AI features your users actually want, built to work on a bad day

There's a lot of AI that exists for the press release. I'm interested in the other kind: features that save users time and that they'd pay for. Sometimes that's an LLM. Sometimes it's a better form. I'll tell you which, then build it properly.

Book a free intro call Get a free website audit

This is for you if

You're under pressure to 'add AI' but unsure where it helps
You have an AI prototype that works in demos and breaks in production
Your users deal with messy text, documents or data every day
You want AI costs and quality under control

What you get

Opportunity review: Where AI helps your users, where it doesn't, and the expected value of each idea.
A working feature: Integrated into your product with prompts, retrieval or tools as needed.
Quality and cost control: Evaluation sets, fallbacks, monitoring and caching, so it stays reliable and affordable.

How it works

Step 1
Review
Look at your users, data and workflows.
Step 2
Prototype
Test the best idea with real inputs in days.
Step 3
Productionise
Ship it with evaluation, fallbacks and limits.
Step 4
Improve
Measure use and quality, then iterate.

Proof it works

LLM parsing
Spotify API
SEO
Go-to-market

Founder, built soloConsumer web app, live and growing

TracklistFinder

Turns any YouTube DJ set into a Spotify playlist in one click.

DJ sets and live mixes on YouTube rarely come with a usable tracklist. Fans end up scrolling comments and searching tracks one by one.

What I did

Found the problem in music communities, then shipped a first version in weeks, not months
Built LLM parsing that pulls track names out of messy titles, descriptions and comments
Designed the Spotify flow so a playlist is one click away
Owned growth: technical SEO, content and visibility in AI assistants

Results

Over 150% growth in the last 30 days
5,000+ sets uploaded
150+ registered accounts
Ranks high on Google and is recommended by AI assistants

Visit TracklistFinder

Not sure where to start?

Run the free audit on your website. You'll get concrete ideas for sales, SEO and features in about a minute.

Common questions

Which AI models do you use?

Whichever fits the job and budget: models from Anthropic, OpenAI, Google, Perplexity or open-source. I keep the integration swappable.

What if AI isn't the right answer?

Then I'll say so, and we'll build the simpler thing. That's often the best outcome.