Know what to build. Know when the market's ready. Then launch first.
The most expensive mistake in AI right now isn't building slowly — it's building the wrong thing, or entering the market at the wrong time. We do the research and give you a validated roadmap to launch as an AI-first company, grounded in your market and your economics.
What you get
AI-readiness assessment
Where AI creates real leverage in your business (and where it doesn't).
Market & timing research
Is the market ready? too early? too late? who's already moving?
Product & model strategy
What to build first, what to measure, what "good" looks like (accuracy, latency, unit economics).
Go-to-market-as-AI-first
Positioning, pricing, and the launch sequence to enter as an AI-first player.
A roadmap we can actually build.
Unlike a pure consultancy, our recommendations come with a build plan and a team that can execute them. No handoffs, no translation loss.
Why our advice is credible
We've designed and shipped real ML systems (five production models in Velvet Key alone), and we operate AI-native products ourselves. We advise from the factory floor, not the whiteboard.
Engagement Models
Strategy sprint (1–3 weeks)
Deep dive into your market and AI readiness.
Research report
Comprehensive analysis of competitors and models.
Fractional AI-advisory retainer
Ongoing senior guidance as you navigate your AI transformation.
What is AI Consulting & Research?
AI Consulting & Research helps organizations understand and deploy artificial intelligence effectively. It involves auditing existing systems, identifying high-impact machine learning use cases, and designing data architectures that ensure security and compliance, bridging the gap between theoretical AI capabilities and practical, measurable business growth.