WELCOME
(hover)I make your product
much better
with AI.
Why me
Teams bring me in when “we should be doing something with AI” has to become software their customers actually feel. Eight years shipping production systems, and four AI products of my own that are live, paying, and maintained by me. You get the engineer, not an agency layer. Currently shipping pictwinai and grouped.news.
What that looks like
- AI inside your productusers feel it
- Support that answers itselfchat · search · intake
- Manual work, automated awayread · sort · reply
- New AI productsidea → paying users
4
AI products live, built and run by me
8
years shipping production systems at scale
14d
to something working you can click, not a deck
2–3
clients a year, so yours gets my full attention
Services
What you get.
plain english · technical underneath
01 · Outcome
AI features your users actually feel.
HowBuilt into the product you already have. Search that understands, answers that are right, flows that finish themselves.
ExampleUseful when "add AI" is on the roadmap and you want it to land well, not just ship.
02 · Outcome
The manual work your team does all day, gone.
HowAutomation that reads, sorts, summarises, and routes so nobody has to do it by hand.
ExampleUseful for support queues, intake, invoices, reporting, content backlogs, moderation.
03 · Outcome
Idea to a product people pay for, in weeks.
HowEnd-to-end engineering. I build it, launch it, and keep it running afterwards.
ExampleUseful when you need real working software in front of customers, not another prototype.
// if your idea isn't on this list, ask anyway, it usually fitssay hi
Josip Ledić
PortraitMade with pictwinai.com
How I work
How I work.
01
Honest first.
If AI isn't the answer for your product, I'll tell you. No upselling.
02
Working software early.
You see something running every week, not a slide deck at the end.
03
Plain English.
I explain what I'm building. You shouldn't need a CS degree to ask for changes.
04
Built to last.
100% of what I ship, I can also keep running. After launch isn't your problem.
Recent work
In production.
5 live · 4 paying, 1 open source
01
pictwinai.com
↗
ai saas2024
AI photo generation in production. Paying subscribers, fast turnarounds, all on auto-pilot.
AI photo studio
Subscriptions
Live since 2024
02
grouped.news
↗
ai product2025
News aggregation by story instead of feed. Grouped intelligently so you read once, not ten times.
News reader
AI-powered
Live since 2025
03
bestchessmove.xyz
↗
tool2024
Browser-native chess analysis. No login, no install. Paste a board, get the best move.
Chess analysis
Runs in browser
Live since 2024
04
parsetoon.com
↗
pipeline2025
Webcomic search and analysis. Reads images, understands what's happening, makes it searchable.
Webcomic search
AI-powered
Live since 2025
05
never-ask-again
↗
open source2026
Permission rules for AI coding agents. One source of truth, generated into the config format six different agents actually read.
Agent permissions
MIT licensed
Open sourced 2026
Live products · real users · built and run by me.Updated 2026-07-25
Writing
Field notes.
08May 20, 2025Fixing Phantom Container Issues in Coolify v43 min→07Sep 15, 2023The Downfall of Modern Devs and Academia8 min→06Aug 5, 2023Essential Reads for Aspiring Software Engineers6 min→05Aug 1, 2023Rust: A Deep Dive into the Fascinating World Beyond TypeScript5 min→04Jul 29, 2023"Structure and Interpretation of Computer Programs": An Epic Journey Back to the Essence of Code3 min→03Jul 13, 2023Opinions are Overrated. Just Get the Job Done.4 min→02Sep 1, 2022How to use Stable Diffusion on Windows 10 with an AMD GPU3 min→01Jun 1, 2021An Unconventional Approach: Learning TypeScript Before JavaScript7 min→
What I take on
AI features in your productAI customer supportDocument Q&AWorkflow automationSmart searchLead intakeInternal copilotsContent extractionBooking automationQuote generationAgentic systemsCustom integrationsAI product MVPsAI features in your productAI customer supportDocument Q&AWorkflow automationSmart searchLead intakeInternal copilotsContent extractionBooking automationQuote generationAgentic systemsCustom integrationsAI product MVPsAI features in your productAI customer supportDocument Q&AWorkflow automationSmart searchLead intakeInternal copilotsContent extractionBooking automationQuote generationAgentic systemsCustom integrationsAI product MVPs