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Marketing Strategy

How to Get Cited by ChatGPT and Other LLMs: The B2B SaaS Playbook

LLMs recommend tools based on third-party listicles and reviews, not your website. The data on how AI assistants pick their sources, and a 7-step playbook to get your SaaS into them with affiliates as the engine.

July 17, 2026
9 min read

Ask ChatGPT for the best software in your category. Go ahead, we will wait.

If your SaaS did not come up, you have an AI visibility problem. And the uncomfortable part: you cannot fix it by optimizing your own website, because that is not where ChatGPT looks when it decides which tools to recommend.

This guide breaks down what the research actually says about how LLMs choose which brands to cite, and the playbook B2B SaaS companies are using to get into those answers. Spoiler: the people who decide whether AI recommends you are mostly not on your payroll. But they can be on your affiliate program.

The short answer

To get cited by LLMs for commercial queries ("best X software", "Y alternatives"), you need to be present and well-ranked in the third-party content those LLMs retrieve when they build an answer: independent listicles, comparison articles, review sites like G2, and community threads. Your own website mainly determines how accurately AI describes you, not whether it recommends you. The most scalable way to get into that third-party layer is to work with the people who already write it: affiliates and independent publishers.

How LLMs actually decide which tools to recommend

LLMs do not rank pages the way Google does. When you ask a commercial question, assistants like ChatGPT and Perplexity run a live retrieval step: they search the web, pull in a handful of sources, and synthesize an answer from what those sources say. If you are not in the sources, you are not in the answer.

So the real question is: which sources do they pull? That has been measured, repeatedly, and the results are consistent:

Read those four findings together and the picture is clear. AI assistants build their recommendations out of independent best-of content, that content lives on a long tail of sites (many of them small), and you do not need to rank #1 on Google to be in it.

Why your own website cannot fix this alone

Most teams respond to AI invisibility the way they responded to SEO: audit the site, add schema, publish more content. That work matters, but it fixes the wrong layer.

AirOps analyzed 21,311 brand mentions across ChatGPT, Claude, and Perplexity. The result: 85% of brand mentions came from external domains, and brands were 6.5x more likely to be mentioned through third-party sources than through their own domains.

There is a logic to it. An assistant answering "what is the best affiliate software for B2B SaaS" is trying to give an impartial recommendation. Your homepage saying you are great is not evidence. A reviewer, a comparison article, or a G2 profile saying it is evidence. LLMs weight third-party sources for commercial answers for the same reason a buyer asks a friend instead of a salesperson.

And no, you cannot pay your way in. OpenAI states that product results in ChatGPT are selected independently and not influenced by advertising or partnerships; the ads it now shows are labeled sponsored cards below the organic answer. The generated answer itself has to be earned.

Which raises the practical question: who writes all this third-party content?

The listicle economy: who actually writes the content LLMs trust

Look closely at the "best X" lists that dominate AI citations and a pattern appears:

  • 35% of the cited lists in the Ahrefs study sat on low-authority domains. Small sites, niche blogs, individual creators.
  • 79% of cited lists had been updated within the past year, and in AIVO's study 92% of cited lists had the current year in the title. Freshness is close to mandatory.
  • AIVO found citations spread across more than 300 domains, with the most-cited domain taking only about 3% of citations. The field is wide open; niche publishers get cited right alongside big media.

Who maintains hundreds of frequently-updated, niche, commercially-focused comparison articles across every SaaS category? Overwhelmingly: affiliate publishers. Independent bloggers, newsletter writers, and creators who earn commissions recommending software are the largest scalable group producing exactly the content class LLMs retrieve for buying questions.

That reframes what an affiliate program is for. It used to be a referral-traffic channel. In 2026 it is also your AI visibility channel: the only system where you can recruit, brief, and compensate the specific people whose content decides whether ChatGPT mentions you.

And position within those articles matters, not just presence. Peec AI analyzed nearly 200,000 AI responses across 8 engines and found that being ranked #1 in a listicle the AI cites lifts your visibility in B2B SaaS answers by 16.5 percentage points versus being listed lower down. They also found the effect saturates after a few strong placements. You do not need 500 placements. You need to be prominent in the handful of articles your category's AI answers are actually built from.

The playbook: 7 steps to get your SaaS cited

1. Audit where you stand today

Ask ChatGPT, Perplexity, and Google (for AI Overviews) the questions your buyers ask: "best [category] software", "best [category] for startups", "[competitor] alternatives". Note whether you are named, how you are described, and which sources the answer cites. Those cited URLs are your target list. Our free AI Citation Finder runs this audit for you across all three engines in about two minutes. Rerun the same prompts monthly; AI answers move fast.

2. Map the listicles that feed your category's answers

From your audit, list every third-party article that AI answers cite in your category. Check each one: are you on it? Are competitors? What position? This list is worth more than most keyword research right now, because it is the actual retrieval layer behind your buyers' AI answers.

3. Get into those articles, with affiliates as the engine

Some publishers will add you for free if your product genuinely fits. But most quality publishers are affiliate-monetized, and the sustainable route is a proper partnership: they earn a commission when their readers become your customers, so keeping their articles accurate and current is in their own interest.

This is where an affiliate program stops being a nice-to-have. On Reditus, SaaS companies run content campaigns: you define the content you want (a listing article, a comparison post, a G2 review, a Reddit mention), set quality rules, and attach an upfront bonus on top of the recurring commission. Affiliates from a network of 26,000+ B2B SaaS publishers apply, write, and submit. Instead of cold-emailing bloggers one by one, you put a brief in front of people who already do this for a living.

One Reditus customer recently ran exactly this play: a content campaign asking affiliates for listing articles, with specific quality rules. They rejected drafts that read like AI slop and worked with the affiliates until the articles were genuinely useful. Within a day of one article going live, their AI monitoring tool showed it being picked up as a citation source in LLM answers.

4. Aim for the top of the list, on a few great placements

Remember the Peec finding: rank #1 within a cited listicle and your AI visibility jumps; pile up placement #14 on twenty mediocre lists and little happens. Concentrate your effort. A handful of honest, well-ranked placements on the articles AI already cites beats mass syndication.

5. Build review-site mass

G2 and Capterra pages are cited constantly in AI answers, and listicle authors quote review ratings as evidence. A steady flow of genuine reviews (asked for at the right moment, like after a milestone) compounds across both layers. This is slow, so start now.

6. Make your own site easy to cite accurately

Third-party content decides whether you are recommended. Your own site decides whether AI describes you correctly when you are. Keep a plain-language summary of what your product is, who it is for, and what it costs near the top of key pages. Maintain structured data and an /llms.txt file. State facts in declarative sentences; assistants extract them nearly verbatim.

7. Give your affiliates a source of truth

Many affiliates now draft with AI assistance, which means errors about your product can replicate fast. Give every affiliate a short, current fact sheet: positioning, pricing, key features, approved stats. Their content stays accurate, AI models ingest consistent facts about you from every direction, and their articles pass the quality bar that gets cited long-term.

The honest caveats

Anyone selling you a guaranteed AI ranking is lying, so here is what can go wrong.

The ground shifts fast. The share of AI Overview citations coming from Google's top 10 fell from 76% to 38% in about six months. Whatever the retrieval pattern is today, expect it to move. The durable strategy is being genuinely present across the third-party layer, not exploiting one quirk.

Low-quality listicles are on borrowed time. Google's recent core updates have already hit thin, self-promotional list content, and LLM providers are actively working to filter slop. The affiliate content that keeps getting cited is specific, opinionated, and first-hand. If your campaign brief says "publish anything with our name in it", you are buying future dead weight.

AI traffic is not automatically gold. A 2026 study in Marketing Science covering 973 websites found LLM referrals convert worse than organic search for simple e-commerce purchases. The same study found the opposite for complex, research-heavy purchases, where LLM referrals beat nearly every other channel. B2B SaaS is firmly in the second group: buyers arrive from an AI answer pre-briefed and comparison-shopped. Early practitioner data points the same way; one agency case study measured ChatGPT referrals converting at 15.9% versus 1.76% for organic search for a B2B client.

FAQ

How do LLMs choose which products to recommend?

For commercial questions, assistants like ChatGPT retrieve live web sources (mostly independent best-of listicles, comparison articles, and review sites) and synthesize an answer from them. Being present and well-ranked in those retrieved sources is what gets a product recommended.

Can you pay ChatGPT or Perplexity to recommend your product?

No. OpenAI states that product results are selected independently and are not influenced by ads or partnerships. Sponsored placements appear as labeled ads, separate from the generated answer. The organic answer has to be earned through third-party presence.

Do backlinks matter for getting cited by AI?

Less than in classic SEO. Studies show a large share of AI-cited pages sit on low-authority domains, and most AI Overview citations now come from outside Google's top 10 results. Relevance, freshness, and being the kind of content AI retrieves (lists, comparisons, reviews) matter more than domain authority.

How long does it take to show up in AI answers?

Faster than SEO. Because assistants retrieve live sources, a new placement in an article they already cite can influence answers within days, not months. Review-site mass and broad third-party presence build more slowly.

What do affiliates have to do with AI visibility?

Affiliate publishers write most of the frequently-updated comparison and best-of content that LLMs cite for buying questions. An affiliate program is the systematic way to get your product into that content: publishers earn recurring commissions, you can brief and reward specific content via campaigns, and their articles become the sources AI builds its answers from.

Get into the answers

Reditus is a B2B SaaS affiliate platform with a built-in network of 26,000+ affiliates: the publishers, bloggers, and creators who write the content AI assistants cite. Run content campaigns to get into the articles that matter, pay affiliates upfront for quality content plus recurring commissions for results, and grow a channel that compounds in both Google and AI answers. Start with the free AI Citation Finder to see where you stand, then start your 14-day free trial (no credit card required). Plans start at $99 per month.

Joran Hofman

Meet the author

Back in 2020 I was an affiliate for 80+ SaaS tools and I was generating an average of 30k in organic visits each month with my site. Due to the issues I experienced with the current affiliate management software tools, it never resulted in the passive income I was hoping for. Many clunky affiliate management tools lost me probably more than $20,000+ in affiliate revenue. So I decided to build my own software with a high focus on the affiliates, as in the end, they generate more money for SaaS companies.

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