Molecular Diagnostics × AI Drug Discovery

Engineering the future of biotechnology.

Advancing molecular detection and accelerating small-molecule drug discovery through AI, precision diagnostics, and intelligent platforms.

CRISPR detection// Isothermal RPA// Multiplex qPCR// Microfluidics// Multi-objective optimization// Potency prediction// ADMET models// MCP design agents// CRISPR detection// Isothermal RPA// Multiplex qPCR// Microfluidics// Multi-objective optimization// Potency prediction// ADMET models// MCP design agents//
01 — What we do

We bridge the gap between AI computation and wet-lab validation.

Two core pillars. Two strands of one helix.

STRAND A

Molecular
Diagnostics

Highly specific, affordable, and rapid detection of pathogens and antimicrobial resistance (AMR) using CRISPR, RPA, and microfluidics.

CRISPRRPAMicrofluidicsAMR
STRAND B

Drug
Discovery

Shortening the path from target to validated small-molecule assets using multi-objective optimization, ADMET prediction, and Language-Model Agents.

Multi-objectiveADMETLM AgentsMCP
02 — About us

Translating molecular science and AI into practical healthcare solutions.

Thinkhat Labs is an innovation company built on molecular science and advanced computation. Whether we are identifying the genetic markers of a resistant superbug or designing a novel small-molecule inhibitor for breast cancer, our approach is the same.

01

Start with the biology

02

Design computationally

03

Test rigorously in the laboratory

OUR MISSION

To provide fast, accurate molecular diagnostics for the clinic and the field, while simultaneously delivering validated, AI-designed therapeutic assets to address critical unmet medical needs.

03 — Drug discovery

Computational design, prioritized for potency, delivered as validated small-molecule assets.

Thinkhat Labs operates an AI-enabled drug discovery platform that massively accelerates the journey from biological target to validated drug candidate. Our frameworks allow medicinal chemistry hypotheses to be generated, scored, and ranked at an unprecedented scale.

GENERATED
SCORED
RANKED
THE PLATFORM
P.01

Multi-Objective Optimization

Evaluates candidates against multiple design objectives simultaneously for a perfectly balanced profile.

P.02

Potency Prediction

Estimates biological activity against the target to prioritize the best candidates before synthesis.

P.03

ADMET Models

Predicts absorption, distribution, metabolism, excretion, and toxicity early to deprioritize unfavorable compounds.

P.04

MCP Server & Design Agents

Exposes our scoring models through a Model Context Protocol (MCP). Language-model agents use this to propose and iterate on new molecules in a controlled, auditable workflow.

design-agent · auditable loop
# illustrative agent workflow
agent.propose(scaffold)
mcp.score → potency · ADMET · objectives
agent.iterate(ranked)
↳ every step logged for review
›
04 — Diagnostic technologies

From established reference methods to programmable sequence sensors.

LIVE VIEW · CRISPR-BASED DETECTION
Cas enzyme + guide scanning target
ATGCGTACCTAGGCTAACGT

Target recognized → highly specific fluorescent or lateral-flow signal.

05 — Pipeline & applications

Therapeutic pipeline

LEAD PROGRAM

CDK4/6 Inhibitors
for Breast Cancer

Cyclin-dependent kinases 4 and 6 drive cell-cycle progression in hormone receptor-positive breast cancer. Our platform has designed and prioritized novel small molecules directed at this target.

COMPLETEComputational discovery
COMPLETEMolecules prioritized
IN PROGRESSIn vitro screening
COMPLEMENTARY DIAGNOSTIC PROGRAM

Breast Cancer Diagnostics

Assay development

Diagnostic applications

Human Infectious Diseases

Rapid pathogen identification for timely clinical decisions.

Antimicrobial Resistance

Early detection of resistance markers (e.g., Carbapenemases, ESBL).

Veterinary & Aquaculture

Field-ready molecular tools for animal health and rapid pond-side screening (e.g., WSSV in shrimp).

06 — DxBio · AMR initiative

Next-generation detection of antimicrobial resistance.

DxBio is our dedicated initiative addressing the global threat of AMR. By integrating CRISPR-based diagnostics, artificial intelligence, and microfluidics, DxBio aims to deliver fast, highly specific identification of priority pathogens.

Carbapenem-resistant EnterobacteralesPRIORITY
Candida aurisPRIORITY
Multidrug-resistant Pseudomonas aeruginosaPRIORITY
07 — Team

The people behind the helix.

Our team combines deep expertise across molecular biology, artificial intelligence, drug discovery, and diagnostics.

FOUNDERS & ADVISORY TEAM
Ravi Lam
Ravi LamFounder & CEO
Prasad Maddela
Prasad MaddelaDirector - Indian Operations
Charles Timothy
Charles TimothyHR Global
Dr. Sam Perli
Dr. Sam PerliAdvisorGene Editing & Biotechnology
Phani Kukutla
Phani KukutlaAdvisorLife Sciences & Biopharma Strategy
Dr. Shiva Kumar Angala
Dr. Shiva Kumar AngalaAdvisorInfectious Diseases & Microbial Research
Dr. Krishna Rajendra Kumar Penmetcha
Dr. Krishna Rajendra Kumar PenmetchaSenior AdvisorRNA Therapeutics
SCIENTIFIC TEAM
Dr. Karun Kolla
Dr. Karun KollaLead Scientist
Dr. Siva Chiriki
Dr. Siva ChirikiHead of AI
Sachin Karumanchi
Sachin KarumanchiSenior AI Engineer
Abhijit Ghosh
Abhijit GhoshResearch Associate
Usharani Enthala
Usharani EnthalaResearch Associate
Aiswarya CB Nambiar
Aiswarya CB NambiarResearch Associate

Select a card to read the full profile.

08 — Partner with us

Let’s co-develop
what’s next.

We welcome conversations with pharmaceutical companies, research institutions, healthcare organizations, and investors. We actively seek partnerships to co-develop or out-license drug assets and deploy our diagnostic capabilities.

Pharmaceutical companiesResearch institutionsHealthcare organizationsInvestors
LAB Thinkhat Labs, 6th Floor, Centre for DNA Fingerprinting and Diagnostics (CDFD), Survey Colony, Industrial Development Area, Uppal, Hyderabad, Telangana 500039, India