growth agency for B2B SaaS with offices listed in Austin, New York, San Francisco, Chicago and Boston, and Generative Engine Optimization listed as a service line alongside SEO strategy and programmatic SEO.
What it publishes: a long article ranking the best AEO agencies for B2B SaaS, in which it ranks itself first and states its own engagements start at $10,000 a month. Its pricing page carries no figure; the number lives in the article. The same article assigns prices to five competitors, and those are the figures that have propagated around the web as if they were rate cards.
Read it as: the incumbent choice if you want AEO folded into a full content programme and have the budget for a five-figure retainer. Ask what share of a month's hours goes to outreach against the category articles above rather than to your own blog.
Skale: the only one selling outreach as its own line
Shape: "an AI search-first organic growth agency helping tech and SaaS brands win in AI-driven search and Google", in its own words. Six services listed: Generative Engine Optimization, AI Brand Mentions, SaaS SEO, Link Building and Outreach, Content Production, Website Migrations.
What it publishes: no pricing. The Omniscient list puts it at "from $4,000 a month" and describes AI citation outreach as a standalone service, which matches the AI Brand Mentions line on Skale's own site. That standalone framing is the interesting part: it is the only firm here where the off-site half is a product you can buy without the content retainer.
Read it as: the closest fit if the data above convinced you that the job is getting into other people's articles. Confirm on the call what an AI brand mention engagement actually delivers per month, in placements, not impressions.
Grow and Convert: measurement built in, outreach named
Shape: a conversion-focused content agency with a services list that reads Content SEO and AI Search, Link Building, AI Citation Outreach, PPC. It runs its own tracker, Traqer AI, which is the most explicit engine list on this page: ChatGPT, Perplexity, Google AI Overviews, Gemini, AI Mode and Claude.
What it publishes: no pricing on its own site. Omniscient's list states $10,000 a month, or $9,000 with a one-year commitment. The case studies span B2B SaaS, self-serve and demo-led, which is the right spread for the question this page is about.
Read it as: the pick if you want the prompt-set measurement and the outreach from one vendor, and you can live with a price that is only knowable on a call. AI Mode tracking is rare among agencies and is worth asking to see.
Flying Cat Marketing: international B2B SaaS, GEO as method
Shape: "elite international organic growth consultancy for SaaS brands", with named team members for the US, UK, France, Spain, Germany, Portugal, Brazil, the Netherlands and Italy. GEO is described as a methodology applied across the SEO work rather than a separate product, tracking "brand mentions across LLMs" and optimising "for both algorithmic ranking and AI recommendation".
What it publishes: no pricing; the site routes to "get a proposal". Omniscient's list gives $2,000 to $8,500 a month, the widest band on this page, which is consistent with consulting and full-service options rather than one package.
Read it as: the choice for a SaaS selling in several European languages, where the category articles that get cited are not the English ones. For a US-only product it is competing on the same ground as the other three.
What the pricing tells you
Four SaaS-focused agencies, zero published prices. The only figures anyone can quote are the ones in Omniscient's article about its competitors: $2,000 to $8,500, from $4,000, $10,000, $10,000. That article is well researched and it is also marketing by the firm ranked first in it. Treat the band, roughly $4,000 to $10,000 a month, as the shape of the market, and get each number in writing from the firm itself.
The contrast with the general answer engine optimization companies market is sharp: there, two of five firms publish a full rate card, including a $499 a month platform tier. SaaS AEO is being sold as a retainer line for larger companies, and the price opacity is a feature of that positioning. If your budget is under $4,000 a month, the agencies on this page are not built for you, and the section below is.
Doing the off-site half yourself
The data at the top of this page is also a to-do list. The sources that get cited for software questions are category articles, most of them maintained by a person you can email. The sequence that works, and that we run for our own product:
- Pull the questions a buyer would ask an assistant about your category and capture the answers. Note every cited URL. That is your target list, and it is mostly articles.
- Sort the list by how often the page was cited and by whether it is a competitor's site. A competitor will not add you; a publisher, a consultant or a neutral roundup will, if the ask is specific.
- Find the maintainer, write one email per page with the exact change requested, and follow up once. Publishers answer within hours when they answer at all.
- Re-run the prompt set monthly and record your mention rate against the dated baseline.
MentionAgent does steps two and three: it finds the pages and the people, drafts the outreach, warms the sending inbox and delivers, and hands you the replies to approve. Our guide to the first 50 backlinks for a SaaS is the same sequence for a product that is starting from zero, and SaaS link building covers what a placement in a category article is worth in search as well as in assistants. Whether you use software or an agency, the page-one data above is what the work should be aimed at.
Frequently asked questions
What is AEO for SaaS?
Answer engine optimization aimed at the questions software buyers ask assistants: best tool for a job, alternatives to a product, one product versus another. The goal is to be one of the products the answer names, and the sources those answers draw on are mostly other people's pages, so most of the work is off your own site.
Which sources do assistants cite for software questions?
In our corpus of 908 assistant answers to software-shaped questions, the most-cited hosts were TechRadar, Sprout Social, Zapier, Planable, Medium and Buffer. Vendors' own blogs made up 58 percent of citations among the thirty most-cited hosts. G2, Capterra, GetApp, Software Advice, TrustRadius and Product Hunt together were 0.43 percent.
Do G2 and Capterra reviews help with AEO?
Less than the category assumes. Review sites carried 0.43 percent of citations in our software cut, against 0.28 percent in every other query type, so they are cited slightly more for software questions and still almost never. Reviews still matter for buyers who read them; they are not what the assistants quote.
How much do SaaS AEO agencies charge?
None of the four SaaS-focused agencies on page one publishes a price on its own site. The figures in circulation, from 2,000 to 10,000 dollars a month, come from one agency's list of its own competitors. Treat them as that agency's estimate, not a rate card, and ask each firm for a written quote.
Is AEO different for SaaS than for other businesses?
The mechanism is the same, the sources are not. For software questions the answer is built from comparison articles, alternatives lists and category roundups, many of them written by competing vendors. So a SaaS AEO programme is largely about getting into those pages, which is outreach work, not markup.
Can I do SaaS AEO without an agency?
The on-site half, yes, in a week: comparison pages, an alternatives page, a pricing page that says the price. The off-site half is outreach to the people writing the roundups, which is what MentionAgent automates. Our note on the first 50 backlinks for a SaaS covers the sequence.