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Date of Call: November 5, 2025

54% increase in total revenue for Q3 2025 compared to the same period in 2024, with software revenue reaching $40.9 million, which is 28% year-over-year growth.The growth was driven by strong execution across the business, particularly in software revenue, reflecting high demand for advanced computational solutions and the recognition of the importance of simulated data in AI and drug discovery.
Drug Discovery and Collaborative Programs:
Drug discovery revenue increased to $13.5 million in Q3 2025, compared to $3.4 million in Q3 2024.The increase was attributed to successful execution across a broader portfolio of collaborations, indicating progress in advancing collaborative programs.
Operational Efficiency and Cost Management:
R&D expenses decreased to $42.8 million in Q3 2025, a 16% decrease from $51 million in Q3 2024.This reduction was primarily due to lower employee-related expenses and the shifting of predictive toxicology expenses into software cost of goods sold, reflecting disciplined expense management strategies aimed at improving profitability.
**Challenges and Market Dynamics:
8% to 13% growth, down from 10% to 15%, citing slower-than-expected pharma scale-up opportunities and industry pressures.Overall Tone: Positive
Contradiction Point 1
Software Guidance and Pharma Discussions
It involves changes in the company's software guidance and the nature of discussions with pharma companies, which are crucial for revenue projections and investor confidence.
What has changed in software guidance since August, specifically the pharma discussion slowdown? - Scott Schoenhaus (KeyBanc Capital Markets Inc.)
2025Q3: There have been delays in scale-up opportunities longer than anticipated. The challenges in the biotech sector have persisted. Some high-profile companies have shut down operations. - Ramy Farid(CEO)
What factors influence customers' transition from on-prem to hosted solutions? How will this transition progress over the next few years? What is the demand for integrated drug discovery and software solutions? - Unidentified Analyst (KeyBanc Capital Markets)
2024Q4: We have seen continued momentum with existing large pharma customers. - Ramy Farid(CEO)
Contradiction Point 2
Predictive Toxicology Pricing and Revenue Impact
It involves the pricing structure and revenue impact of the predictive toxicology solution, which is a key growth area for the company.
What does the guidance imply about reduced year-over-year spending and OpEx trimming? How should we view your OpEx trajectory in the long-term? - Mani Foroohar (Leerink Partners LLC)
2025Q3: That's a -- that's a $30 million expense reduction that we -- we believe we'll be able to achieve by December of next year. - Richie Jain(CFO)
How have customer conversations about platform investments changed in tone, and why has the company chosen to out-license the product at this development stage instead of continuing independently? - Evan Seigerman (BMO Capital Markets)
2025Q2: We have followed the $75 million guidance versus $72 million in Q2. So as I mentioned before, the revenue in the quarter was $74.8 million versus the $75 million guidance. It was -- we underperformed by $400,000. - Richie Jain(CFO)
Contradiction Point 3
Clinical Development Strategy
It involves a shift in strategic focus from internal clinical development to partnerships, which could impact the company's pipeline and resource allocation.
Why have you decided not to advance clinical work independently, and does this affect the Wee1 data? - Dennis Ding (Jefferies)
2025Q3: We have taken a strategic decision to phase out our independent clinical development activities. - Ramy Farid(CEO)
What assumptions underlie your 2025 drug discovery revenue guidance? What portion of the guidance is attributed to the Novartis partnership? What are your updated thoughts on the program in light of J&J’s first-generation molecule data? - Kyle Yang (Jefferies)
2024Q4: We have not given up on the possibility that some of our internal programs may be valuable. - Karen Akinsanya(President, R&D & Therapeutics)
Contradiction Point 4
Predictive Toxicology Revenue Recognition
It pertains to the timeline and expected revenue recognition for predictive toxicology, which could affect financial forecasts.
How should we model revenue recognition for predictive toxicity? What is the gating factor for advancing new clinical candidates? - Chris Shibutani (Goldman Sachs)
2025Q3: Predictive toxicology revenue will mostly be recognized in 2025, with some tail into 2026. - Geoff Porges(CFO)
How to view the drug discovery revenue cadence? What feedback have early customers given on predictive toxicology? - Matt Hewitt (Craig-Hallum Capital Group)
2024Q4: Predictive toxicology revenue will mostly be recognized in 2025, with some tail into 2026. - Geoff Porges(CFO)
Contradiction Point 5
Software Revenue Growth and Customer Dynamics
It involves differing perspectives on the growth and dynamics of the software business, which are crucial for understanding the company's financial trajectory and market positioning.
What does the guidance on reduced year-over-year spending and OpEx trimming imply for your long-term OpEx trajectory? - Mani Foroohar (Leerink Partners LLC)
2025Q3: Software revenue reached $32.3 million, down 7% year-over-year, with $15.5 million in Q3 versus $21.7 million in Q2. - Richie Jain(CFO)
What differentiates your predictive tox model from other preclinical non-animal simulators, and how does its pricing compare to existing offerings? - Brendan Smith (TD Cowen)
2025Q1: Software bookings increased 23% year-over-year, reflecting strong adoption by our customers. - Geoff Porges(CFO)
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