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44 Comments

Drop your landing page URL. I'll use Ferguson to tell you why visitors might be leaving

Built an AI landing page auditor called Ferguson.

He reads your landing page cold, the way an actual stranger would. He'll tell you what's right, what's wrong, who your target audience is and who you might be accidentally turning away, plus a fix list written in your brand voice.

Unlike a generic AI prompt, every audit feeds a benchmark so you can see how you compare to other landing pages in your category.

Drop your URL in the comments and I'll run it through Ferguson. I'll reply with a quick summary of what he finds!

Or run it yourself on useferguson.com: There's 496/500 free audit packs left, no card needed.

First few URLs, I'll get to today.

posted to Icon for group Saas Makers
Saas Makers
on June 25, 2026
  1. 1

    The world with AI will never be the same again, and to our delight, all of this is within our reach; we just have to know what to choose, given the sheer number of tools being released daily. Congratulations and good luck on the journey that is about to begin...

  2. 1

    Dropped my landing page through Ferguson. The audience vs messaging split is where the real value is. Most tools tell you what's wrong with your page. Few tell you if you're talking to the wrong person entirely.

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    One thing I'd be curious about is whether it can tell the difference between a messaging problem and an audience problem.

    Those can look almost identical in analytics, but the fixes are completely different.

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      Honestly the most accurate answer is: partially. Ferguson does separate audience analysis (who the page seems to be speaking to, who it might be quietly excluding) from messaging execution (CTA clarity, social proof, etc.), so it's not blind to the audience side. But it's core feature is that it reads the page itself, it has no access to your actual traffic data (yet), so it can hypothesize a mismatch but can't confirm whether you're getting the wrong visitors versus failing to persuade the right ones. That last step still needs your own analytics in the mix.

      Analytics data integration is something I'd love to include further down the line because I think it would really help.

      1. 0

        That's exactly what caught my attention.

        The same pattern can end up reinforcing a messaging explanation when the underlying issue is audience—or the other way around.

        Happy to explain what I mean properly over email if that's useful.

        What's the best email to reach you on?

      2. 1

        This comment was deleted 2 days ago.

  4. 3

    The benchmark angle is the interesting part. A cold read of a landing page is useful, but knowing you're in the bottom 20% of SaaS tools for CTA clarity is actionable in a completely different way. Curious how you're building the category taxonomy, that's where the benchmark lives or dies.

    1. 1

      Totally! The category benchmark is something that I wanted to add early on because it provides that extra level of context. As with any taxonomy it's a big job to get right and it's going to be a work in progress as the site evolves. The current buckets are quite broad with a view to narrowing them further down the line, potentially taking into account user feedback on assigned categories too.

  5. 2

    The social proof gap is the right call. What moved the needle for us at SocialPost.ai wasn't more logos, it was one named testimonial tied to a specific outcome placed right next to the CTA. Vague badges like '4.9/5' with no source actually create doubt, because the visitor's brain immediately asks 'says who?'

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      That's exactly the type of thing Ferguson would highlight! FYI I just ran SocialPost through Ferguson and it's one of the strongest results so far, kudos! In terms of the inferred audience this might be a useful insight:

      "Who it's unintentionally repelling

      The founder who is already posting consistently and wants advanced analytics or team collaboration features — the page's entire framing is built around the 'dead feed' problem, which doesn't resonate with someone who isn't silent"

      It also suggested bringing the smaller footnote of "(across 200 customers, Q1 2026)" more inline with the headline stats but I'd perhaps push back on that one, I think the design is visually clear enough that people will get it.

  6. 2

    sure, i'll bite: https://referralful.com/?utm_source=indiehackers.com&utm_medium=community&utm_campaign=feedback

    it's affiliate software for SaaS founders, built on Stripe. the one job of that page is getting a pre-revenue founder to start a free program without feeling like they signed up for a $49/mo tool. curious whether Ferguson thinks the "free until your first affiliate" line lands or gets buried under the rest. disclosure: i'm the maker.

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      Your landing page came out as "Strong" which means you're doing a lot right!

      Here's the executive summary:

      "Referralful's homepage does a lot right: the headline is precise, the pricing model is genuinely differentiated, and the founder story lands with exactly the emotional register that early-stage SaaS founders respond to. The 'free until your first affiliate joins' concept is the kind of specific, repeatable idea that visitors actually forward to colleagues — it is the page's strongest asset and it is correctly placed at the centre of the value proposition.

      The most meaningful gap is social proof. The 4.9/5 rating badge has no platform attribution or review count, making it unverifiable; the three 'Trusted by' logos are not recognisable brands; and there are no named customer testimonials with specific outcomes anywhere on the page. For a medium-ask conversion (free trial sign-up), this is the friction point most likely to cause a hesitant founder to pause and look for validation elsewhere.

      The single most important fix is to source and display attributed reviews — a platform name, a review count, and two or three named testimonials with specific results. This does not require a redesign; it requires gathering the evidence and placing it near the primary CTA. A founder who has read the pricing model and the origin story is already warm — a credible third-party voice at that moment would close the gap between interest and action."

      There were 10 flagged issues of potential improvement, but overall a good score!

  7. 1

    I cannot post links yet from this new Indie Hackers account, but I would still love a cold read if you are willing to look up Tokens Forge.

    It is a token-first AI API gateway for GPT, Claude, Gemini and routed model pools, with usage tracking, backup routing, API key management, and an included AI Researcher workflow.

    The thing I would most want Ferguson to judge: does the first screen make it clear that the core product is model tokens / API gateway access, not just another generic AI research app? Also curious whether the primary CTA feels obvious for developers who want to start using the OpenAI-compatible endpoint.

    1. 1

      I'm currently behind with the checks but you can claim a free pack over at https://useferguson.com to run the audit if you like!

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    I built an AI social media post generator called Buzzly — enter brand name + niche + tone → get 3 platform-specific posts instantly. No signup required. Would love your take on the landing page clarity: Is it obvious what it does within 5 seconds?

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      I'm currently behind with the checks but you can claim a free pack over at https://useferguson.com to run the audit if you like!

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    https://boothkeepos.polsia.app — convention business manager for indie creators. Getting traffic but struggling to convert. Would love to know what Ferguson finds.

    1. 1

      Hey, here’s what Ferguson said in its summary:

      “The page's critical gap is trust proportionate to the ask. Charging $29/mo from a cold visitor requires more than 7 users and a .polsia.app subdomain — both of which actively signal 'early prototype' to a creator who has been burned by tools that disappeared. There are no named testimonials, no founder story that builds credibility, and three competing conversion paths (paid, free trial, waitlist) that create confusion at the exact moment a visitor is ready to decide.

      The single most important fix is replacing '7 indie creators already joined' with a named testimonial from one of those creators — even one quote with a first name and a specific outcome would do more for conversion than any other change on the page. Pair that with a clear decision between 'paid now' and 'free trial' as the two paths, and the page's strong narrative would have a worthy landing point.”

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      I'm currently behind with the checks but you can claim a free pack over at https://useferguson.com to run the audit if you'd like to do it manually!

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    theogeo.ai

    Would genuinely love to know if the "are you actually showing up when AI answers questions about your category" hook lands for someone seeing it cold, or if it needs more context before it clicks. Curious what Ferguson flags.

    1. 1

      I'm currently behind with the checks but you can claim a free pack over at https://useferguson.com to run the audit if you'd like to do it manually yourself!

  11. 1

    https://subradar-inky.vercel.app

    SubRadar — detects subscriptions from Gmail and sends reminders 7 days before renewal. Just launched, curious what Ferguson finds. The main value prop is on the hero but I'm not sure if "connects to Gmail" reads as a feature or a concern to cold visitors.

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      Hey, your instincts were right, here’s what it flagged about the Gmail integration:

      “ The page's most meaningful gap is the unresolved privacy objection. Connecting Gmail to an unknown tool is the single biggest hesitation for this audience, and while the page says the right things ('lecture seule', 'jamais stockés', 'OAuth certifié'), it never names the exact permission scope SubRadar requests. A privacy-conscious visitor — the most likely to hesitate — leaves without knowing whether SubRadar can see their personal emails or only confirmation receipts. That ambiguity costs sign-ups.

      The single most important fix is adding one sentence that names the exact OAuth scope in plain language, placed directly beside the Gmail connection step: 'SubRadar demande uniquement l'accès en lecture aux emails de confirmation — jamais à vos emails personnels.' This turns the vaguest anxiety into the clearest reassurance, at the exact moment the visitor is deciding whether to trust you with their inbox.”

  12. 1

    cool stuff !
    but I don;t think we are allowed to share links in the comments

  13. 1

    This is a very helpful tool that I will be exploring in more detail. I offer local businesses support regarding their digital presence. Not just the website, but other factors too. Right now I am doing this manually and looking at simple things like is there a clear call to action for example. I'm sorry if I sound disorganized in thought right now... but my mind is a little blown at the moment!

    1. 1

      Thank you! This use case was exactly the type of thing I had in mind and probably something that would suit the Pro or Agency plan where you can produce multiple audits per month. It also unlocks the competitor analysis (Compare two URL's side by side e.g: your client vs. their competitor).

  14. 1

    Still taking URLs? I'd be curious how it reads this one: https://tom-digital-lab-checklist.pages.dev/

    It's a free tool set for validating affiliate/content ideas before building. The thing I'm trying to test is whether a cold visitor understands the first action to take, or whether the page feels too broad because it has a checklist plus calculators.

    1. 1

      It passes the 5-second test that's on there and the first paragraph it gave in the executive summary was excellent:

      "The page does several things unusually well for a free-resource landing page. The zero-friction download ('no email required'), the anti-hype positioning, and the in-hero checklist preview all work together to build trust with a sceptical audience quickly. The headline is clear, the offer is specific, and the post-CTA microcopy removes hesitation before it forms."

      Hope that provides some insight!

  15. 1

    A very nice tool built ... Out of curiosity I want to ask that is it online or open source people can use ,because I'm currently building a product and will love to use this tool to track what's wrong

  16. 1

    Interesting, would love the insights on "accesslumens" Accessibility Compliance Intelligence which is my new SaaS product. Search google for accesslumens as i'm not allowed to post URLs yet.

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      Hey! Here's what Ferguson suggested as the single best fix you could do right now:

      "The single most important fix is adding a sample report preview. The question 'what do I actually get?' is the most predictable objection on this page and it goes completely unanswered. Even a single annotated screenshot of a real output — score, WCAG mapping, top issues — would answer that objection, create the 'I want to see mine' reaction, and meaningfully increase scan completions."

      Hope that helps!

  17. 1

    I'd love to get your thoughts on mine.

    DataCrawlPro helps businesses understand what data can be scraped from their websites and provides custom web scraping and data extraction services.

    I'm especially interested in whether the value proposition is clear to a first-time visitor and if anything on the page creates unnecessary friction before contacting us.

    Looking forward to your feedback!

    1. 1

      Hey! So it passed the value prop check, here's the overview:

      "DataCrawlPro's homepage does its most important job well: a cold visitor knows within five seconds what the service does, who it's for, and what it costs to get started. The fixed $20 audit price, the four-step workflow, and the founder transparency are genuine strengths that distinguish this from generic freelance listings.

      The page's most meaningful gap is the absence of real social proof. The only client-facing evidence is a scripted chat mockup — a sophisticated buyer will recognise it immediately as fabricated. Combined with two hero CTAs of near-equal weight that force a choice before the visitor has been guided, the page creates hesitation at the exact moment it should be building momentum.

      The single most important fix is adding 2–3 real testimonials — Upwork reviews are ideal because they are publicly verifiable — placed near the hero CTAs and the pricing section. A service asking for payment, even $20, needs at least one named client with a specific outcome. That one change would do more for conversion than any copy or structural improvement on the page."

      Hope that provides some insight!

    2. 1

      This is a really cool tool, Tom! I'm building Goldenweeks (goldenweeks.co), a 2-week deep work retreat for founders and makers. I'd love to get a cold read on our landing page if you're open to it. Curious what a stranger would think about our conversion flow and whether the value prop lands clearly.

      Also curious — how does Ferguson handle landing pages that aren't traditional SaaS? We're selling an experience (a retreat in Zanzibar), not software. Would love to see how the AI handles that.

      1. 1

        Thank you!
        Ferguson will sort the page into the category it thinks is the closest match based on a carefully selected list and various requirements - for goldenweeks it came up as lead gen, do you think that matches? (In the report UI there's the option to feedback on the classification so that we can improve!)

        Here's the inferred audience section for goldenweeks:

        --
        Market type:
        prosumer

        Buying context:
        Individual decision, self-funded, moderate-to-high commitment — €1,099 plus travel costs, two weeks away from home. Buyer is weighing opportunity cost of time and money against the promise of finally shipping a stalled project.

        Who they are:
        Digital nomads, remote employees, freelancers, and founders who already earn from their laptop and have a specific project they've been postponing — typically 25–40, self-directed, frustrated with their own lack of follow-through.

        Arriving from:
        Frustrated and self-aware — they know they keep postponing the project, they've probably tried other retreats or accountability systems that didn't stick, and they're actively looking for a structured environment that removes their usual excuses.

        Primary fear:
        Paying €1,099 plus travel costs, taking two weeks away, and still coming home with nothing shipped — the same outcome they've had before. Also: will the group be the right calibre? Will the structure actually hold?

        Comparing against:
        Other digital nomad retreats (Hacker Paradise, Remote Year, etc.) or simply booking a solo workation in a cheap destination and hoping willpower is enough this time.(medium confidence)

        Who it's unintentionally repelling:
        The non-refundable deposit policy and strict 'no drift' framing may repel right-fit applicants who are genuinely interested but cautious — people who want to apply but hesitate because the financial commitment feels one-sided before they've met Lakisha or the group.

        Biggest unanswered question:
        “Who else is in the group — what's the calibre and mix of the other 7 participants I'd be spending two weeks with?”

        --

        Hope that helps! Re-audits can also be tracked over time to see how your site improvements stack up!

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    curious what Ferguson makes of lennygrowth dot lol — Threads growth tool for creators, built by a practitioner. drop it in.

    1. 2

      I got a cached result which suggests someone else may have checked it recently, here's the summary response:

      "LennyGrowth's hero does a lot right: the Threads-exclusive badge, the free-forever entry point with no-card commitment, and the named testimonials with real follower counts and measurable outcomes give this page a credibility foundation that many early-stage SaaS tools lack. The proprietary feature naming (Brand DNA, Viral Vault, ContentForge AI) is genuinely memorable and reinforces the specialist positioning.

      The page is losing some visitors at two points: first, the hero contains no quantified outcome claim — the 40% reach increase and doubled engagement data are buried in testimonials below the fold, where a meaningful portion of visitors won't reach them; second, the most important technical question for a scheduling tool ('does it actually publish directly to Threads?') is hidden in a collapsed FAQ accordion rather than answered in the Smart Scheduler feature card where the visitor is actively looking for it.

      The single most important fix is pulling a specific outcome stat into the hero — even a single line like 'Creators report up to 40% more reach within 2 months' beneath the subheadline would give cold visitors an immediate reason to believe the transformation claim before they've scrolled an inch. That one change would strengthen the hero's persuasive case significantly."

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        Thanks mate! And tbh yeah I couldn't wait any longer cuz the tool looked exciting, so I ran it on my own haha. Anyway I appreciate you, tool saved for later.

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          Haha glad it worked though! If you do make changes to the site and re-audit you can compare how your site changes over time too.

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            Cool thanks for reminding, I def gotta re-audit now. Helped me to change some things on the LP

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    Drop your landing page URL, and I'll use Ferguson to identify why visitors might be leaving and suggest ways to improve conversions.

  20. 1

    This is a useful angle. One thing I would be curious to see in a landing page audit is the difference between "unclear value proposition" and "wrong visitor expectation."

    Those can look similar from the outside, but the fixes are very different. If the visitor is right but the message is vague, the page needs sharper positioning. If the visitor is wrong, the page may need stronger qualification before the CTA.

    Do you plan to include that kind of split in Ferguson's output?

    1. 1

      Ferguson currently handles half of that distinction, the "right visitor, vague message" side. To confidently assess the other half would require either a form of analytics integration OR the ability to paste in some context - both of these are in the roadmap for future development.

      At the moment Ferguson excels at helping site owners get a clear picture of the target audience their page is speaking to and what else they might need to fix in order to present the best version of the site to them

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