Blog
/
GEO
/
Article

GEO

Calculating...

Sep 2026

How to Get Your SaaS Featured in AI's Best Software Lists

Best-of lists are the most-cited AI buyer surface. Learn how to find the roundups LLMs pull from and earn a placement that survives model refreshes.

SEO for SaaS Businesses
Rank In ChatGPT: A Strategy Guide
A simple guide for SaaS and enterprise teams to optimize content, structure, and authority and earn visibility in AI search results.
Download the guide! DOWNLOAD A COPY

Rank In ChatGPT: A Strategy Guide

A simple guide for SaaS and enterprise teams to optimize content, structure, and authority and earn visibility in AI search results.

Download the guide!
Key takeaways
  • Third-party "best software" lists are the most-cited buyer surface in AI answers, and you cannot buy your way into a good one.
  • Shortlist the lists first: target roundups that already rank, name your competitors, and have a gap your product fills.
  • Pitch the person who can actually edit the article, and lead with reader value plus verifiable proof, not a link request.
  • Unlinked mentions are the fastest win. Ask the author to add a link where you are already named.
  • Keep placements fresh. Stale entries drop out as models and editors refresh, so revisit quarterly.

To get your SaaS into AI's "best software" answers, earn placements in the third-party roundups those models trust. Find the lists that already rank and name your competitors, pitch the editor who can update them with a clear reader benefit, and keep the entries current. These lists shape the shortlist more than your own site does.

Why Best-Of Lists Punch Above Their Weight

When an AI assistant answers "best project management software", it rarely invents a ranking. It paraphrases two or three roundups it already trusts, so a placement in the right list is a placement in the answer.

This is the surface that decides the modern shortlist. As we cover in our pillar on getting recommended by AI, buyers now build their vendor list inside the assistant, and the "best of" roundup is the raw material it reads.

The behaviour data backs this up. In G2's 2026 Buyer Behavior Report, comparing vendor strengths and weaknesses is the single most common reason buyers open a chatbot for software research. A good roundup does that comparison for them, which is exactly why the model reaches for it.

We're watching the third compression era of the buyer journey unfold in real time.Tim Sanders, Chief Innovation Officer at G2, 2026 Buyer Behavior Report

The most-cited buyer surface

Studies of where the major engines draw citations put curated roundups and community threads near the top. Analyses of the sources LLMs cite most show a short set of trusted publishers doing outsized work. A single strong list can feed answers across ChatGPT, Perplexity and Google's AI Overviews at once.

The concentration is the point. Research on AI citations finds that a small group of trusted sources shapes a large share of what buyers see, so being in even a handful of the right roundups pays off far beyond their raw traffic. This is why we treat best-of placement as a priority, not a nice-to-have.

Why you cannot buy your way in

Paid inclusion is the trap. Models learn which sites are reliable, and pay-to-play list farms are exactly the ones they discount. A placement on a low-authority page you paid for does little, and it can dent trust if the page reads as an advert.

The lists that move the needle are editorial, on sites with a real audience and a track record. That makes them harder to earn, which is also what makes them worth earning. This is the heart of what we call link building for the AI era: placement in content people and models trust, not volume for its own sake.

Find The Lists That Actually Get Cited

Before any outreach, build a shortlist of the roundups worth chasing. Most teams skip this and pitch everything, which wastes goodwill and time.

Diagram showing how a best-of software roundup becomes a citation in AI answers
How a single editorial roundup becomes a citation across multiple AI engines.

Prompt-test your category

Start with the assistants, not a keyword tool. Ask ChatGPT, Perplexity and Google's AI Overviews your category's "best" questions, then note which articles they cite or paraphrase. Those cited pages are your primary targets, because you already know the models read them.

The three-filter shortlist

Run every candidate through three filters. First, does it already rank or get cited for the query. Second, does it name your direct competitors, which proves editorial fit. Third, is there a genuine gap your product fills, like a missing use case or price tier.

If a page fails any filter, drop it. Chasing a roundup that does not rank, or one where you do not belong, burns effort you could spend on a list that will actually carry you.

Track citations over time

Turn this into a living list, not a one-off audit. Keep a simple record of which articles the assistants cite for your key prompts, and re-check it every month or two. Engines swap their sources as pages rise and fall, so a roundup that was invisible in spring can become a primary citation by autumn. Watching that movement tells you where to pitch next, and it doubles as an early warning when a competitor displaces you.

Three-filter framework for shortlisting best-of software lists worth pitching
The three-filter shortlist: it ranks, it names competitors, and it has a gap you fill.
Definition
Citable list. A best-of roundup that AI engines already quote or paraphrase when they answer a buyer query, published on a site with editorial standards and a real audience. A placement here is read by the model, not just by a handful of visitors.

Earn The Placement

Outreach for editorial lists is a favour economy. You are asking a busy editor to change a live, ranking page, so the pitch has to make their article better, not just help you.

Find the person who can update it

Skip the generic contact form. Identify the author, content lead, or SEO owner who can actually edit the piece. A pitch that lands with the person holding the keys is worth ten that sit in a shared inbox.

The pitch that works

Lead with the reader. Point to the exact section or comparison criterion your product improves, then make the value verifiable with a one-line summary, pricing, and a screenshot or comparison row the editor can check in seconds. Keep it to one clear question: is this a fit for your roundup.

We build these placements for clients through our SaaS SEO service, and the pattern holds across categories. The pitches that win read like a helpful tip from a peer, not a link request from a stranger.

A quick example. Instead of "please add us to your best CRM list", a strong note reads: "Your list covers enterprise CRMs well, but readers asking for a sub-20-seat option have nowhere to land. Here is a two-line summary and a screenshot if it helps." It names the gap, hands over verifiable proof, and leaves the decision with the editor. That is a note a busy content lead can act on in a minute.

Time the follow-up right

One polite follow-up after a week is fine. More than that reads as pressure and hurts the relationship you want to keep. If the answer is no, ask what would make your product a fit later, since lists get rewritten and today's no is often next quarter's yes.

MoveWeak versionStrong version
TargetAny list with a contact formRanking list that names competitors
RecipientGeneral inboxAuthor or content lead who can edit
AnglePlease add our linkThis fills a gap for your readers
ProofMarketing blurbSummary, price, screenshot, comparison row
AskThree requests at onceOne clear yes or no question

What gets you rejected

Editors reject the obvious things fast. A vague pitch, an inflated claim they cannot verify, or a request to be ranked first all signal a link grab. So does pitching a list where you clearly do not fit. Respect the editorial standard and you get a yes far more often.

Keep The Citation Alive

A placement is not a one-time win. Lists get rewritten, competitors lobby for their own spots, and models refresh, so a spot you earned last year can quietly disappear.

Field note
The fastest wins we see are unlinked mentions. A brand is already named in a roundup but not linked, and a short, warm email asking the author to add the link converts at a high rate. Audit for these first, before you pitch anything net new. It is the cheapest visibility on this list.

Unlinked mentions are the quick win

Search the roundups in your space for your brand name without a link. Each one is a warm ask: you are already good enough to mention, so a link and a fuller entry is an easy yes. This is the highest return outreach you can run, and most teams never do it.

Freshness and review cadence

Revisit your placements quarterly. Check that your entry is still there, still accurate on pricing and positioning, and still linked. Feed editors a reason to keep you current, like a new feature or a fresh data point, so your entry stays the one they trust.

Assume your competitors are pitching the same editors. A roundup is a moving ranking, and the brands that stay near the top are the ones that keep the relationship warm and keep giving the editor reasons to feature them well. Treat each placement as an account to nurture, not a box to tick. The half-day a quarter it takes to keep three or four strong lists current is some of the highest-return work in AI search.

Search is shifting from ranked lists to definitive answers.Kevin Indig, Growth Memo, State of AI Search Optimization 2026

Measure Placement Impact

Judge this work by whether AI starts naming you, not by the number of links you added. Re-run your category's "best" prompts a few weeks after a placement goes live and watch whether you start appearing.

Track three things. First, presence: are you named in the answer at all. Second, position: are you in the first two or three names or buried at the bottom. Third, framing: is the model describing you accurately and favourably.

A placement that gets you named but mislabelled is a signal to fix the source, not to celebrate. Watch the wording the assistant uses, because that language usually traces back to a specific line in a roundup you can ask the editor to sharpen.

Give it time, and do not judge a single placement in isolation. As we explain in the pillar, recommendations come from several sources agreeing, so one list rarely flips an answer on its own. The honest read is the trend across your prompt set over a quarter, not the day after a single email lands.

Process for measuring whether best-of list placements lift AI recommendations
Measure placements by AI presence on buyer prompts, not by link count.

Pair this with your other surfaces. A best-of placement lands harder when your review-site profiles and comparison pages tell the same story, and digital PR gives editors a reason to notice you. To track whether it is working across engines, use the method in our guide to AI share of voice. If you would rather have it run for you, start with a free AI visibility check.

Frequently Asked Questions

How do I find which best-of lists AI actually cites?

Ask ChatGPT, Perplexity and Google's AI Overviews your category's "best" questions and note which articles they cite or paraphrase. Those pages are your primary targets because you already know the models read them. Prioritise the ones that also rank in classic search.

Can I pay to be added to a best software list?

You can, but the lists worth being on do not sell placements, and models tend to discount pay-to-play pages. Paid inclusion on a low-authority site adds little and can read as an advert. Earn editorial placements instead, since those are the ones AI trusts.

What should a listicle outreach email actually say?

Point to the exact section your product improves, explain why it helps the reader, and make the value verifiable with a short summary, pricing and a screenshot. Send it to the person who can edit the article, and ask one clear question about fit. Keep it short and specific.

How long until a placement shows up in AI answers?

Usually a few weeks to a couple of months, as engines recrawl the updated page and refresh their sources. Placements on pages that already rank tend to register faster. Re-run your buyer prompts after a few weeks to check.

Are unlinked mentions worth chasing?

Yes, they are the best return on effort. If a roundup already names you without a link, a short email asking the author to add one converts at a high rate. Audit for these before you pitch any brand new placements.

Get started

Ready to Win in AI Search?

Free GEO audit and a 30-min teardown of your current AI visibility. No pitch, no commitment.

OR, REQUEST AN AUDIT