Zymbly

Zymbly

Automates admin for aircraft technicians

Winter 2026ActiveB2BAIOpsWorkflow AutomationTransportation
Company
https://www.zymbly.com

Verdict

High Signal
Market Opportunity
Global MRO (maintenance, repair, overhaul) market is $100B+ and notoriously paper-heavy and inefficient. Clear ICP: Part 145 MRO operators, airline engineering departments. Regulatory complexity (FAA, EASA, CAA) creates high switching costs and compliance moat. B2B enterprise SaaS in aviation infrastructure is a proven monetization path with large contract values.
High Signal
Founder Signal
Exceptional domain expertise. Robbie Bourke has 25 years in aviation: design teams at Airbus, Head of Aircraft Maintenance at Virgin Atlantic, Partner at Oliver Wyman Aviation. Ben Jacob led Applied AI at Multiverse (GV/GC/Index-backed) after 3.5 years as aviation management consultant at Oliver Wyman. Azmat Habibullah (CTO) holds a First Class MSci in Mathematics from Imperial College and spent 3+ years building enterprise ML/software at Oliver Wyman Digital in regulated industries. All three founders have directly overlapping prior employer (Oliver Wyman) giving strong team cohesion signal.
Medium Signal
Competition
No competitor data was found in research, but the space is known to have players like Avinode, AMOS, Ramco Aviation, and general-purpose AI document tools being applied to MRO. Zymbly's differentiation is domain-specific AI trained on manuals, work orders, and local procedures rather than generic LLM wrappers. The regulatory compliance angle (Part 145, CAME, audit trails) is a real moat, but larger players (Boeing's Jeppesen, Airbus Skywise) could credibly build this.
Medium Signal
Product
Website shows a functioning product demo UI with specific use cases (troubleshooting, parts lookup, documentation drafting) and claims quantified metrics (5% maintenance downtime reduction, 70% time saved on troubleshooting, 45% increase in doc QC accuracy). However, no named customer logos, no revenue figures, no testimonials, and the only CTA is 'Book a Demo' — these metrics appear aspirational rather than validated by named customers.
OverallA Tier

Zymbly has one of the strongest founder-market fit profiles in a YC batch: a 25-year aviation executive (Airbus, Virgin Atlantic, Oliver Wyman), an Applied AI head from a VC-backed edtech unicorn, and a technical CTO from Oliver Wyman Digital — all three with overlapping domain experience. The MRO market is massive, underdigitized, and regulatory complexity creates real defensibility. The main risk is that the product appears pre-revenue with no named customers or traction evidence — just quantified claims and a demo CTA. If they can land even one named airline or MRO operator as a paying reference customer, this becomes a strong S-tier candidate. Right now it's an A on team and market alone.

Active Founders

Robbie Bourke
Robbie Bourke
Founder

Robbie is the co-founder of Zymbly. At Zymbly, he is building AI Agents to automate admin and troubleshooting for maintenance technicians. Robbie has spent 25 years in aviation as an executive, operator, engineering, investor and advisor. He is a qualified Aeronautical Engineer who led design teams at Airbus, was Head of Aircraft Maintenance at Virgin Atlantic, and a Partner in Oliver Wyman Aviation & Aerospace practice.

Azmat Habibullah
Azmat Habibullah
Founder

Azmat is co-founder and CTO of Zymbly. He holds a Master's in Mathematics from Imperial College London, where his research focused on the geometry of quantum mechanics. He started hacking at the age of 11 and spent 4 years building ML models and software for enterprises in highly regulated industries. He's also a competitive weightlifter and aspiring polyglot.

Ben Jacob
Ben Jacob
Founder

Ben is the co-founder and CEO of Zymbly. Before Zymbly, Ben led Applied AI at Multiverse (backed by GV, General Catalyst, and Index). Ben started his career working with airlines on operational improvement. He worked with one of the world's largest airlines to recover their operations after the pandemic.

Zymbly
Zymbly
TierA Tier
BatchWinter 2026
Team Size3
StatusActive