Saad

Helping Startups Build AI Products, Secure Cloud Credits & Scale Revenue | Founder Sovanza

[Saad @saadscaleit]

Whoever among you sees an evil, let him change it with his hand. If he cannot, then with his tongue. If he cannot, then with his heart — and that is the weakest of faith.

[Saad @saadscaleit]

Saw a tool turning your own videos into language-learning material. Smart move: repurposing content you already made instead of creating more. Most creators sit on a goldmine of unused footage. Captioning and re-clipping it in other languages is the real unlock nobody talks ab...

[Saad @saadscaleit]

Shipped auto-clipping in Clipdify and skipped rate limiting on the export queue. Someone batch-exported 400 clips at once, our worker pool choked, and every other user's job sat stuck for 20 min. Added per-user concurrency caps that night. Scale reveals the corners you cut.

[Saad @saadscaleit]

Before you scale any AI feature, log token usage per request today. Someone built a whole tool just to find out why their Claude quota died in 10 minutes. Don't be that person, add logging before you need forensics.

[Saad @saadscaleit]

Shipped auto-clipping for Clipdify last month and celebrated too early. Turned out 30% of clips cut mid-sentence because I only checked silence gaps, not speech boundaries. Fixed it by adding a transcript buffer. Ship fast, but test on real messy audio, not clean demos.

[Saad @saadscaleit]

CEO fires developers to make room for AI. Those developers respond by open-sourcing an AI CEO. Somewhere a board member is quietly checking if it works better than the human version did.

[Saad @saadscaleit]

If an idea came from AI or someone else, rewrite it in your own words before you touch code. That 5 min forces you to actually understand it, and you'll finish way more of what you start. Borrowed ideas die in your notes app, not your repo.

[Saad @saadscaleit]

Shipped auto-clipping for Clipdify and skipped rate limiting because 'it's just an internal beta.' Three testers ran it in parallel, torched my API quota in nine minutes. Rate limits aren't optional, they're a seatbelt you don't notice until you need it.

[Saad @saadscaleit]

Hot take: most startups don't have a growth problem, they have a memory problem. Every feature ships context-free, every agent forgets yesterday, every team re-explains the roadmap weekly. Compounding is impossible if nothing persists. Fix retention before acquisition.

[Saad @saadscaleit]

Real number worth knowing: once AI voice agent latency crosses ~800ms, humans start perceiving it as "off" and hang up more. Sub-second response time isn't a nice-to-have, it's the whole product. Built Clone Caller around that one constraint.

[Saad @saadscaleit]

Hot take: most startups don't have a distribution problem, they have a 'nobody asked for this' problem. Automation and AI make it faster to build the wrong thing. Speed doesn't fix product-market fit, it just helps you fail quicker.

[Saad @saadscaleit]

Genuine question: what's one part of your product you'd actually trust an autonomous AI agent to run unsupervised for a week? Billing? Support replies? Onboarding emails? Curious where founders draw the line.

[Saad @saadscaleit]

Builders, who's here? Drop your product name + one line on what it does. SaaS, AI tools, voice agents, creator tools, n8n automations, whatever you're shipping this week. Genuinely curious what people are heads-down on right now.

[Saad @saadscaleit]

Slovakia just found a Russian backdoor sitting in traffic cameras for years, undetected. If you found out tomorrow that one piece of your stack had a hidden backdoor this whole time, what's the first system you'd rip apart to check? 🔍

[Saad @saadscaleit]

Shipped auto-clipping for Clipdify last month and didn't test it on vertical source video until launch day. Every clip came out letterboxed with black bars. Spent a weekend fixing aspect ratio detection that should've been step one, not an afterthought.

[Saad @saadscaleit]

Shipped auto-clipping for Clipdify and skipped edge-case testing for vertical vs square source video. Worked great in demos, broke silently for half our beta users. Lesson: your happy path is not their happy path. Test the ugly inputs first.

[Saad @saadscaleit]

Hot take: most startups don't have a marketing problem, they have a decision problem. You've A/B tested the button color 40 times but still haven't shipped the feature that actually matters. Speed of decisions > speed of code.

[Saad @saadscaleit]

Golden rule for better writing, stolen for video: cut the first 3 lines (or seconds) of anything you make. If it still makes sense without them, they were filler. Your hook is usually hiding right after the part you're afraid to delete.

[Saad @saadscaleit]

If Anthropic is quietly A/B testing lower effort levels in Claude Code, that explains the 'it got dumber' posts way better than vibes. Silent model/config swaps are the new version drift. Ship notes or don't ship changes.

[Saad @saadscaleit]

No reason for software to be slow anymore" is true and also nobody acts on it. Slow software isn't a tech problem, it's a caring problem. Fast apps happen when someone refuses to ship laggy garbage. That's it. That's the secret.

[Saad @saadscaleit]

Hot take: most software is slow because founders reward shipping features, not deleting them. Every unused dropdown, every legacy flag, every 'just in case' setting is a tiny tax on every user forever.

What's the oldest dead feature still haunting your codebase?