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AI recommendations for SaaS, without an agency

Team AfterLaunch8 min read

You have shipped a SaaS product. A buyer opens ChatGPT, asks for the best tool for the thing you do, and the answer names four competitors and not you. The standard advice at that point is to hire someone. This page assumes you are not going to, and it is honest about where that assumption holds and where it breaks. Some of this work is free, technical and finishable alone in a few evenings. Some of it is not, and pretending otherwise is how a founder ends up with a list they abandon in week three.

Key takeaways

The two rungs that decide whether an engine can name you at all are free and finishable alone: crawler access, then a consistent set of facts about your product everywhere it appears.
The rungs above them, review platforms and original research, are where money or another person genuinely helps. Be honest about that rather than listing work you will not do.
Different rungs run on different clocks. Crawler access moves in days, entity consistency in weeks, review platforms and comparison pages in months.
The best free technical guide out there is Similarweb's answer engine optimisation guide for SaaS product pages: specific, ungated, schema you can copy. It just does not size the work for one person.
Measure by hand before you buy an instrument. Fifteen buyer questions across the leading AI search engines, asked twice, written down. We do that on ourselves, and we are not winning it yet either.

Where you stand today, and how to find out for nothing

Before you change anything, get a baseline, or you will not be able to tell a change from noise three weeks later. Write down ten to fifteen questions a real buyer would type. Not your product name: the problem, in their words. Ask each in ChatGPT, Gemini, Google AI Overviews and Perplexity, and record the date, whether you were named, which competitors were, and which sources the answer cited. An hour of work, no money, and the highest-value hour in this whole exercise.

Two rules keep it honest. Separate branded questions from unbranded ones, because a question with your product name in it almost always comes back positive and teaches you nothing. And ask each question twice, because these engines are not deterministic, so one absence is noise where a repeated absence is signal.

Here is ours, unflattering parts included. On 2 September 2026 we asked fifteen tracked buyer questions across the leading AI search engines, twice each. We were named in nine of sixty answers, and eight of those nine came from the two questions with AfterLaunch in the wording. One unbranded question named us: "Semrush alternatives for solo founders who need growth moves not dashboards", in Gemini, at position ten. The four scans before it, on 17, 22, 25 and 26 August, returned nothing across fifty-six answers. Our AI crawlability is 100 out of 100, and we are on four of the twenty-three directories we monitor.

What is already written on this, and what it misses

The field is not empty and we are not going to pretend it is. Four kinds of page compete for this question, and one of them is genuinely good.

Similarweb's guide to answer engine optimisation for SaaS product pages is the best free thing out there on the technical half: copy-paste SoftwareApplication schema, checks on whether the AI crawlers can reach your pages, entity consistency across G2, Capterra, LinkedIn and Crunchbase, atomic content structure, an llms.txt. It is specific rather than conceptual and it is not gated behind a sales pitch. Read it.
Semrush publishes a twenty-two step, six-month playbook. Substantive and honest about the timescale, and sized for someone with sustained weekly bandwidth, which a solo founder does not have.
HubSpot's version is sound and assumes a content operation already exists. If you are also the writer and the support desk, it reads as somebody else's job.
Then the agency-authored pages: MADX, Growtika, Rock The Rankings, RankOnGeo. They name the concepts and stop. Growtika's names "Entity Optimization" and "Trust Hub Architecture" and withholds the how, because the how is what the audit is for.

The gap is the same in all of them. Nobody sizes this work for one person with no team and no budget, and nobody answers the second half of the question. Every agency page's implicit answer to "without an agency" is "eventually, us", and the neutral pages do not engage with it. So here is a verdict, in effort order, with an honest note on each rung about whether one person can really do it.

The ladder, in effort order

Cheapest and most certain first. Do not start further up because the higher rungs sound more strategic. Each rung makes the ones above it work better, and the first two cost nothing but your evenings.

Rung	Rough time	What it is worth	Can one person do it?
1. Crawler access and llms.txt	One evening	Caps everything else. If the engines cannot read you, nothing above this matters.	Yes, entirely.
2. Entity consistency	A weekend, then an hour a month	The difference between being retrievable and being confidently recommended.	Yes, and nobody can do it better than you.
3. Review platforms and comparison pages	Months, in small pieces	The corroboration these engines lean on, and where your competitors already are.	Mostly, but it is the first rung where another pair of hands genuinely helps.
4. Original data worth citing	Days per piece, a few times a year	The only rung that earns citations rather than asking for them.	Yes, but not continuously. Once a quarter is a realistic ceiling.

Rung one: let the crawlers in, then say who you are

Do this tonight, before anything else. Check that your robots.txt does not block the AI crawlers, that your important pages render server-side rather than only after JavaScript runs, and that nothing that matters sits behind a login or a cookie wall. Then write an llms.txt: a short plain-text file at your root saying what your product is, who it is for, what it costs and where the important pages live. Treat llms.txt as cheap insurance rather than a guaranteed channel, because support for it is uneven. The crawler access half is not optional.

This rung moves in days, and it is where founders most often discover the problem was never marketing. Keep expectations honest all the same: we score 100 out of 100 on crawlability and were still named in one unbranded answer out of sixty.

Rung two: say the same thing about yourself everywhere

An assistant composes its answer from many sources at once. If your site calls you one thing, your LinkedIn page another, your Crunchbase entry is two years stale and your G2 category is wrong, there is no coherent account of you to retrieve, and coherence is the mechanism. Write the canonical facts down once: exact product name and capitalisation, one-sentence description, category, who it is for, what it costs, the year you launched, your URL. Then make every profile you own match it, word for word where you can.

Add SoftwareApplication structured data to your product and pricing pages while you are in there, copying Similarweb's markup rather than writing it from scratch. A weekend to do, an hour a month to keep, nothing to buy. It moves in weeks rather than days, because the profiles you edit get re-crawled on somebody else's schedule.

Rung three: the review and comparison grind

This is where the honest answer stops being cheerful: heavily cited, and slow repetitive work that no cleverness compresses.

The zero-reviews problem has a simpler answer than founders expect: a listing does not need reviews in order to exist. Claiming a profile on the major review platforms is free, and a complete, accurate, unreviewed listing is still a corroborating source stating what you are and who you are for. Do that first, on every platform your category uses, and fill in every field including the tedious ones: categories, integrations, pricing, screenshots. Then collect the first few reviews the slow way, by asking customers you have spoken to, one at a time, by name. Read each platform's incentive rules first, because a removed review is worse than no review.

Comparison pages are the other half, and those you write yourself. An honest "us versus the incumbent" page, and an "alternatives to X" page that lists real alternatives including ones better than you for some buyers, is the shape these engines quote. This rung runs in months, and it is the first place a freelancer is worth real money, because it is bounded work that does not need your product knowledge.

Rung four: publish something only you could publish

The rungs below make you findable. This one makes you worth citing. Engines quote sources that say something nobody else says, and a product running for a year holds data nobody else has: what your users do, what breaks, what the numbers look like across your customer base. One honest piece of original measurement a quarter, published with the method shown, does more than a month of general posts.

Be realistic about the cost. Days of work per piece, and it is the rung to ration rather than sustain. Once a quarter is achievable. Weekly is how you stop shipping product.

What is genuinely free, and what needs money

The same ladder, sorted by cost rather than order, gives you the split the agency pages will not print.

Free and entirely yours: crawler access, rendering checks, llms.txt, structured data, your fact sheet, every profile you own, your comparison pages, and the by-hand measurement below. That is most of what decides whether an engine can name you.
Free but expensive in hours: listings on every review platform your category uses, and asking real customers for reviews one at a time. No money required, months of small pieces required.
Genuinely needs money or another person: sustained content volume, original research at any real cadence, and the review grind done in weeks rather than quarters. If you will not do these, do not list them. Do the free rungs properly instead.
Optional, and only after the free rungs: a tool that watches the engines for you, so the monthly spreadsheet stops being the thing you skip.

How to measure it without buying an enterprise platform

A spreadsheet and about forty minutes a month. Columns: date, question, engine, were you named, at what position, which competitors were named, which sources the answer cited. Run the same question set every month, keep branded and unbranded in separate blocks, and only compare a month against the same set. That is a real instrument, the same shape as the thing paid tools automate, and two months of it teaches you more about your category than the first month of any subscription.

Buy a tool when the spreadsheet becomes the thing you skip, not before. Measuring it yourself first is what makes the purchase informed, and it is what stops you buying a dashboard for a problem that turned out to be one line in robots.txt.

If you take one thing from this page and buy nothing: separate branded questions from unbranded ones before you read any AI visibility number, yours or a tool's. Branded questions are a floor, not a score. Ours flattered us by eight answers out of nine.

That is the honest answer, and most of it needs nothing from us. If what stops you is not knowing what to do but finding the hours to keep doing it, that is what AfterLaunch is for. One plan at $149 a month, scanning ChatGPT, Gemini, Google AI Overviews and Perplexity alongside traditional search, communities and directories, then ranking the next move into a board where each carries its evidence and a working draft in your voice. It never posts on its own, and the Growth Snapshot before it is free and needs no card.

See where you stand before you change anything

The free Growth Snapshot reads your site, then asks the engines about you. No card required.

Run the free Growth Snapshot

What is the very first thing I should do?

Check that the AI crawlers can reach your site, and that your important pages render their content without JavaScript having to run first. It takes an evening, costs nothing, and it caps everything above it: no amount of listings, pages or original research helps if the engines cannot read you. Then write an llms.txt while you are in there. Do the baseline measurement in the same week, so you can tell later whether anything you did worked.

How long before any of this shows up in an AI answer?

Different rungs run on different clocks. Crawler access and rendering fixes take effect in days, because they change what a crawler gets on its next visit. Entity consistency moves in weeks, because the profiles you correct get re-crawled on their own schedule. Review platforms, comparison pages and original research move in months. Judge each rung against its own clock rather than expecting the whole ladder to move at once.

How do I get on to review platforms with zero reviews?

Create and claim the listing anyway. A listing does not need reviews in order to exist, and creating one on the major platforms is free. A complete, accurate, unreviewed profile is still a corroborating source that states what you are and who you are for, which is most of the value for this purpose. Then collect the first few reviews the slow way, by asking individual customers you have spoken to, one at a time. Read each platform's incentive rules first, because a removed review is worse than no review.

Do I actually need an agency for any of this?

Not for the two rungs that matter most, which are free and are better done by you than by anyone else, because they are about describing your own product accurately. Where an agency or a freelancer genuinely earns their fee is the review and comparison grind, and sustained content volume, both of which are bounded, delegable and slow. The honest verdict is that a solo founder can do the majority of this alone and should not pretend the rest is optional.

Can I measure this without paying for a tool?

Yes, and you should do it that way first. A spreadsheet with date, question, engine, whether you were named, position, competitors named and sources cited, run against the same question set every month, is a real instrument. It takes around forty minutes a month. Buy an automated tool when the spreadsheet becomes the thing you skip, not before. Our own free Growth Snapshot gives you a starting read across your site and the engines with no card required.

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