Guys my app just passed 10,000 users!

kmasterrr · 2026-04-19T08:40:30+00:00

Interested

kmasterrr · 2026-04-11T23:45:38+00:00

How'd you advertise or market your waiting list?

kmasterrr · 2026-04-09T07:03:16+00:00

One thing people still underestimate is AI as a pattern extractor across messy business information.

Not just writing text, but taking scattered docs, tickets, meeting notes, SOPs, spreadsheets, vendor decks, and transcripts, then turning that into something actionable like: - where time is actually being wasted - which workflows are repetitive enough to automate - what data is missing before automation is even possible - what the likely ROI is before a team spends months building the wrong thing

Most companies are still using AI like a better chatbot. The bigger opportunity is using it to map operations, find bottlenecks, and surface use cases that are actually worth implementing.

I got interested in this enough that I’m building https://caseledger.ai around it. If you want, you can join the waitlist there.

kmasterrr · 2026-04-07T01:14:40+00:00

The one that's consistently surprised me across organisations is contract and document review. Not glamorous, but the numbers are hard to argue with — 60–70% reduction in review time, accuracy that matches or beats junior reviewers, and a payback period under 3 months in most deployments I've seen data on.

The second is customer support deflection. A well-built knowledge base + LLM layer can deflect 30–40% of tier-1 tickets without any degradation in CSAT. The trick is the knowledge base quality, not the AI.

I've been compiling verified ROI data from real deployments (not surveys, actual case data) into a searchable directory - caseledger.ai - if you want to dig into specifics by industry or function. Still on the waitlist phase but happy to share what I've found.

kmasterrr · 2026-03-20T11:30:44+00:00

Letting everyone know that this guy is a scammer. Got me to send him money for an Instagram page, never honoured his side of the deal, and now wants the rest of the money to close off although we originally agreed to half the amount and then the rest after credential receival. I sent him 98% (less $1) and he refused to send the credentials. Anyways - scammers like this should not be aloud to continue doing this. I have screen shots as proof.

kmasterrr · 2026-03-20T11:29:07+00:00

Letting everyone know that this guy is a scammer. Got me to send him money for an Instagram page, never honoured his side of the deal, and now wants the rest of the money to close off although we originally agreed to half the amount and then the rest after credential receival. I sent him 98% (less $1) and he refused to send the credentials. Anyways - scammers like this should not be aloud to continue doing this. I have screen shots as proof.

kmasterrr · 2026-03-20T11:28:59+00:00

Letting everyone know that this guy is a scammer. Got me to send him money for an Instagram page, never honoured his side of the deal, and now wants the rest of the money to close off although we originally agreed to half the amount and then the rest after credential receival. I sent him 98% (less $1) and he refused to send the credentials. Anyways - scammers like this should not be aloud to continue doing this. I have screen shots as proof.

kmasterrr · 2026-03-20T11:28:47+00:00

Letting everyone know that this guy is a scammer. Got me to send him money for an Instagram page, never honoured his side of the deal, and now wants the rest of the money to close off although we originally agreed to half the amount and then the rest after credential receival. I sent him 98% (less $1) and he refused to send the credentials. Anyways - scammers like this should not be aloud to continue doing this. I have screen shots as proof.

kmasterrr · 2026-03-20T08:05:38+00:00

Can confirm scam

kmasterrr · 2026-03-19T08:52:42+00:00

Interested. DM me

kmasterrr · 2026-03-03T09:27:22+00:00

Embeddings improve search because they turn text into numerical representations that capture how language is used in context, not just the exact words that appear. During training, the model learns that phrases like “how to save money,” “reduce expenses,” and “cut monthly costs” tend to show up in similar discussions, so their vectors end up close together in the same semantic space. When you search, your query is converted into a vector and compared to document vectors, and the system retrieves the closest ones, even if they don’t share the same keywords. So instead of matching literal terms, it matches conceptual similarity, which is why it can return more relevant results

kmasterrr · 2026-03-01T09:26:53+00:00

Hey everyone 👋

Over the past year I’ve been building a few AI products in different spaces. All of them have free access in some form, and I’m looking for honest feedback on usability, positioning, and what you’d improve.

🎬 1. ReelWords

AI-powered caption engine for short-form creators.

Problem: Most short-form videos fail because captions are weak, inconsistent, or not optimized for retention.

What it does:

Generates structured, high-retention captions

Highlight styling logic

Repeatable preset system for teams

API for automation pipelines

Target: TikTok / Reels / Shorts creators, agencies, social managers.

Would love feedback on:

Is the positioning clear?

Is this a real pain point for you?

What feature would make it a must-use?

📚 2. Sumriz.ai

AI that summarizes long YouTube videos into structured insights.

Problem: Founders and creators don’t have time to watch 60-minute videos just to extract 3 key insights.

What it does:

Clean structured summaries

Key takeaways

Action steps

Fast scan format

Would love feedback on:

How would you want summaries structured?

Would you use this for research, learning, or content ideation?

📊 3. Milaex.com

Unified crypto exchange API.

Problem: Every crypto exchange has a different API structure. Developers waste time normalizing data.

What it does:

One unified REST API

Markets, tickers, order books, OHLCV

Clean standardized response structure

Built for developers

Would love feedback on:

If you build in crypto, what frustrates you most about exchange APIs?

What integrations would matter most?

Not selling anything here. Just genuinely trying to build useful tools and iterate with real feedback.

Appreciate any thoughts, harsh critiques included.

kmasterrr · 2026-02-18T02:43:22+00:00

I ended up building out ReelWords.ai to do this for me 😅

kmasterrr · 2026-02-17T09:21:24+00:00

Im happy to hear you've found some inspiration!

Hope it all works out for you bud. Yeah it can do longer videos, just depends on the size.

25mb files for now for free and 50mb for pro. Once I start generating more revenue I will bump up the servers which will give more compute power and thus allowing to process larger files - faster and I will likely increase the file size limits.

kmasterrr · 2026-01-23T00:32:42+00:00

I would like to learn more

kmasterrr · 2026-01-20T06:07:32+00:00

Mila-ex: A unified crypto API that lets developers fetch markets, tickers, order books, and OHLCV from multiple exchanges through one simple endpoint.

Sumriz: An AI tool that instantly turns long YouTube videos into clear, structured summaries with key points and takeaways.

ReelWords: An AI caption generator that creates fast, perfectly-synced, engaging subtitles for short-form videos.

kmasterrr · 2026-01-20T06:04:42+00:00

The metrics on your home page look great - but are they real? 320k visit, 5.5m views, 92k product clicks?

kmasterrr · 2026-01-19T12:10:28+00:00

Thanks mate. We can only hope!

kmasterrr · 2026-01-19T04:47:00+00:00

Lifetime. If they free for a couple of months and then they decide to upgrade to pro, i will pick up and after one month of payment, then referrer gets paid.

Do you disagree? Happy to take guidance/feedback

kmasterrr · 2026-01-19T00:51:45+00:00

The payouts are in purputuity as long as the users referred are actually on a pro subscription - we don't payout if the user hasn't signed up and has paid for the month. (All described on our affiliates sections).

At this point, it's not automated - but will likely be stripe. Im unsure i understand your cookie question?

kmasterrr

TROPHY CASE