# Best Drug Discovery Software

*By [Emma Stein](https://research.g2.com/insights/author/emma-stein)*


Drug discovery software is used to develop new pharmaceutical drugs and test whether a newly created drug will be effective in treating a particular disease. Drug discovery software automates and leverages innovative technology that significantly cuts down on the arduous process of drug development, testing, and going to market.

Most drug discovery solutions offer screening, predictive analytics, modeling, simulation, and computational capabilities. Those functionalities help with tasks such as image analysis and clinical trial results submission, as well as ensuring accurate reproducibility. Researchers and scientists use drug discovery software to gain market intelligence, take advantage of advancements in drug design and synthesis, tackle evolving and adapting diseases, and maintain and manage the integrity of data as drugs transition from the discovery phase to the clinical trial phase.

To qualify for inclusion in the Drug Discovery category, a product must:

- Support the processes and workflows of pharmaceutical drug researchers and scientists
- Aggregate and analyze disease, chemical, drug, and other types of stored data
- Extract insight from datasets 
- Integrate with third-party modeling and visualization tools







## How Many Drug Discovery Software Products Does G2 Track?
**Total Products under this Category:** 86

### Category Stats (Jul 2026)
- **Average Rating**: 4.42/5 (↑0.07 vs Jun 2026) The average rating of products in this category, based on all submitted ratings

*Last updated: July 16, 2026*


## How Does G2 Rank Drug Discovery Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 100+ Authentic Reviews
- 86+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.


## Which Drug Discovery Software Is Best for Your Use Case?

- **Best Free Software:** [CDD Vault](https://www.g2.com/products/cdd-vault/reviews)


## What Are the Top-Rated Drug Discovery Software Products in 2026?
### 1. [Signals ChemDraw](https://www.g2.com/products/signals-chemdraw/reviews)
#1 trusted chemical drawing solution since 1985. ChemDraw solutions have provided powerful capabilities and integrations to help you quickly turn ideas & drawings into publications you can be proud of. A communication suite for management, reporting & presentation of your Chemistry research. ChemDraw is the solution that takes the chemical communication workflow to the next level. - Easily draw complex molecules and reactions at lightning speed. - Create realistic 3D conformation of your molecules in just a few clicks. - Make your chemistry more visually compelling and easier to follow. - Access safety data from regulatory agencies, find chemical suppliers. Consolidate fragmented processes for greater productivity and focus on your research. Effortlessly create publication-worthy chemical drawings. The ChemDraw Suite comes in different flavors: ChemDraw Prime, ChemDraw Professional, and Signals ChemDraw™. Each offering being tailored to the needs you have. ChemDraw Prime The most efficient chemical drawing application, ChemDraw Prime allows you to create publication-worthy drawings in minutes. ChemDraw Professional 1H and 13C NMR predictions, Name-to-Structure, Structure-to-Name, and integrations to scientific literature databases. Signals ChemDraw Streamlined molecule and reaction data management, all the way from drawing to collaboration and reporting.


**Average Rating:** 4.4/5.0
**Total Reviews:** 37

**Who Is the Company Behind Signals ChemDraw?**

- **Seller:** [Revvity Signals](https://www.g2.com/sellers/revvity-signals)
- **HQ Location:** Waltham, US
- **LinkedIn® Page:** https://www.linkedin.com/company/revvity-signals (449 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Research, Chemicals
- **Company Size:** 39% Mid-Market, 39% Small-Business



#### What Are Recent G2 Reviews of Signals ChemDraw?

**"[It's really helpful in determining the properties of a given molecule.](https://www.g2.com/survey_responses/signals-chemdraw-review-7037473)"**

**Rating:** 5.0/5.0 stars
*— Vignesh V .*

[Read full review](https://www.g2.com/survey_responses/signals-chemdraw-review-7037473)

---

**"[Chemdraw is an one of it's kind software for illutrative chemical equations for research papers.](https://www.g2.com/survey_responses/signals-chemdraw-review-7013828)"**

**Rating:** 4.5/5.0 stars
*— Nilanjan B.*

[Read full review](https://www.g2.com/survey_responses/signals-chemdraw-review-7013828)

---


#### What Are G2 Users Discussing About Signals ChemDraw?

- [What is the meaning of ChemDraw?](https://www.g2.com/discussions/what-is-the-meaning-of-chemdraw)
- [Can ChemDraw make 3D structures?](https://www.g2.com/discussions/can-chemdraw-make-3d-structures)
- [Can ChemDraw do reactions?](https://www.g2.com/discussions/can-chemdraw-do-reactions) - 1 comment
- [What is ChemDraw used for?](https://www.g2.com/discussions/what-is-chemdraw-used-for)

### 2. [Epocrates](https://www.g2.com/products/epocrates/reviews)
Epocrates specializes in creating point-of-care digital solutions designed to enhance the practice of medicine.


**Average Rating:** 4.6/5.0
**Total Reviews:** 19

**Who Is the Company Behind Epocrates?**

- **Seller:** [athenahealth](https://www.g2.com/sellers/athenahealth)
- **Year Founded:** 1997
- **HQ Location:** Watertown, MA
- **Twitter:** @athenahealth (24,384 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/athenahealth (8,948 employees on LinkedIn®)
- **Ownership:** NASDAQ: ATHN

**Who Uses This Product?**
- **Top Industries:** Hospital & Health Care
- **Company Size:** 47% Enterprise, 26% Mid-Market



#### What Are Recent G2 Reviews of Epocrates?

**"[Health server fully updated](https://www.g2.com/survey_responses/epocrates-review-3615801)"**

**Rating:** 5.0/5.0 stars
*— Ardi S.*

[Read full review](https://www.g2.com/survey_responses/epocrates-review-3615801)

---

**"[I use Epocrates literally every day.](https://www.g2.com/survey_responses/epocrates-review-880395)"**

**Rating:** 5.0/5.0 stars
*— Pascal S.*

[Read full review](https://www.g2.com/survey_responses/epocrates-review-880395)

---



### 3. [DrugPatentWatch](https://www.g2.com/products/drugpatentwatch/reviews)
Deep knowledge on pharmaceutical drugs - patents, suppliers, generics, formulation, and more.


**Average Rating:** 4.3/5.0
**Total Reviews:** 6

**Who Is the Company Behind DrugPatentWatch?**

- **Seller:** [DrugPatentWatch](https://www.g2.com/sellers/drugpatentwatch)
- **Year Founded:** 2003
- **HQ Location:** Washington, US
- **Twitter:** @DrugPatentWatch (14,266 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/drugpatentwatch/about/ (4 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Mid-Market



#### What Are Recent G2 Reviews of DrugPatentWatch?

**"[Highly recommended.](https://www.g2.com/survey_responses/drugpatentwatch-review-1602174)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Education Management*

[Read full review](https://www.g2.com/survey_responses/drugpatentwatch-review-1602174)

---

**"[great resource for pharmaceutical research](https://www.g2.com/survey_responses/drugpatentwatch-review-1605218)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Research*

[Read full review](https://www.g2.com/survey_responses/drugpatentwatch-review-1605218)

---


#### What Are G2 Users Discussing About DrugPatentWatch?

- [What is DrugPatentWatch used for?](https://www.g2.com/discussions/what-is-drugpatentwatch-used-for)

### 4. [MicroTracker](https://www.g2.com/products/microtracker/reviews)
Online, on-demand market research connecting you to the right healthcare stakeholders. MicroSurvey helps you design simple surveys, bringing you faster, quality data at a lower cost. Physicians complete short, 2-5 minute surveys they want to answer in the pauses of their day. Smart, on-demand technology designed to respect doctors’ time.


**Average Rating:** 4.5/5.0
**Total Reviews:** 6

**Who Is the Company Behind MicroTracker?**

- **Seller:** [InCrowd](https://www.g2.com/sellers/incrowd)
- **Year Founded:** 2010
- **HQ Location:** Watertown, Massachusetts
- **Twitter:** @crowdtalk (4,872 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1774945/ (13 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 33% Enterprise, 33% Mid-Market



#### What Are Recent G2 Reviews of MicroTracker?

**"[Great tool](https://www.g2.com/survey_responses/microtracker-review-781157)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Renewables & Environment*

[Read full review](https://www.g2.com/survey_responses/microtracker-review-781157)

---

**"[HR Coordinator ](https://www.g2.com/survey_responses/microtracker-review-2050534)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Internet*

[Read full review](https://www.g2.com/survey_responses/microtracker-review-2050534)

---


#### What Are G2 Users Discussing About MicroTracker?

- [What is MicroTracker used for?](https://www.g2.com/discussions/what-is-microtracker-used-for)

### 5. [Pluto Bio](https://www.g2.com/products/pluto-bio/reviews)
Pluto is a collaborative computational biology platform that empowers scientific teams to manage and analyze data from next-generation sequencing (NGS) and other -omics assays. Pluto offers a modern, biology-focused experience and one-of-a-kind scientific "canvas" that allows you to tell your unique scientific story, with no coding required.


**Average Rating:** 4.8/5.0
**Total Reviews:** 14

**Who Is the Company Behind Pluto Bio?**

- **Seller:** [Pluto Bioinformatics](https://www.g2.com/sellers/pluto-bioinformatics)
- **Year Founded:** 2020
- **HQ Location:** Denver, CO
- **Twitter:** @tryplutobio (204 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/pluto-biosciences/ (24 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Biotechnology
- **Company Size:** 57% Small-Business, 29% Enterprise


#### What Are Pluto Bio's Pros and Cons?

**Pros:**

- Data Analysis (3 reviews)
- Functionality (3 reviews)
- Comprehensive Modules (2 reviews)
- Data Accuracy (2 reviews)
- Ease of Learning (2 reviews)

**Cons:**

- Limited Functionality (1 reviews)
- Poor Documentation (1 reviews)
- Poor Notification System (1 reviews)


### What Do G2 Reviewers Say About Pluto Bio?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend Pluto Bio for its **user-friendly data analysis features** , enabling efficient and intuitive processing of complex datasets.
- Users value the **user-friendly interface** of Pluto Bio, enabling effortless analysis and visualization for all skill levels.
- Users value the **comprehensive modules** of Pluto Bio, facilitating intuitive and efficient end-to-end analysis for various -omics.
- Users appreciate the **data accuracy** of Pluto Bio, enabling reliable and interpretable analyses with minimal manual effort.
- Users find the **ease of learning** with Pluto Bio exceptional, making analysis accessible even for beginners.

**Cons:**

- Users desire enhanced **functionality and resources** such as tutorials and expanded experimental options for Pluto Bio.
- Users desire **better documentation** and resources for interpreting MultiQC reports and understanding QC concerns.
- Users find the **poor notification system** challenging, making it hard to identify data issues promptly.

#### What Are Recent G2 Reviews of Pluto Bio?

**"[Bulk RNA seq analysis and figure plotting on Pluto](https://www.g2.com/survey_responses/pluto-bio-review-8403341)"**

**Rating:** 5.0/5.0 stars
*— Queeny  D.*

[Read full review](https://www.g2.com/survey_responses/pluto-bio-review-8403341)

---

**"[User friendly interface](https://www.g2.com/survey_responses/pluto-bio-review-8474656)"**

**Rating:** 5.0/5.0 stars
*— Sireesh Kumar T.*

[Read full review](https://www.g2.com/survey_responses/pluto-bio-review-8474656)

---



### 6. [CDD Vault](https://www.g2.com/products/cdd-vault/reviews)
CDD Vault is a complete platform for drug discovery informatics, hosted through an intuitive web interface. It helps your project team manage, analyze, and present chemical structures and biological assay data. Activity & Registration \* Electronic Lab Notebook (ELN) \* Visualization \* Inventory \* APIs \* Secure Online Hosting Start your free trial and see first hand how easy it is to manage drug discovery data.


**Average Rating:** 5.0/5.0
**Total Reviews:** 3

**Who Is the Company Behind CDD Vault?**

- **Seller:** [Collaborative Drug Discovery](https://www.g2.com/sellers/collaborative-drug-discovery)
- **Year Founded:** 2004
- **HQ Location:** Burlingame, US
- **Twitter:** @CDDVault (1,801 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/collaborative-drug-discovery-inc- (97 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of CDD Vault?

**"[Good application for E lab Notebook writing](https://www.g2.com/survey_responses/cdd-vault-review-11686810)"**

**Rating:** 5.0/5.0 stars
*— Vishal W.*

[Read full review](https://www.g2.com/survey_responses/cdd-vault-review-11686810)

---

**"[Best place for your ELNs!](https://www.g2.com/survey_responses/cdd-vault-review-11665942)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Pharmaceuticals*

[Read full review](https://www.g2.com/survey_responses/cdd-vault-review-11665942)

---


#### What Are G2 Users Discussing About CDD Vault?

- [What is CDD Vault used for?](https://www.g2.com/discussions/what-is-cdd-vault-used-for)

### 7. [Elion](https://www.g2.com/products/elion/reviews)
BioSymetrics' Augusta is a first of its kind software framework and coding language for Biomedical AI/Machine Learning applications that include drug discovery, precision medicine and value based care. Augusta contains over 300 code blocks and an iterative AI core to normalize any biomedical data type including chemistry(compounds), imagery (fMRI etc.) , genetics, EMR systems and more.


**Average Rating:** 4.3/5.0
**Total Reviews:** 3

**Who Is the Company Behind Elion?**

- **Seller:** [BioSymetrics](https://www.g2.com/sellers/biosymetrics)
- **HQ Location:** Boston, US
- **Twitter:** @biosymetrics (220 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/biosymetrics (12 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 33% Enterprise, 33% Mid-Market



#### What Are Recent G2 Reviews of Elion?

**"[Software User interface Review](https://www.g2.com/survey_responses/elion-review-7952948)"**

**Rating:** 4.0/5.0 stars
*— Vimal D.*

[Read full review](https://www.g2.com/survey_responses/elion-review-7952948)

---

**"[Very useful consulting solution provider](https://www.g2.com/survey_responses/elion-review-6979169)"**

**Rating:** 5.0/5.0 stars
*— Amit K.*

[Read full review](https://www.g2.com/survey_responses/elion-review-6979169)

---



### 8. [PyRx](https://www.g2.com/products/pyrx/reviews)
PyRx is a Virtual Screening software for Computational Drug Discovery that can be used to screen libraries of compounds against potential drug targets. PyRx enables Medicinal Chemists to run Virtual Screening from any platform and helps users in every step of this process - from data preparation to job submission and analysis of the results.


**Average Rating:** 4.5/5.0
**Total Reviews:** 3

**Who Is the Company Behind PyRx?**

- **Seller:** [sourceforge](https://www.g2.com/sellers/sourceforge)
- **Year Founded:** 1999
- **HQ Location:** San Diego, CA
- **Twitter:** @sourceforge (46,720 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/638555/ (64 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Mid-Market



#### What Are Recent G2 Reviews of PyRx?

**"[Easy to use virtual screening tool for drug discovery.](https://www.g2.com/survey_responses/pyrx-review-7666419)"**

**Rating:** 5.0/5.0 stars
*— Jerdan A.*

[Read full review](https://www.g2.com/survey_responses/pyrx-review-7666419)

---

**"[The best virtual screening tool.](https://www.g2.com/survey_responses/pyrx-review-4800417)"**

**Rating:** 5.0/5.0 stars
*— Sarkis D.*

[Read full review](https://www.g2.com/survey_responses/pyrx-review-4800417)

---


#### What Are G2 Users Discussing About PyRx?

- [What is PyRx used for?](https://www.g2.com/discussions/what-is-pyrx-used-for)

### 9. [AutoDock](https://www.g2.com/products/autodock/reviews)
AutoDock is a suite of automated docking tools. It is designed to predict how small molecules, such as substrates or drug candidates, bind to a receptor of known 3D structure.


**Average Rating:** 4.0/5.0
**Total Reviews:** 2

**Who Is the Company Behind AutoDock?**

- **Seller:** [The Scripps Research Institute](https://www.g2.com/sellers/the-scripps-research-institute)
- **Year Founded:** 1993
- **HQ Location:** San Diego, California, United States
- **Twitter:** @ScrippsRTI (4,166 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/the-scripps-research-institute (2,239 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 150% Small-Business



#### What Are Recent G2 Reviews of AutoDock?

**"[Perfect Docking Program](https://www.g2.com/survey_responses/autodock-review-7015109)"**

**Rating:** 5.0/5.0 stars
*— Wagih H.*

[Read full review](https://www.g2.com/survey_responses/autodock-review-7015109)

---


#### What Are G2 Users Discussing About AutoDock?

- [What is AutoDock used for?](https://www.g2.com/discussions/what-is-autodock-used-for)

### 10. [DrugDev Spark](https://www.g2.com/products/drugdev-spark/reviews)
Cloud based platform with unified apps to optimize workflow processes, site engagement and training for global clinical trials.


**Average Rating:** 4.3/5.0
**Total Reviews:** 2

**Who Is the Company Behind DrugDev Spark?**

- **Seller:** [DrugDev](https://www.g2.com/sellers/drugdev)
- **Year Founded:** 2008
- **HQ Location:** Durham, US
- **LinkedIn® Page:** https://www.linkedin.com/company/iqvia (78,959 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of DrugDev Spark?

**"[DrugDev Spark](https://www.g2.com/survey_responses/drugdev-spark-review-8448375)"**

**Rating:** 4.5/5.0 stars
*— Deborah  S.*

[Read full review](https://www.g2.com/survey_responses/drugdev-spark-review-8448375)

---

**"[Drug dev Trial Networks](https://www.g2.com/survey_responses/drugdev-spark-review-1657142)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Research*

[Read full review](https://www.g2.com/survey_responses/drugdev-spark-review-1657142)

---


#### What Are G2 Users Discussing About DrugDev Spark?

- [What is DrugDev Spark used for?](https://www.g2.com/discussions/what-is-drugdev-spark-used-for)

### 11. [Simulations Plus](https://www.g2.com/products/simulations-plus/reviews)
Simulations Plus is a modeling and simulation software for pharmaceutical research.


**Average Rating:** 3.8/5.0
**Total Reviews:** 2

**Who Is the Company Behind Simulations Plus?**

- **Seller:** [Simulations Plus](https://www.g2.com/sellers/simulations-plus)
- **HQ Location:** N/A
- **Twitter:** @SimulationsPlus (917 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/simulations-plus-inc/ (42 employees on LinkedIn®)
- **Ownership:** NASDAQ: SLP

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 50% Enterprise



#### What Are Recent G2 Reviews of Simulations Plus?

**"[Stimulations ](https://www.g2.com/survey_responses/simulations-plus-review-1425434)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Architecture & Planning*

[Read full review](https://www.g2.com/survey_responses/simulations-plus-review-1425434)

---



### 12. [Bruker Drug Development](https://www.g2.com/products/bruker-drug-development/reviews)
Drug development includes the critical work of verification, elucidation, optimisation, and monitoring needed to take only the most promising molecules "small or large" through from clinic to market.


**Average Rating:** 4.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Bruker Drug Development?**

- **Seller:** [Bruker](https://www.g2.com/sellers/bruker)
- **Year Founded:** 1960
- **HQ Location:** Billerica, Massachusetts, United States
- **Twitter:** @bruker (16,044 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/bruker-corporation (4,753 employees on LinkedIn®)
- **Ownership:** NASDAQ: BRKR

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Bruker Drug Development?

**"[Drug discovery](https://www.g2.com/survey_responses/bruker-drug-development-review-8479152)"**

**Rating:** 4.0/5.0 stars
*— Dr. Priya S.*

[Read full review](https://www.g2.com/survey_responses/bruker-drug-development-review-8479152)

---



### 13. [Chai Discovery](https://www.g2.com/products/chai-discovery-chai-discovery/reviews)
Building frontier artificial intelligence to predict and reprogram the interactions between biochemical molecules.


**Average Rating:** 5.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Chai Discovery?**

- **Seller:** [Chai Discovery](https://www.g2.com/sellers/chai-discovery-2026-06-18)
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/chaidiscovery (36 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Chai Discovery?

**"[Promising AI tool for structural biology](https://www.g2.com/survey_responses/chai-discovery-review-13057741)"**

**Rating:** 5.0/5.0 stars
*— Paulo Henrique O.*

[Read full review](https://www.g2.com/survey_responses/chai-discovery-review-13057741)

---



### 14. [Cortellis](https://www.g2.com/products/cortellis/reviews)
Cortellis is a suite of intelligence solutions that brings speed and certainty across the development lifecycle. Applying a unique depth, breadth and quality of data that is enriched with deep domain knowledge, industry understanding and therapeutic expertise, Cortellis unlocks hidden insights to drive data-driven decisions that accelerate innovation.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1

**Who Is the Company Behind Cortellis?**

- **Seller:** [Clarivate](https://www.g2.com/sellers/clarivate)
- **Year Founded:** 2001
- **HQ Location:** London, England
- **Twitter:** @clarivate (20,676 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10950962/ (11,373 employees on LinkedIn®)
- **Ownership:** Clarivate

**Who Uses This Product?**
- **Company Size:** 100% Enterprise



#### What Are Recent G2 Reviews of Cortellis?

**"[Cortellis Regulatory Intelligence Review](https://www.g2.com/survey_responses/cortellis-review-3256033)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Pharmaceuticals*

[Read full review](https://www.g2.com/survey_responses/cortellis-review-3256033)

---


#### What Are G2 Users Discussing About Cortellis?

- [What is Cortellis used for?](https://www.g2.com/discussions/what-is-cortellis-used-for)

### 15. [Leadscope Model Applier](https://www.g2.com/products/leadscope-model-applier/reviews)
Leadscope Model Applier is a powerful, easy-to-use software solution for computational toxicology, providing accurate toxicity predictions, expert review capabilities, and regulatory-ready reports in seconds. With numerous models developed under a research collaboration agreement with the FDA, Leadscope Model Applier enables robust, defendable, and transparent toxicology assessments that reduce or even eliminate the need for costly animal or in vitro studies.


**Average Rating:** 5.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Leadscope Model Applier?**

- **Seller:** [instem](https://www.g2.com/sellers/instem)
- **Year Founded:** 1969
- **HQ Location:** Boston, USA
- **LinkedIn® Page:** https://www.linkedin.com/company/instem (435 employees on LinkedIn®)
- **Ownership:** AIM: INS

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Leadscope Model Applier?

**"[Clear Predictions, Easy Setup](https://www.g2.com/survey_responses/leadscope-model-applier-review-13060259)"**

**Rating:** 5.0/5.0 stars
*— Verified User*

[Read full review](https://www.g2.com/survey_responses/leadscope-model-applier-review-13060259)

---



### 16. [Open Drug Discovery Toolkit (ODDT)](https://www.g2.com/products/open-drug-discovery-toolkit-oddt/reviews)
Open Drug Discovery Toolkit (ODDT) is modular and comprehensive toolkit for use in cheminformatics, molecular modeling etc. ODDT is written in Python, and make extensive use of Numpy/Scipy


**Average Rating:** 4.5/5.0
**Total Reviews:** 1

**Who Is the Company Behind Open Drug Discovery Toolkit (ODDT)?**

- **Seller:** [GitHub](https://www.g2.com/sellers/github)
- **Year Founded:** 2008
- **HQ Location:** San Francisco, CA
- **Twitter:** @github (2,673,925 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1418841/ (6,106 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Open Drug Discovery Toolkit (ODDT)?

**"[I love the product](https://www.g2.com/survey_responses/open-drug-discovery-toolkit-oddt-review-2070737)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Hospital & Health Care*

[Read full review](https://www.g2.com/survey_responses/open-drug-discovery-toolkit-oddt-review-2070737)

---


#### What Are G2 Users Discussing About Open Drug Discovery Toolkit (ODDT)?

- [What is Open Drug Discovery Toolkit (ODDT) used for?](https://www.g2.com/discussions/what-is-open-drug-discovery-toolkit-oddt-used-for)

### 17. [PEPID PDC](https://www.g2.com/products/pepid-pdc/reviews)
PEPID PDC gives healthcare professionals fast access to authoritative drug information, a comprehensive drug interactions checker, and a complete toxicology reference for safer, more effective care at the patient's bedside.


**Average Rating:** 3.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind PEPID PDC?**

- **Seller:** [Pepid](https://www.g2.com/sellers/pepid)
- **Year Founded:** 1994
- **HQ Location:** Phoenix, US
- **Twitter:** @pepid_llc (979 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/pepid (42 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Enterprise




#### What Are G2 Users Discussing About PEPID PDC?

- [What is PEPID PDC used for?](https://www.g2.com/discussions/pepid-pdc-what-is-pepid-pdc-used-for)
- [What is PEPID PDC used for?](https://www.g2.com/discussions/what-is-pepid-pdc-used-for)

### 18. [Schrodinger](https://www.g2.com/products/schrodinger/reviews)
Data sharing and collaborative drug design across the entire discovery team in real time.


**Average Rating:** 5.0/5.0
**Total Reviews:** 1

**Who Is the Company Behind Schrodinger?**

- **Seller:** [Schrodinger](https://www.g2.com/sellers/schrodinger)
- **Year Founded:** 1990
- **HQ Location:** New York, New York, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/schr-dinger (999 employees on LinkedIn®)
- **Ownership:** NASDAQ: SDGR

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Schrodinger?

**"[Used for GPCR Homology Model Ligand Docking](https://www.g2.com/survey_responses/schrodinger-review-2549133)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Research*

[Read full review](https://www.g2.com/survey_responses/schrodinger-review-2549133)

---


#### What Are G2 Users Discussing About Schrodinger?

- [What is Schrodinger used for?](https://www.g2.com/discussions/what-is-schrodinger-used-for)

### 19. [Thermo Scientific Nautilus LIMS](https://www.g2.com/products/thermo-scientific-nautilus-lims/reviews)
Nautilus LIMS for Dynamic Discovery and R&D Environments is a highly flexible, easily configurable system that increases workflow efficiency, throughput and data reliability while simplifying administration, sample traceability and regulatory compliance.


**Average Rating:** 4.5/5.0
**Total Reviews:** 1

**Who Is the Company Behind Thermo Scientific Nautilus LIMS?**

- **Seller:** [Thermo Fisher Scientific](https://www.g2.com/sellers/thermo-fisher-scientific)
- **HQ Location:** Waltham, MA
- **Twitter:** @thermosci (23,517 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3081/ (100,255 employees on LinkedIn®)
- **Ownership:** BMV:TMO
- **Total Revenue (USD mm):** $32,218

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of Thermo Scientific Nautilus LIMS?

**"[Good results management program in a laboratory](https://www.g2.com/survey_responses/thermo-scientific-nautilus-lims-review-843353)"**

**Rating:** 4.5/5.0 stars
*— David R.*

[Read full review](https://www.g2.com/survey_responses/thermo-scientific-nautilus-lims-review-843353)

---


#### What Are G2 Users Discussing About Thermo Scientific Nautilus LIMS?

- [What is Thermo Scientific Nautilus LIMS used for?](https://www.g2.com/discussions/thermo-scientific-nautilus-lims-what-is-thermo-scientific-nautilus-lims-used-for)
- [What is Thermo Scientific Nautilus LIMS used for?](https://www.g2.com/discussions/what-is-thermo-scientific-nautilus-lims-used-for)

### 20. [A-Alpha Bio](https://www.g2.com/products/a-alpha-bio/reviews)
Synthetic biotechnology and ML to accelerate drug development, allowing researchers to discover, optimize, and characterize drugs more efficiently.



**Who Is the Company Behind A-Alpha Bio?**

- **Seller:** [A-Alpha Bio](https://www.g2.com/sellers/a-alpha-bio)
- **LinkedIn® Page:** https://linkedin.com/company/aalphabio






### 21. [Advanced Medicine Partners](https://www.g2.com/products/advanced-medicine-partners/reviews)
A biotechnology company to accelerate clinical trial design, regulatory affairs, and data management, and streamlines the development process through automation, allowing clients to make informed decisions, reduce costs, and ultimately improve patient outcomes



**Who Is the Company Behind Advanced Medicine Partners?**

- **Seller:** [Advanced Medicine Partners](https://www.g2.com/sellers/advanced-medicine-partners)
- **Year Founded:** 2023
- **HQ Location:** Cary, US
- **LinkedIn® Page:** https://linkedin.com/company/ampgtx (55 employees on LinkedIn®)






### 22. [Advera Health](https://www.g2.com/products/advera-health/reviews)
Advera Health is a healthcare informatics company that uses data-mining and analytics for analysis of drug evidence.



**Who Is the Company Behind Advera Health?**

- **Seller:** [Advera Health Analytics](https://www.g2.com/sellers/advera-health-analytics)
- **HQ Location:** Santa Rosa, US
- **Twitter:** @AdveraHealth (1,288 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/advera-health-analytics/ (4 employees on LinkedIn®)






### 23. [adWATCH](https://www.g2.com/products/adwatch/reviews)
adWATCH - AE helps pharmaceutical organizations manage and report adverse events that occur during clinical trials.



**Who Is the Company Behind adWATCH?**

- **Seller:** [Atlant Systems](https://www.g2.com/sellers/atlant-systems-ed8c181f-8e3d-4ab1-90b8-2902bd9ce3cf)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/llc-atlant-systems/ (2 employees on LinkedIn®)






### 24. [American Gene Technologies](https://www.g2.com/products/american-gene-technologies/reviews)
American Gene Technologies (AGT) practices the art and science of genetic medicine. AGTrobust programs of discovery and drug development also include efforts on research and development of genetic medicines for treating Parkinsondisease and familial dysautonomia a rare, inherited orphan disease that is characterized by early onset blindness and other neurological problems. As priority programs move toward clinical testing, and as AGT continues to grow, these and other areas of investigation will expand and refine the genetic medicine strategies while advancing toward the clinic alongside other focus areas.



**Who Is the Company Behind American Gene Technologies?**

- **Seller:** [American Gene Technologies International](https://www.g2.com/sellers/american-gene-technologies-international)
- **Year Founded:** 2007
- **HQ Location:** Rockville, Maryland, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/american-gene-technologies-international-inc/ (25 employees on LinkedIn®)






### 25. [Aspect Analytics](https://www.g2.com/products/aspect-analytics/reviews)
Aspect Analytics offers consultancy services, home-grown software, development of workflows, and customization of software.



**Who Is the Company Behind Aspect Analytics?**

- **Seller:** [Aspect Analytics](https://www.g2.com/sellers/aspect-analytics)
- **Year Founded:** 2018
- **HQ Location:** Genk, BE
- **LinkedIn® Page:** https://www.linkedin.com/company/aspectanalytics (26 employees on LinkedIn®)







## What Is Drug Discovery Software?

[Life Sciences Software](https://www.g2.com/categories/life-sciences)



---

## How Do You Choose the Right Drug Discovery Software?

### What You Should Know About Drug Discovery Software

### What is Drug Discovery Software?

Over time, the pharmaceutical and biotechnology world has leveraged electronic data capture (EDC) and laboratory information management solutions to support their research and development efforts. It only makes sense that technology has evolved to provide the same type of process automation, data management, and other kinds of assistance to the drug development lifecycle.

Drug discovery software ensures that all calculations, determinations, and trials are thoroughly completed , without human error, and without potential bias. Drug discovery software also helps researchers, chemists, and scientists scale their efforts via process standardization, storage and duplication of data, accurate candidate identification, and alignment with risk and compliance measures. Drug discovery software significantly cuts down on the time, energy, and resources previously spent in developing new drugs. Drug discovery software makes it possible for scientists to positively impact the management of rising chronic diseases.

Key Benefits of Drug Discovery Software

- Ensures reproducibility of results
- Cuts down on image analysis times
- Increases the quality, relevance, and impact of aggregated data
- Helps pharmaceutical companies to remain competitive in the drug market

### Why Use Drug Discovery Software?

The drug development process has historically been complex, expensive, and time-consuming. That’s not including all the quality management and regulatory aspects that newly developed drugs have to undergo to get to market. Drug discovery software leverages existing technology, for both the benefit of pharmaceutical companies that can make a profit off new drugs and for patients who can now have access to drugs that had not previously existed.

R&D productivity is significantly improved with drug discovery software. Automation is crucial to speeding up the drug development process but it also reduces the margin of human error via machine learning, simulations, and data-mining technology. Additionally, drug discovery software stops researchers from leaning so heavily on chemistry alone. Researchers can now take advantage of all the existing drug, assay, molecular, and protein information out there.

**Time saved —** Technologies and methods like machine learning services and artificial intelligence help scientists parse through massive data sets, which enables the rapid development and launch of new drugs to market. Instead of relying on chemistry alone to approve or deny drug development, scientists and labs can use computers and other computational methods to analyze and generate insight about the drug in development.

**Automation —** Tasks like high-content screening (HCS)—which automates the process to identify the kinds of target cells and ways substances can alter them—and high-throughput screening (HTS)—which sorts through existing compounds to narrow down the number of new drug candidates—used to be incredibly labor-intensive. The time that scientists had to spend waiting for the systems to search through existing drugs to find potential candidates used to be weeks, if not months. With automation, that time is reduced to mere hours. That means that R&D teams can focus more on tweaking and adapting drugs instead of waiting in limbo for approval.

### Who Uses Drug Discovery Software?

Drug discovery software fulfills one particular need: automate (and thereby streamline and speed up) the drug development lifecycle. Accordingly, there is a very specific user demographic of drug discovery software:

**R&D scientists —** Researchers and scientists who work in the pharmaceutical industry and biotechnology laboratories rely on drug discovery software to become more productive, automate time-consuming tasks, and keep track of the work they have done so far in the lab.

**Clinical trial organizers, managers, analysts —** The near-final step of drug discovery is running it through clinical trials. While clinical trial organizers can rely on CTMS to take care of actual trial intricacies, they can depend on drug discovery software to reduce the time spent on screening for drug candidates.

### Drug Discovery Software Features

Drug discovery solutions are constantly coming up with new and improved features, but the following features are fairly typical and standard across the board:

**Prediction —** Automated, predictive formulaic calculations that generate data, identify potential targets, determine interaction and activity predictions, and identify potential defects of developing drugs help speed up the drug discovery process.

**Virtual screening —** Scans and searches through libraries of chemical compounds and molecular structures against drug targets. Some virtual screening modules can be configured to select particular compounds. Virtual screening accelerates the drug discovery process by significantly reducing the potential cost to analyze, detect, and analyze the developing drug’s molecular dynamics and protein ligand structural components.

**Docking —** Predicts the binding affinity between two molecules, which is used during the drug design process. Additionally, regular molecular docking assessments are required for the product’s docking functionality to be as effective and accurate as possible.

**Workflow management —** Efficient and comprehensive workflow tools can speed up pharmaceutical process development. Workflow management features can include better data and information exchange, process standardization, and automation of IT processes.

### Trends Related to Drug Discovery Software

The drug discovery market rises and falls based on levels of chronic diseases, demand for drugs, and advancements in the field of biotechnology. Additionally, expiration of patents, inevitable pathogen resistance, fierce competition between drug manufacturers, and the evolving ability of technology to treat previously untreatable diseases, all lead to the growth of drug discovery solutions.

**Precision medicine —** Data powers precision medicine tactics, with the ultimate goal of leveraging a more holistic view of the individual patient. Precision medicine can bring about bettered targeted therapies because it does away with generalized demographics. Better personalized medicine and therapies also provide scientists with more data that they can use to refine their R&D efforts and fine-tune candidates for any clinical trials.

**Artificial intelligence —** Artificial intelligence (AI) accelerates the discovery and development of new drugs. AI has the power to improve drug affinity predictions, which closes the gap between drug development and inconclusive clinical trial results. The application of AI to the drug discovery process also has the potential to drastically reduce the cost of development.

**Deep learning —** Deep learning technology goes one step further than AI to be able to more effectively process all the information needed to conduct scientific research. Scientists can leverage deep learning to scan through and analyze the thousands of publications and drug databases that must be parsed during the drug development stage, especially during targeting.

### Potential Issues with Drug Discovery Software

**Scale —** Many of the technological innovations and discoveries that have been presented and discussed as positively impacting the drug discovery industry haven’t yet been implemented on a large scale. This poses a few problems, including unknown regulation complications and duplication problems.

**Data management —** Researchers and scientists may become overwhelmed by the sheer amount of data that can be generated once drug discovery processes are automated. While more data equals more context and use cases to refer to, more data also requires effective data management and analysis solutions for scientists to leverage the data.

### Software and Services Related to Drug Discovery Software

[**Clinical trial management**](https://www.g2.com/categories/clinical-trial-management) **—** In order for drugs to get to market, they must undergo and pass clinical trials so that they obtain approval from federal governmental bodies. Clinical trial management software is used by pharmaceutical companies to QA the drugs, track the results of the clinical trials, and manage trial participants.

[**Quality management**](https://www.g2.com/categories/quality-management-qms) **—** Health care-specific quality management software (QMS) helps pharmaceutical companies and regulatory bodies inspect, document, and report on newly developed drugs. By the time new drugs make it to the quality management stage, they’ve usually passed the clinical trial stage, so separate software is required to make sure nothing falls through the gaps before drugs are brought to market.

[**CRM in pharma and biotech**](https://www.g2.com/categories/crm-in-pharma-and-biotech) **—** Between clinical trial volunteers and participants to manage, clinical researchers and experts to consult, and pharmaceutical reps to create relationships with, some sort of contact or chemical database needs to be created, maintained, and consulted. This is where CRM in pharma and biotech software comes into play.

[**Disease management**](https://www.g2.com/categories/disease-management) **—** Disease management software can be used as a reference point for any pharmaceutical company or drug developer before the drug discovery process gets underway. Disease management software maintains and monitors ongoing health conditions via data pulled from aggregate sources, an invaluable resource for those who want to bring an entirely new drug to market and beat out the competition.