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29d ago

What are some non negotiables before i launch my SAAS?

Hello hunters! i've been working on a devtool saas application and i think i am ready to launch (been working since 8 months), what are some non negotiables before i launch?

29d ago

A single line of Python made my validator silently stop checking after the first failure

Wrote a script to validate blog drafts before publish. The check was all(validate(p) for p in sys.argv[1:]). Ran it against a 125 file backlog and got back exactly one line of output.

all() on a generator expression stops at the first False. Every file after the first failure never even ran through the checks, let alone printed anything. It looked like a clean pass because there was one failure and then silence, not because 124 files were fine.

1yr ago

What monetization strategy do you apply during the launch on Product Hunt?

I noticed that many of you are using discounts, which is great. Well, recently I started "witnessing" a very specific behaviour about myself: I am more likely to purchase products with a one-time payment rather than a subscription plan when they are launched. Do you have the same from the user's point of view? Startups and businesses, what monetization strategies are you using on this special day?

2mo ago

Google Search Console platform properties became globally available today

You can claim your Instagram, TikTok, X and YouTube accounts and see how that content performs on Google Search, Discover and Google News.
What it adds is the Google query that preceded the visit, per post, with clicks and impressions you can filter, sort and export.
The reports are the smaller half of this.
In December 2025 Google ran an experiment that put social channel data into the Insights report, for a limited set of websites Search Console had already identified automatically. It needed a site. This is a separate property type, Google's phrasing on 7 July was "even those without their own website," and the four setup steps they published do not include a website anywhere. A creator with an Instagram account and no site can now hold a Search Console property. That is a change in who gets Search data at all.
What I want to test:
The Insights report identifies top, trending up and trending down query groups sending traffic from Google Search to your content. For a small business that reads like topic research you did not commission.
Google pairs annotations with checking whether an external update, such as rewriting a YouTube title or TikTok caption, affected search performance over time. It pairs the 24-hour filter with catching sudden spikes. Running those together is my idea rather than Google's guidance, and I want to see whether it holds up.
Exporting several properties into one spreadsheet lets you compare how your content performs side by side across platforms rather than arguing about which one carries a topic.
Worth knowing before you open it. This counts only traffic that arrived from Google, not your in-app views or follower reach. A small number is a finding about that one source.
One caution. None of Google's three posts on this says claiming a property affects your visibility, and I have not seen data either way. I am reading it as measurement until someone shows otherwise.
Setup is in Search Console under Add property.
https://developers.google.com/se...
I'm running all my tests, building in public at https://www.ryanlenk.com

30d ago

Googlebot was let in and handed a 500, and every checklist stayed clean

Correcting the headline number on my own post. I wrote sixteen months here and that was wrong, our blog has been running since June. I used a figure I had not checked, so I am fixing it rather than leaving it up.

Founder here, I run a done-for-you affiliate storefront service, so I am not neutral about this. I sell storefronts that depend on traffic, and the traffic on my own marketing blog is in single digits, which is why I went looking.

13d ago

Cheapest model that passes your eval is the wrong routing rule

Most routing I've seen picks the cheapest model that clears some benchmark, and that optimises the one cost that barely matters. Tokens are cheap. The expensive thing is an answer that looks right, ships, and gets caught by a person twenty minutes later, or never.

So the number I care about isn't cost per call, it's cost per accepted output. A model that's 4x cheaper but needs two regenerations and a careful human read is not cheaper, it just moved the bill somewhere you weren't measuring. Once you count it that way the routing table changes, and a few tasks that felt like obvious cheap-model work move back up.

Worth going from Opus 5 to Astra?

Hi everyone,

Juste wondering if any of you tried Astra and how it compares for developing skills to Opus?

With Opus performance becoming a bit deceptive, I'd love to get feedback from people making the move to Astra. Obviously depends what you're working on but I'd be happy to get your view.

3mo ago

Which AI tools have you actually kept using 6 months later?

The AI tool graveyard in my dock is embarrassing. I've downloaded and abandoned more "game-changer" tools in the last year than in the previous five combined.

But a few have genuinely stuck. The ones I still use daily without thinking about it:

  • Claude for anything that needs actual reasoning or long context

  • - Cursor for coding - it's changed how I write code, not just sped it up

  • - Perplexity for research that I'd previously just Google-and-pray

2mo ago

I published my full Kitty Points breakdown. Forum threads pay about 8x what comments pay.

Everyone here tells you to comment more. I went and read what the points actually say, and they disagree.

My all time breakdown, read today on producthunt.com/kitty-points with the period switched to All time. Switch it, because the default view is last week and that is how people end up quoting the wrong number as their total. I did exactly that twice.

121 KP total. Forum Threads +58. Comments +48. Reviews +10. Maker +6.

Eight forum threads produced that +58. Every comment I have ever written on this site produced +48. So a thread pays roughly 7 KP and a comment pays roughly 0.74, and one thread is worth about eight comments.

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