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
Research and roadmaps grounded in real technical reality.
AI-readiness assessment
Where AI creates real leverage in your business (and where it doesn't). We audit your data, systems, and team to find the actual opportunities.
Market & timing research
Is the market ready? Are you too early? Too late? We analyze who's already moving in your sector so you can time your entry perfectly.
Product & model strategy
Exactly what to build first, what to measure, and what "good" looks like in terms of model accuracy, latency, and unit economics.
Go-to-market-as-AI-first
Positioning, pricing, and the exact launch sequence you need to enter your market aggressively 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.