Applied AI

More value from your data. Less operational effort.

We turn your data, content, and expertise into AI systems that help teams work faster and deliver richer services.

Two-week loops
each one ends in working software: Full handover
modular, documented, yours to evolve: No middle layer
you work with the engineers who build it

Trusted by

Capabilities

What AI can make possible for your team.

Agents and automation

Reduce repetitive work with AI tools that fit your existing systems. Help your team handle more, with people in control of the decisions that matter.

Personalisation and ranking

Help people discover the content and services most relevant to them. Test recommendations, measure their impact, and keep improving the experience.

Search systems

Help your team find trusted answers across scattered information. Search your own documents and data, with answers linked to their sources.

Content generation at scale

Expand the coverage your editorial team can deliver. Produce multilingual content with factual checks and strict adherence to your style guide, ready for your CMS.

Data and entity resolution

Give teams a consistent view across disconnected sources. Connect records, remove duplicates, and turn fragmented data into information they can act on.

Rescue and stabilisation

Get more from a system that is holding your team back. Identify what is failing, restore reliable operation, and make future improvements easier to deliver.

Work

Systems we designed, shipped, and still operate.

hours → minutes

editorial effort per article

Time-sensitive editorial content at scale

A grounded generation system producing publish-ready articles at volume, including time-sensitive coverage that has to be live within minutes of the source data landing.

Global media platform

+35%

self-service resolution rate, after 3 months

Secure RAG knowledge base with governance

An LLM interface over sensitive internal documentation, with data kept in-account, access controlled by SSO, and cost governed per user.

Global technology company

All success stories →

How we work

Start with six weeks. Prove the value early.

Choose one valuable problem. Get working software every two weeks. Measure the results and decide what comes next.

A focused six-week engagement is one way to start. We also build, operate, and improve systems through ongoing partnerships.

Intake

Choose one valuable problem and agree how to measure success, with a baseline for time, quality, or cost.

Build

Put working software in users’ hands every two weeks, starting with the first delivery. Use their feedback to shape what comes next.

Evaluate

Measure results against the starting point. Check accuracy, quality, and speed on each change so improvements hold up in real use.

Ship

Put the solution into real use through staged releases, with version control and a tested rollback.

Operate

For a six-week engagement, review the value at week six and agree the next step: a full handover, further development, or ongoing operation with quality and cost monitoring.

References

What the people who hired us say.

Helped transform a system riddled with errors that had little trust from the business into a system trusted and used daily by executives and local teams.

Abiramy H. · Product Director, Deliveroo

Exceeded the expectations of myself and my entire team in every regard. What truly sets Iwana Labs apart was the speed of execution without compromising on quality.

Dr. Mark H. · Professor, Universität Hamburg

Delivered results that exceeded our expectations in a remarkably short period of time.

Vignesh T. · Lead Engineer, Awin Global

What could we improve in six weeks?

Bring a workflow, a product idea, or an existing AI initiative. We’ll explore where a focused engagement could make a measurable difference.

Book a call hello@iwanalabs.com