We help businesses identify high-value AI opportunities, rescue stalled initiatives, and turn them into working products with measurable results. From strategy and feasibility to production delivery, we combine senior product judgment with hands-on AI engineering.
A technology intelligence product built and deployed for a sovereign wealth fund with US$100B+ in assets.
A major sovereign wealth fund wanted AI to scan emerging technology markets continuously for its portfolio companies. Earlier experiments generated generic web summaries and zero actionable signal. Stakeholders didn't need more summaries—they needed decision-ready intelligence.
We designed and delivered Sentio: a self-service intelligence system with company strategy dossiers, frozen query plans, relevance gating, and full source lineage.
AI products, document intelligence, and enterprise engineering delivery across complex operational domains.
Product walkthrough · 55 sec
AI-assisted due diligence that analyzes complex documents, extracts relevant information, and helps analysts identify potential discrepancies.
AI architecture · Document analysis · Full-stack
Product walkthrough · 24 sec
AI document understanding that parses complex legal agreements, flags high-risk commitments, and drafts verified clause-level modifications.
AI architecture · Product design · Full-stack
Prototype walkthrough · 47 sec
Turns existing traffic camera feeds into live incident and congestion alerts that operators can review, confirm, and dispatch. AI acts as an analyst inside the operator workflow, not an autonomous decision-maker.
Read the StreetSense case studyComputer vision · Operator workflow · No new roadside hardware
Led the technical and product modernization of a mission-critical public-sector platform, rebuilding complex regulatory workflows on cloud-native, workflow-driven architecture under strict operational constraints.
~$40M program · Cloud-native workflow platform · Regulatory workflows
Led development and productionization of scam and fraud detection models with a focus on evaluation, precision, and operational performance.
Scam & fraud detection · High precision & recall · Automated blocking
Led the development of an AI code-search product, training deep-learning models on 1.7B lines of code so developers could search and understand complex codebases in natural language, years before generative AI went mainstream, scaling to over 100,000 users. Technical approach reviewed by Turing Award winner Yoshua Bengio.
Foundation-model research · NLP · Semantic code search · AI product development
Led the rebuild of an award-winning Swiss fintech's NLP and deep-learning pipeline, ingesting over 1 billion social and news messages and serving 250 million API calls of real-time market signals to financial institutions and media, while cutting processing cost and shortening delivery cycles.
1B+ messages ingested · 250M API calls · NLP & deep learning · 50,000+ assets covered
Engage at any stage based on your current certainty. Every engagement is structured to create standalone value.
Map business workflows, evaluate opportunities against technical feasibility, and identify where AI materially improves cost, speed, quality, or revenue.
Prioritized opportunities, clear business hypotheses, and recommended next steps.
Resolve the key uncertainty through focused experiments, technical evaluation, user validation, or a working prototype.
Empirical evidence, evaluation criteria, and a clear go / no-go decision.
Deliver validated AI products, integrations, operational workflows, monitoring, guardrails, and adoption support.
A working system with clearly defined operational and business success criteria.
Embed senior AI/product leadership or deploy a focused AI-native engineering team to accelerate delivery, with senior technical ownership throughout.
Dedicated execution capacity, reliable engineering delivery, and ongoing technical leadership.
Bring us one workflow, product idea, or stalled AI initiative. We'll help identify the biggest uncertainty, agree on what success looks like, and propose a focused engagement to resolve it.
No broad transformation program required.
Clients can engage at any stage. Each engagement creates standalone value without open-ended commitments.
We partner with three distinct groups who value senior technical ownership and measurable outcomes.
Turn manual workflows and stalled AI initiatives into working software.
Established businesses and scaleups with an expensive operational bottleneck, sluggish workflow, or an AI pilot stuck in 'demo mode'. We take comprehensive technical ownership—from evaluating feasibility to delivering production systems.
Targeted 2–4 week evaluation sprint or end-to-end production build.
Technology intelligence, diligence automation, and rapid prototyping.
Investment funds, family offices, and enterprise innovation teams that need deep technical evaluation, intelligence systems for market scanning, or rapid validation prototypes for portfolio initiatives.
Custom intelligence build, diligence sprint, or portfolio prototype.
Senior AI engineering capacity behind your client relationships.
Strategy firms, design studios, and technology agencies that hold client relationships and enterprise bids, but need specialized AI architecture and delivery capacity.
White-labeled specialist delivery, co-branded partnership, or technical advisory.
Let's discuss the business problem, what's been tried, and whether there's a practical next step.
Not sure if AI is the right answer? That's a perfectly good starting point.
