Expert guidance for early-stage deep tech and AI startups, from first prototype to a funded, compliant product.
The work early-stage teams and their investors come to me for most. Start here.
Not sure which fits? Book a free 15-min intro call
The advisory comes from shipping in regulated, physical domains, not from a slide deck.
Star Hopper Studio
AI operations & growth advisory for an award-winning film production studio
Founders offloading busywork to AI systems they own and run themselves
Bearcover
Autonomous patrol robots for care facilities
CE marking & ISO 13482: certified and deployed in German nursing homes
CarbonFreed
AI for grid certification of PV & wind systems
Compliance automation in one of Germany's most regulated energy processes
VoltVogel
Co-founded EV-charging robotics
Hardware from first prototype to paid pilots, and an honest wind-down
“Abhi's helping us use AI to offload the busywork so we can focus on the creative side, and to think about growing the studio like a startup. Nothing is a black box — we run everything ourselves.”
I work with pre-seed to Series A deep tech and AI startups. This includes companies building agentic AI systems, robotics, hardware, SaaS, and regulated tech. I bring 8+ years of experience across hardware, software, and AI.
Project-based engagements range from 2-5 days (pitch deck review) to 4-6 weeks (system design or PMF sprint). Retainers are ongoing monthly arrangements. Most feasibility assessments take 2-3 weeks.
Yes. I offer monthly retainers for Fractional Engineering Lead, Compliance Advisory, and Pre-PMF Technical Advisory. These provide ongoing strategic guidance, architecture reviews, and technical support as you scale.
Yes. My compliance background covers CE marking and ISO 13482 (Bearcover, robotics), grid certification for PV/wind systems (CarbonFreed), and regulated product development (VoltVogel, EV charging). I also wrote The EU AI Act Field Guide, so I can help with risk classification, gap analysis, and building a compliance roadmap — and I'll be direct about what requires a notified body versus what you can self-assess.
Code review, architecture assessment, technology stack evaluation, security and compliance audit, scalability analysis, team capability evaluation, and a detailed report with risk ratings and recommendations.
NDA available. I work with sensitive technical information regularly and follow GDPR best practices. For code review, we can use secure access methods and I never retain copies of your code.
Yes. I'm Berlin-based but work with startups globally (EU and US). All advisory work can be done remotely via video calls, async communication, and shared documentation.
Book a free 15-minute intro call. I'll help you identify the right engagement—whether it's a feasibility assessment, due diligence prep, architecture design, or ongoing advisory.
Yes. For pre-seed startups with limited capital, I can structure engagements with an equity component. This aligns our incentives—I'm invested in your long-term success. Equity discussions are handled respectfully and transparently. Reach out to discuss if this might work for your stage.
Yes. Advisory engagements can include hands-on development and design when needed—prototypes, architecture implementation, code reviews, or targeted build-outs. I'll scope what makes sense for your engagement.
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Interested in working together? Get in touch or schedule a consultation.