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ROI-drivenautonomous agents.

We embed into your team to design, build, and deploy high-leverage agentic systems. From prototype to measurable business impact in weeks.

Senior team. Sweden-based.

Agents Simulation
Workspace connected. Internal APIs and data sources synced. Ready for autonomous execution.
Deploy a research agent to analyze our top 25 churned accounts this quarter and identify which competitors they migrated to.
Thinking
Initializing autonomous research agent
Analyzing CRM call transcripts
Identifying competitor mentions
Compiling migration report
Churn Migration (Q3)25 Accounts
Sketch
W
Webflow
Framer
Figma
in
InVision
Ask anything

What we have built

Real systems in production. Click the thumbnails to expand and watch the demo videos.

Direct Wines

70% Faster Development with AI

AI infrastructure that reduced development time and cut defects by 3x. Built in the stack the team already used. No platform change.

He quickly zeroed in on the highest-leverage opportunities and kept the team focused on what actually moves the business. He brought AI into the team in a way that actually stuck. Daniel moves fast. He goes from insight to production in days, not weeks.
Nicole Romito
Nicole Romito
VP of Ecommerce & Marketing, Direct Wines
Precision manufacturing
200 hrsSaved / year

AI RFQ Analysis

Reads RFQ drawings — even decades-old hand-marked ones — extracts every spec, flags what is ambiguous, and drafts the customer's clarification email. Senior-estimator minutes, done in seconds.

Karl AI
<2 minPer brief

Idea to Brief in 2 Minutes

Conversational AI that turns rough ideas into developer-ready specs, saving 40+ hours per month in PM documentation time.

Monde AI
100%Visibility

AI Brand Monitoring

Tracks how brands appear across AI search engines, securing brand reputation and top-of-funnel pipeline.

How we embed

We operate as a fractional product team within your company until the ROI is realized.

Audit & Blueprint

Map bottlenecks and find high-leverage AI opportunities.

Phase 1

Rapid Prototyping

Design, build, and test a functional proof-of-concept.

Phase 2

Production & Scale

Harden the system for enterprise security and scale.

Phase 3

Adoption & Handoff

Train your team, monitor metrics, and hand over keys.

Phase 4
The ROI Diagnostic
01. The ROI Diagnostic

An intensive audit of your operational bottlenecks.

We map your operations, identify the highest-leverage AI opportunities, and deliver a technical blueprint with strict ROI projections. No fluff, just a clear path to production.

Embedded AI Squad
02. Embedded AI Squad

Continuous execution, prototyping, and shipping.

A senior Product Manager and Tech Lead embedded directly into your team. We own the roadmap and execute rapidly, from prototype to measurable business impact in weeks.

Dedicated AI Pod
03. Dedicated AI Pod

Enterprise-scale operational overhauls.

A full, multi-disciplinary team dedicated to transforming your core infrastructure. We harden systems for scale, ensuring enterprise-grade security, data governance, and adoption.

Common questions

Right alongside them. We bring senior AI-product judgment and a small build team that plugs into your stack and ships with your people, then hands over. You keep the system and the knowledge, not a dependency.

Around 95% of AI pilots never deliver real impact. Not because the technology fails, but because it never gets adopted into how the team actually works. We build for production and adoption from day one, in your stack, with your people. AI that ships and sticks.

That is what the AI Product Audit is for. One to two weeks inside your product and data, and you get an honest, prioritised plan with ROI estimates and quick wins. If something is not worth building, we will tell you. We would rather kill a bad idea than bill for it.

Consultancies sell strategy decks and leave the building to someone else. Agencies throw junior bodies at it. We are senior people who ship production AI ourselves: fewer engagements, done properly, and we make sure the work gets used instead of dying in a pilot.

You do. We operate as an extension of your team. Every line of code, every model fine-tune, and every system we build is 100% owned by your company. We leave you with working infrastructure, not proprietary lock-in.

Enterprise security is baked in from day one. We never use your proprietary data to train public models. We deploy within your secure environment (AWS/GCP/Azure) and adhere to strict GDPR compliance standards. Your data never leaves your infrastructure.

We work with companies across the US, UK, and EU, embedding remotely with their product teams. We're Swedish-founded and work in both Swedish and English.

Next step

Where does AI actually
move your numbers?

15 minutes. No sales pitch. We look at your business and tell you honestly where AI helps, and where it does not.

Book a call