Doses Deployed through Katalyze:10,000,000
Agentic Infrastructure for Life Sciences
Katalyze is the agentic infrastructure that powers the world’s largest pharma companies
Katalyze announces $10.5M seed round. Read the press release ->
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Trusted by executives, scientists and engineers at
Trusted by executives, scientists and engineers at
Trusted by executives, scientists and engineers at
About Katalyze
Accelerating the path from science to medicine.
Katalyze accelerates the science that becomes the world's medicine, by freeing scientists and engineers from operational drag.
5
Of the Pharma Top 20 run Katalyze
40%
Faster batch release
In half
Deviation investigations down 50%
Want to speak with the team?
Demos available
Book time to speak with the leadership at Katalyze to discover how integrating an agentic operating system can lower costs and increase output.
Schedule a call
Schedule a call
About Katalyze
Accelerating the path from science to medicine.
Katalyze accelerates the science that becomes the world's medicine, by freeing scientists and engineers from operational drag.
5
Of the Pharma Top 20 run Katalyze
40%
Faster batch release
In half
Deviation investigations down 50%
Want to speak with the team?
Demos available
Book time to speak with the leadership at Katalyze to discover how integrating an agentic operating system can lower costs and increase output.
Schedule a call
Schedule a call
About Katalyze
Accelerating the path from science to medicine.
Katalyze accelerates the science that becomes the world's medicine, by freeing scientists and engineers from operational drag.
5
Of the Pharma Top 20 run Katalyze
40%
Faster batch release
In half
Deviation investigations down 50%
Want to speak with the team?
Demos available
Book time to speak with the leadership at Katalyze to discover how integrating an agentic operating system can lower costs and increase output.
Schedule a call
Schedule a call
Product
Earth's most advanced AI agents for
pharmaceutical operations.
Katalyze AI powers the world's leading companies via agentic systems trained on decades of knowledge from over a hundred tenured experts in the lab and on the floor.
Katalyze transformed our work by adding AI-powered insights to improve the yield. We can also identify root causes for deviations faster. Batch similarity finder in Katalyze helps us to compare batches with high and low yield, and detect what are the impacting parameters.
Tara A
MSAT Data Science Manager
Our Vision
Every batch is someone's medicine.
The work between molecule and patient has never been more consequential. New medicines can take more than a decade and billions of dollars to develop, yet the regulated middle is still slowed by fragmented systems, manual investigations, and operational drag.
01
Designed for the Difficult Work
Secure & Compliant
Katalyze works across that regulated middle, helping pharma teams turn work that once took weeks or months into hours.
01
Assessment
Secure & Compliant
Katalyze works across that regulated middle, helping pharma teams turn work that once took weeks or months into hours.
02
Genuine Enterprise Infrastructure
Modular
Katalyze combines a source-grounded ontology layer with expert-designed AI agents that integrate into existing systems to reduce barriers, accelerate investigations, and help teams move from issue to resolution faster.
03
One Integrated System
Enterprise Ready
When processes align with pace and batches release with greater accuracy, scientists and engineers get back to the work only they can do: advancing the science that changes lives.
Why Enterprise Pharma Chooses Katalyze
We're not your typical AI vendor.
Auditable by design, built for regulated science
and manufacturing.
Katalyze is architecturally designed to advance the highest standards for security, data and privacy for native compliance in the world’s most regulated environments.
Sell what's trendy
Unclear timelines
Hidden costs
Other tools
Other tools
Other AI products overwhelm you with buzzwords, take months to deliver, and leave you with tools you can't use.
Deployed in Weeks
HIPAA Compliant
GxP-Native
SOC 2 Type II
Katalyze
At Katalyze, we've designed the most advanced infrastructure for agentic operations from day one.
Case study
Empowering the work that matters most.
Sanofi required a modern solution for streamlined workflows, advanced analytics, and the automation of manual quality control processes and enhance upstream production.
The clear result was elimination of delays, instant access to digitized data replacing five-day processing times, and reduction of errors. Centralized data boosted accessibility, driving faster, more informed decisions.
Who We Are
Designed by veteran experts.
Katalyze was engineered by technology and industry leaders in collaboration with a community of over a hundred tenured scientists who have actually done the work at companies such as Sanofi, Pfizer, and Lilly.
Reza Farahani
Co-Founder, CEO
Shreyas Becker
Co-Founder, COO
Hannes Bretschneider
Chief AI Officer
Matt Cruz
Founding Engineer
Want to be part of the team?
11 open roles
We're always looking for talented people who want to help businesses cut through AI overwhelm and build systems that work.
Who We Are
Designed by veteran experts.
Katalyze was engineered by technology and industry leaders in collaboration with a community of over a hundred tenured scientists who have actually done the work at companies such as Sanofi, Pfizer, and Lilly.
Reza Farahani
Co-Founder, CEO
Shreyas Becker
Co-Founder, COO
Hannes Bretschneider
Chief AI Officer
Matt Cruz
Founding Engineer
Want to be part of the team?
11 open roles
We're always looking for talented people who want to help businesses cut through AI overwhelm and build systems that work.
Who We Are
Designed by veteran experts.
Katalyze was engineered by technology and industry leaders in collaboration with a community of over a hundred tenured scientists who have actually done the work at companies such as Sanofi, Pfizer, and Lilly.
Reza Farahani
Co-Founder, CEO
Shreyas Becker
Co-Founder, COO
Hannes Bretschneider
Chief AI Officer
Matt Cruz
Founding Engineer
Want to be part of the team?
11 open roles
We're always looking for talented people who want to help businesses cut through AI overwhelm and build systems that work.
FAQ
Your questions answered.
Everything you need to know about working with Katalyze. Still have questions? Schedule a call and we'll walk you through it.
What is Katalyze?
Katalyze is agentic infrastructure for life sciences. It runs the operational work between your data and your decisions: it unifies the systems a pharma operation runs on into one grounded record, then puts expert-designed agents to work on top of it. Your scientists and engineers get back to the work only they can do, and every answer the platform returns traces to its source.
What does Katalyze actually do, day to day?
It takes on the operational drag around the science. Pulling a batch's full history together, investigating a deviation, reconciling a batch record, reviewing lab data, drafting the report. The agents do the assembly and the documentation. Your experts keep the decisions. Work that used to take weeks or months moves in hours.
What does "agentic infrastructure" mean, and how is it different from an AI tool?
An AI tool answers questions in one system. Agentic infrastructure sits underneath all of them. Katalyze connects the systems where operational knowledge lives - MES, LIMS, ERP, documents, even paper and Excel - into a single data layer, then runs agents that do the work itself: monitoring processes, investigating deviations, assembling release records. Every output is anchored to its source, so it holds up in an audit.
Does Katalyze work with the systems we already run?
Yes. It sits across your existing stack, not in place of it, with more than 40 connectors for the cloud, data, lab, and quality systems pharma runs on: MES, Veeva, LIMS, TrackWise, ELN, historians, SAP, and more. Most teams are live in weeks, with no system overhaul and no change to their architecture.
How is this different from a LIMS, a data lake, or a point solution?
A LIMS records lab results. A data lake stores data without giving it meaning. A point tool automates a single task. The Primary Production Record is the layer underneath all of them: an ontology and knowledge graph that holds every batch, lot, deviation, sample, instrument, and specification as one connected, source-anchored record an agent can reason over and a person can verify.
Does Katalyze replace our scientists and engineers?
No. Katalyze absorbs the manual work, not the judgment. The platform takes on the assembly and the documentation; your experts keep every decision. You set where an agent acts and where a person signs. And when the science is yours alone, Agent Studio lets your people build the agents only they could build.
How do people work with the agents?
In plain language. Katalyst, the platform assistant, lets your teams ask questions of the record and put agents to work without writing code, and turns work that used to take weeks into dashboards, reports, and findings published across your organization in hours.
Where does our data live, and how is it protected?
In your environment, under your governance. You control access and permissions, data is encrypted in transit and at rest, and every action against it is recorded in a complete audit trail. Katalyze operates within your data privacy and sovereignty requirements, not around them.
FAQ
Your questions answered.
Everything you need to know about working with Katalyze. Still have questions? Schedule a call and we'll walk you through it.
What is Katalyze?
Katalyze is agentic infrastructure for life sciences. It runs the operational work between your data and your decisions: it unifies the systems a pharma operation runs on into one grounded record, then puts expert-designed agents to work on top of it. Your scientists and engineers get back to the work only they can do, and every answer the platform returns traces to its source.
What does Katalyze actually do, day to day?
It takes on the operational drag around the science. Pulling a batch's full history together, investigating a deviation, reconciling a batch record, reviewing lab data, drafting the report. The agents do the assembly and the documentation. Your experts keep the decisions. Work that used to take weeks or months moves in hours.
What does "agentic infrastructure" mean, and how is it different from an AI tool?
An AI tool answers questions in one system. Agentic infrastructure sits underneath all of them. Katalyze connects the systems where operational knowledge lives - MES, LIMS, ERP, documents, even paper and Excel - into a single data layer, then runs agents that do the work itself: monitoring processes, investigating deviations, assembling release records. Every output is anchored to its source, so it holds up in an audit.
Does Katalyze work with the systems we already run?
Yes. It sits across your existing stack, not in place of it, with more than 40 connectors for the cloud, data, lab, and quality systems pharma runs on: MES, Veeva, LIMS, TrackWise, ELN, historians, SAP, and more. Most teams are live in weeks, with no system overhaul and no change to their architecture.
How is this different from a LIMS, a data lake, or a point solution?
A LIMS records lab results. A data lake stores data without giving it meaning. A point tool automates a single task. The Primary Production Record is the layer underneath all of them: an ontology and knowledge graph that holds every batch, lot, deviation, sample, instrument, and specification as one connected, source-anchored record an agent can reason over and a person can verify.
Does Katalyze replace our scientists and engineers?
No. Katalyze absorbs the manual work, not the judgment. The platform takes on the assembly and the documentation; your experts keep every decision. You set where an agent acts and where a person signs. And when the science is yours alone, Agent Studio lets your people build the agents only they could build.
How do people work with the agents?
In plain language. Katalyst, the platform assistant, lets your teams ask questions of the record and put agents to work without writing code, and turns work that used to take weeks into dashboards, reports, and findings published across your organization in hours.
Where does our data live, and how is it protected?
In your environment, under your governance. You control access and permissions, data is encrypted in transit and at rest, and every action against it is recorded in a complete audit trail. Katalyze operates within your data privacy and sovereignty requirements, not around them.
FAQ
Your questions answered.
Everything you need to know about working with Katalyze. Still have questions? Schedule a call and we'll walk you through it.
What is Katalyze?
Katalyze is agentic infrastructure for life sciences. It runs the operational work between your data and your decisions: it unifies the systems a pharma operation runs on into one grounded record, then puts expert-designed agents to work on top of it. Your scientists and engineers get back to the work only they can do, and every answer the platform returns traces to its source.
What does Katalyze actually do, day to day?
It takes on the operational drag around the science. Pulling a batch's full history together, investigating a deviation, reconciling a batch record, reviewing lab data, drafting the report. The agents do the assembly and the documentation. Your experts keep the decisions. Work that used to take weeks or months moves in hours.
What does "agentic infrastructure" mean, and how is it different from an AI tool?
An AI tool answers questions in one system. Agentic infrastructure sits underneath all of them. Katalyze connects the systems where operational knowledge lives - MES, LIMS, ERP, documents, even paper and Excel - into a single data layer, then runs agents that do the work itself: monitoring processes, investigating deviations, assembling release records. Every output is anchored to its source, so it holds up in an audit.
Does Katalyze work with the systems we already run?
Yes. It sits across your existing stack, not in place of it, with more than 40 connectors for the cloud, data, lab, and quality systems pharma runs on: MES, Veeva, LIMS, TrackWise, ELN, historians, SAP, and more. Most teams are live in weeks, with no system overhaul and no change to their architecture.
How is this different from a LIMS, a data lake, or a point solution?
A LIMS records lab results. A data lake stores data without giving it meaning. A point tool automates a single task. The Primary Production Record is the layer underneath all of them: an ontology and knowledge graph that holds every batch, lot, deviation, sample, instrument, and specification as one connected, source-anchored record an agent can reason over and a person can verify.
Does Katalyze replace our scientists and engineers?
No. Katalyze absorbs the manual work, not the judgment. The platform takes on the assembly and the documentation; your experts keep every decision. You set where an agent acts and where a person signs. And when the science is yours alone, Agent Studio lets your people build the agents only they could build.
How do people work with the agents?
In plain language. Katalyst, the platform assistant, lets your teams ask questions of the record and put agents to work without writing code, and turns work that used to take weeks into dashboards, reports, and findings published across your organization in hours.
Where does our data live, and how is it protected?
In your environment, under your governance. You control access and permissions, data is encrypted in transit and at rest, and every action against it is recorded in a complete audit trail. Katalyze operates within your data privacy and sovereignty requirements, not around them.
Deployed at sites with five of the top
twenty global pharma companies
Turn confusion into clarity, today.
Book a 30-minute demo. We'll walk through a live run, deviation to release record, and map Katalyze to the systems you already have. Most teams are live in weeks.
Deployed at sites with five of the top
twenty global pharma companies
Turn confusion into clarity, today.
Book a 30-minute demo. We'll walk through a live run, deviation to release record, and map Katalyze to the systems you already have. Most teams are live in weeks.
Deployed at sites with five of the top
twenty global pharma companies
Turn confusion into clarity, today.
Book a 30-minute demo. We'll walk through a live run, deviation to release record, and map Katalyze to the systems you already have. Most teams are live in weeks.