Apoha VIBE Liquid State Intelligence

Apoha Limited describes itself as the new data layer for AI, with offices in San Francisco and London. According to a tech.eu article of June 2026, it was co-founded in 2021 by Shamit Shrivastava and Anshika Srivastava, and builds on science traced back to 2008.

Its first product, VIBE (Variations in Inter-facial Behaviour Under Excitation), measures how molecules, materials or formulations behave under real-world conditions, a category the company calls Liquid State Intelligence. The data is meant to train AI models for medicines, food and materials. Named customers include Boehringer Ingelheim, Ethris, THIS and Somru BioSciences.

• VIBE measurement: measures how molecules, materials or formulations behave under real-world conditions.
• Liquid State Intelligence: a data category built on empirical behavioral measurements.
• Pharma and biotech offering: data layer to support designing better medicines.
• Food and beverage offering: behavioral data for food product and formulation design.
• Partnership program: a dedicated route for partners to work with Apoha.

Formulation screening for plant-based or functional food products. Behavioral characterization of drug delivery formulations. Data-generation partnerships for AI formulation models.

Provides empirical behavioral data on molecules and formulations rather than relying only on structure. Targets pharma, food and beverage and materials use cases from one measurement approach. Multi-year commercial partnership with Boehringer Ingelheim is reported. Offers a route for partners to build proprietary AI models on measured data.

AI developers increasingly need real measured data rather than only literature and simulation. Formulation-heavy industries such as pharma, food and paints are early adopters. Vietnamese food, beverage and pharmaceutical manufacturers may encounter this through partnership programs with global suppliers.

Apoha Limited, offices in San Francisco and London. USD 36 million total funding led by Singular with Draper Associates, Redalpine, Seedcamp, Wilbe and Nucleus, plus Innovate UK grant funding, per tech.eu (June 2026).