About: physical AI for spirits production.
Caskent is an independent startup building the autonomous operations layer for the world’s distilleries.
Mission
Encode distillers’ craft into bounded, auditable control loops that improve quality, yield, energy, and traceability without taking the palate out of command.
- Perceive the run in real time.
- Decide inside approved production limits.
- Act through existing still, line, and warehouse systems.
Why now
Spirits producers face greater volatility in input costs, labor, energy, and quality expectations. Edge AI and sensing now make a closed loop feasible.
- Demand
Premiumization
Consumers expect consistent character at scale.
- Costs
Input cost volatility
Grain, energy, and cask costs make waste expensive.
- Energy
Decarbonization pressure
Distillation remains heat intensive.
- Labor
Master-distiller shortage
Critical process knowledge is scarce.
- Technology
Edge AI and sensing
Real-time perception and control can run on site.
What we are building
Seven production agents
Ferment, cut, quality, maturation, blend, bottling, and energy control.
Digital twin
Simulation for distillation and maturation before the run is committed.
Assurance layer
Grounded outputs, audit logs, tenant isolation, and human checkpoints.
Principles
Trust before autonomy
Shadow and assist modes come before bounded control.
Compounding data moat
Each approved run improves site-specific and cross-process models while protecting recipes.
Land narrow, expand relentlessly
Start with a hard metric, then grow across the site.
Market opportunity
Market figures, forward-looking and used for company context.
Leadership
The founding team building Caskent.
Laiba Nisar
Founder & CEO
Data scientist and full-stack AI developer pairing ML depth with business development to turn distilling data into scalable products.
LinkedInSharon Reddy
Co-founder & CTO
Data scientist with 4+ years building large-scale ML and generative-AI systems, from production RAG architectures to low-latency inference at scale.
LinkedInNVIDIA Inception and backing
Caskent has an NVIDIA Inception profile. We are exploring edge and simulation stacks such as Jetson, TensorRT, Triton, and Omniverse where they fit the distillery environment.
Roadmap
Forward-looking roadmap tied to design partners, paid conversion, and multi-site expansion.
- 0-6 months
Design partners and MVP
Initial loops, edge runtime, and SOC 2 Type I in progress.
- 6-12 months
Paid conversion
Graduated autonomy and SOC 2 Type II planning.
- 1-3 years
Full loop and multi-site
OEM channel and scale toward $37M-$82M ARR.
- 3-10 years
Operations layer
Autonomous operations for the world’s distilleries.
Careers
We are hiring builders across ML control, edge robotics, full-stack product, spirit science, and design-partner deployment.
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