Citrine Informatics

What Citrine Informatics does

Citrine Informatics is an enterprise SaaS company that provides an AI-driven materials informatics platform for the chemicals and materials industry. Founded in 2013 and headquartered in Redwood City, California, the company serves enterprise customers including specialty chemicals manufacturers (LyondellBasell, Eastman, Arkema, Altana, Showa Denko, Syensqo, GRACE), coatings and adhesives producers (Saint-Gobain, Collano, Synthomer, Huntsman Building Solutions), electronics chemicals suppliers (Panasonic, EMD Electronics/Merck KGaA), and aerospace/defense firms (HRL Laboratories). Verticals explicitly addressed on the company's site also include plastics, personal care and cosmetics, food and beverage, packaging, additives and ingredients, batteries, ceramics and glass, metals and alloys, consumer electronics, and automotive.

The platform is composed of four core products: Citrine DataManager (a chemistry-aware data management toolkit that auto-featurizes molecules via SMILES/InChI into 127 features), Citrine VirtualLab (a generative AI engine for virtual experimentation and sequential learning), Citrine Catalyst (an LLM-based Knowledge Assistant and Model Assistant), and Citrine Professional Services for implementation and change management. Omni (universal data harmonizer for Technical Data Sheets) and Apex (advanced predictive AI with agentic workflows) were launched in late 2025. Underlying IP includes three granted US patents on sequential learning methodology and the open-source GEMD data model. The company holds ISO 27001 certification since 2018 and provisions each customer in an isolated virtual private cloud.

Citrine operates a sales-led enterprise go-to-market with quote-based annual subscriptions; pricing is not publicly disclosed. Revenue is generated from software subscriptions plus professional services. The company has raised approximately $69 million across multiple venture rounds, including a $16 million Series C in January 2023 led by Prelude Ventures and Innovation Endeavors. It maintains offices in Redwood City, Pittsburgh, Chicago, and Tokyo, and has been recognized with awards including Inc. 5000, Global CleanTech 100, and EcoVadis Silver.

Name

Citrine Informatics

Legal name

Citrine Informatics

Website

https://citrine.io

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

101–250 employees

Short description

Citrine Informatics provides an AI-driven materials informatics platform that helps enterprise chemicals, materials, and product manufacturers accelerate R&D, optimize formulations, and capture institutional knowledge through generative AI, sequential learning, and LLM-based workflows.

Ownership category

akta.pro rank

Product category

Materials Informatics Software

NAICS

Software Publishers (513210), Computer Systems Design and Related Services (54151), Scientific Research and Development Services (5417)

SIC

Services-Prepackaged Software (7372), Services-Computer Programming Services (7371), Services-Management Consulting Services (8742)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

AI/ML Engineering & Model Development Services (BPAEAHAF), Data Engineering, Integration & ETL/ELT Services (BPAEAHAB)

Keywords

• Materials informatics platform
• AI-driven R&D
• Chemicals development software
• Generative AI materials
• Formulation optimization software

Headquarters

HQ city

Redwood City

HQ country

United States

HQ region

North America

Offices4 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Enterprise SaaS Platform Subscription: Software-as-a-service platform sold as enterprise subscription with professional services support. Includes DataManager, VirtualLab, Catalyst products and professional services for onboarding and ongoing support.
2. Professional Services: Customized consulting services including Expert Services and Custom Services for implementation, data preparation, strategy and change management

Pricing tiers

Go-to-market motion1 record

Distribution channels1 record

Marketing channels7 records

Core offering

Citrine Informatics sells an enterprise AI platform for materials and chemicals product development. The platform combines a chemistry-aware data management system (DataManager), generative AI-driven virtual experimentation (VirtualLab), an LLM-based digital research assistant (Catalyst), and Professional Services, helping R&D teams reduce experiments by 50-80%, accelerate formulation development, and capture institutional knowledge.

Product overview

Citrine Informatics offers the Citrine Platform, an integrated enterprise SaaS suite for materials and chemicals development. The platform consists of four core products: Citrine DataManager for data capture and management, Citrine VirtualLab for AI-driven virtual experimentation and generative AI workflows, Citrine Catalyst for natural language-based knowledge retrieval and AI model training, and Citrine Professional Services for implementation support. Additional products include Omni (universal data harmonizer) and Apex (advanced predictive AI). The platform applies generative AI and machine learning to help companies accelerate product development, reduce experimental iterations, and optimize formulations across the materials and chemicals value chain.

Differentiator

Problem solved

Functional benefit

Brands

• Citrine Platform: The AI-driven product development software for materials and chemicals that helps companies capture knowledge, use AI to generate insights, and share those insights to create value.
• Citrine DataManager
• Citrine VirtualLab
• Citrine Catalyst
• Citrine Professional Services

Products and services

• Citrine Platform Integrated enterprise SaaS suite that combines DataManager, VirtualLab, Catalyst, and Professional Services to help companies in materials and chemicals capture organizational knowledge, use AI to generate insights, and share those insights to accelerate product development.
• Citrine DataManager Scalable, chemistry-aware data management toolkit that enables organizations to capture, enhance, analyze, visualize, and communicate materials and chemicals data in a structured but flexible way, with a Python API for automation and integration.
• Citrine VirtualLab Generative AI system that allows researchers to virtually combine thousands of ingredients and process conditions to identify chemical formulations and materials likely to match pre-defined specifications before committing to physical lab experiments.
• Citrine Catalyst Private digital research assistant that leverages large language models to support product experts, with a Knowledge Assistant for searching and synthesizing knowledge from peer-reviewed papers and internal documents and a Model Assistant for training AI through natural-language conversation.
• Citrine Professional Services Customized consulting program that provides expert services, custom services, project planning, advanced analytics, data preparation, and strategic guidance to help customers implement and gain value from the Citrine Platform.

Quantifiable outcome

• 50-80% reduction in experiments needed to hit target properties using sequential learning
• +9 more outcomes

Named customers18 records

Segments14 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability8 records

Feature8 records

Partnerships

One partnership is on record.

• SiemensnotableStrategic or Co-development PartnerSiemens partnered with Citrine to demonstrate value of combining AI + multi-scale simulation tools to solve materials R&D problems. Joint presentation at Siemens Realize LIVE 2020 led by Jan Leuridan (SVP at Siemens Digital) and Greg Mulholland (CEO at Citrine).

Scale indicators6 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• Schrödinger: Public computational chemistry and materials science platform combining physics-based simulation with ML for molecular and materials design. Directly comparable to Citrine as an enterprise SaaS platform applying advanced computational/ML methods to accelerate chemistry and materials R&D for large industrial customers.
• MaterialsZone: AI-driven materials informatics platform serving chemicals, plastics, and advanced materials companies with centralized data management and predictive modeling. Closely comparable in target customer (materials/chemicals enterprises), product architecture (data + ML platform), and go-to-market.
• Uncountable: Enterprise R&D platform for chemicals, materials, and CPG that combines formulation data management with ML-driven experiment recommendation. Directly comparable to Citrine in serving product developers at specialty chemicals and consumer goods companies with a SaaS + AI workflow stack.

Broad incumbents

• Dassault Systèmes (BIOVIA): Large PLM/simulation incumbent offering BIOVIA materials science informatics, ELN, and formulation software to chemicals and life sciences enterprises. Comparable as a broad materials informatics and lab digitalization suite, though it competes inside a much wider portfolio of CAD/PLM products.
• ANSYS: Public engineering simulation leader whose materials informatics and multiphysics tools overlap with Citrine's simulation + ML workflows. Comparable as a broad incumbent serving materials engineering teams at large enterprises, though materials informatics is one of many ANSYS product lines.
• Siemens Digital Industries Software: Incumbent in PLM, simulation, and digital twins for industrial R&D; existing Citrine partner with overlapping materials informatics capability. Comparable as a broad incumbent that competes with Citrine on enterprise materials/simulation software while also serving as a go-to-market partner.
• LabVantage Solutions: Established LIMS/ELN vendor serving chemicals, pharma, and materials labs with data management and workflow tooling. Comparable as a broader incumbent competing for the same enterprise data infrastructure budget, though focused on lab execution rather than generative AI.

Emerging players

• Kebotix: Early-stage AI-for-materials company combining robotics and ML to discover new chemicals and materials. Comparable as an emerging player focused on AI-driven materials discovery, though narrower in commercial scale and product breadth than Citrine.
• Exabyte (now Primitive): Materials informatics platform focused on data infrastructure and ML for materials R&D teams. Comparable as an emerging AI-materials platform targeting similar enterprise customers, but with a smaller commercial footprint than Citrine.
• Citrine.io — QuantumScape / Sila Nanotechnologies (advanced materials adjacency): Adjacent advanced-materials companies (battery and silicon anode developers) that invest heavily in AI-driven materials R&D and represent potential customer/use-case overlap with Citrine's batteries and electronics chemicals verticals, rather than direct competitors.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/citrine_io
• LinkedInlinkedin.com/company/citrine-informatics

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles10 records

Funding overview

Funding rounds9 records

Investors18 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Citrine Informatics