Are hidden mechanisms limiting your fermentation performance?

Are hidden mechanisms limiting your fermentation performance?

Unlock actionable insights from your bioprocess and multi-omic data through tailored AI and multi-scale modeling. We transform complex fermentation data into clear direction for optimization, even with limited datasets.

That's perfect. You haven't spent time, money and resources collecting uninformative data.

The best time to model your fermentation process is before running experiments. By designing experiments using active learning and optimization, we've achieved up to 4X efficiency gains in design-build-test-learn cycles.

You've spent weeks to months and considerable resources trying to improve fermentation productivity but progress has stalled.

You've scoured your fermentation and omics data using both machine learning and mechanistic models but can't find anything new.

Our multi-scale models may be able to offer fresh mechanistic insights from your data. They're our most advanced modeling approach, integrating metabolism, protein expression, cell culture dynamics, and stress responses.

Scale Predictably with Digital Fermentation

Scale Predictably with Digital Fermentation

If you are a commercial-stage or funded company trying to reach your next strain productivity or media optimization milestone, we can help generate strategies to optimize your strain, media, and process parameters.

Our 3-stage project progression

DERISK

Identify active constraints

  • Custom fermentation debottlenecking roadmap.

  • Assess historical data and fermentation capabilities.

  • Identify active constraints impeding milestone achievement.

VALIDATE

Prototype computer-aided designs

  • Prototype AI platform to alleviate your active constraint.

  • Tailored to your specific microbial strains and products.

  • Validate the ROI of AI for your fermentation workflow with the prototype.

SCALE

Scale validated designs

  • Bespoke scale-up roadmap identifying active constraints and greatest risks.

  • Comprehensive historical and ongoing fermentation / omic data analysis.

  • Scenario modeling and projections.

  • Weekly progress updates.

  • Ongoing data analysis and modeling support until scale-up run completed.

Book a discovery call to get started

The AI Subscription for Fermentation.

If you are a commercial-stage or funded company that needs ongoing process optimization, our subscriptions help you continuously improve titer, yield, and economics through unlimited access to advanced AI capabilities and simulation tools.

For existing computational biology teams
Instantly augment your team with principal-level expertise combining AI and domain knowledge in microbial fermentation for a fixed monthly fee.

Benefit 1: The ideal, risk-free way for fermentation teams to access advanced AI expertise instantly, at a fraction of the cost of a full hire.

Benefit 2: A flexible option for computational biology teams to instantly augment their AI capabilities when working toward critical milestones.

ADVANCED FERMENTATION AI

$10,000/month

Access highly-specialized AI capabilities

  • Active learning and optimal DOE (3-4x efficiency of DBTL cycles)

  • Multi-scale cell simulation via metabolism and macromolecule expression models (ME-models)

  • Integrated multi-physics and cell simulation

  • Advanced nonlinear optimization to support high-stakes decision making for product design, strain and bioprocess optimization

  • Advanced multi-omics analysis: transcriptomics, proteomics, metabolomics, fluxomics

  • Advanced optimization and data-driven strain design algorithms

  • Advanced media optimization algorithms

  • Pause or cancel anytime for maximum flexibility

Book an intro call to get started

For fermentation teams getting started with AI
Validate the benefits of AI before building a team.

Benefits

  1. Validate the ROI of AI for your unique fermentation platform before building a team.

  2. Principal scientist-level expertise in AI + microbial fermentation at a fraction of the cost of a full hire.

  3. Instant access vs. 6-12 months hiring process.

  4. Minimal risk as you can cancel any time.

PROTOTYPE AI

$7,000/month

Unlimited digital fermentation

  • Request unlimited digital fermentation runs

  • Request unlimited benchmarking against your fermentation runs

  • Digital fermentation runs tailored to your strains, media compositions, and reactor modes (batch, fed-batch, continuous)

  • Benefit from continuous technological updates, automatically giving you access to scientific advances in the AI/simulation field

  • Pause or cancel anytime for maximum flexibility

Book an intro call to get started

Your AI-Native Partner in Fermentation
Your fermentation outcomes are our top priority.
You benefit from our team's 16 years experience in AI.
You access our deep technical expertise combined with acute awareness of industry challenges.
About Our Founder
Dr. Laurence Yang, Ph.D.

Deep technical expertise

Published 56 research papers across precision fermentation, AI/ML, simulation, and optimization over 16-years. As a tenure-track professor, secured $10M in research funding to develop novel AI technologies for biotechnology applications.

Industry challenge awareness

Served as advisor/consultant to five biotech startups, specializing in AI implementation. Previously developed multiple AI technologies at synthetic biology company Intrexon (now Precigen), spanning periods before and after its successful $1.5B IPO.

Fermentation AI

Want to discuss your situation, or learn more about how we can help? Book a free discovery call.

Or contact us:

Philancea Network Inc. © 2025.

Fermentation AI

Want to discuss your situation, or learn more about how we can help? Book a free discovery call.

Or contact us:

Philancea Network Inc. © 2025.

Fermentation AI

Want to discuss your situation, or learn more about how we can help? Book a free discovery call.

Or contact us:

Philancea Network Inc. © 2025.