FUTURE-PROOF YOUR LAB · AGENT-BASED SOFTWARE

One Architecture.
Zero Silos.
AI-First Discovery from ELN to Production.

Accelerate drug discovery with the iBEN Platform — streamlining data, workflows, and compliance for modern labs supporting both small molecule and large molecule research.

iSmart ELN + LIMS.
One System. Every Experiment.

Capture experiments, manage samples and reagents, and orchestrate instruments on a single GxP-by-design backbone — authoring and operations sharing one schema, end to end.

AI Agents Orchestrate Your DMTA Loop.

Coordinate Design–Make–Test–Analyse cycles end-to-end with the Intelligence Workflow Manager — agents route requests, schedule resources, and surface decisions so scientists spend time on science.

Tamper-Evident Lineage.
Audit-Ready by Default.

Cryptographic, immutable chain-of-custody for every sample, reagent, and instrument event with iBIO-Trace — purpose-built for regulated, zero-trust environments.

1Platform
ELN · LIMS · AI · Compliance
21CFR 11
GxP by Design
3Continents
Global Deployments
ELN LIMS AI Agents Production
SMART ELN DMTA WORKFLOW MANAGER AI-NATIVE DRUG DISCOVERY iBEN CORE PLATFORM ADC & BIOLOGICS SUITE GENOMIC SEQUENCING GxP COMPLIANCE SINGLE CELL ANALYSIS SMART ELN DMTA WORKFLOW MANAGER AI-NATIVE DRUG DISCOVERY iBEN CORE PLATFORM ADC & BIOLOGICS SUITE GENOMIC SEQUENCING GxP COMPLIANCE SINGLE CELL ANALYSIS
From Fragmented Discovery to Integrated Architecture — replacing disconnected ELN, LIMS, instruments, spreadsheets, and email with a unified AI and orchestration platform featuring a unified data model, intelligent workflows, real-time insights, built-in 21 CFR Part 11 and Annex 11 compliance, and a collaborative ecosystem, delivering 30 to 50 percent faster time-to-insight.

The Silo Tax
Is Killing Discovery.

Most labs run on a fragmented stack — six tools, four databases, three compliance regimes. Every handoff loses signal. Every silo extracts a tax in time, cost, and reproducibility.

Aspect
Fragmented Discovery
Integrated Architecture
Data Layer
Disconnected ELN, LIMS, and instrument silos with manual exports.
A single unified data model — sample, reagent, and instrument layer shared.
AI & Insights
Bolt-on dashboards. Data scientists spend 80% of time wrangling.
Embedded copilots and autonomous agents across every workflow.
Compliance
Validation bolted on after the fact. Audit prep takes weeks.
21 CFR Part 11 & Annex 11 baked into the core architecture.
Collaboration
Emailed spreadsheets, version chaos, fragile CRO handoffs.
Real-time, role-based portals for internal teams & CRO partners.
Time-to-IND
5–7 year industry average. Most cycles bottlenecked by handoffs.
30–50% acceleration target through closed-loop DMTA orchestration.

Mapping the Uncharted.

We solve the “Drug Discovery Data Paradox” by integrating biological sequences, chemical payloads, and LIMS tracking into a unified predictive loop.

01

Sequences

Biological signal captured at experiment-time, not extracted from siloed systems weeks later. Genomic, proteomic, and antibody data linked at the schema level.

02

Payloads

Chemical structures, ADC linkers, and formulation parameters live next to the biology they target. No reconciliation step required.

03

Tracking

LIMS-grade sample, reagent, and instrument lineage. Every step auditable, every result reproducible, every dataset queryable.

A Modular
Framework for Discovery.

Three composable modules built on one architecture. Adopt any one — they extend each other natively across data, workflows, and compliance.

01 — MODULE

Lab Informatics (ELN / LIMS)

Bridging the gap between researcher notes and regulated tracking. Authoring and operations on one shared schema — no more brittle exports between systems built a decade apart.

  • Unified ELN + LIMS data model
  • Shared sample & reagent registry
  • Real-time interoperability — not nightly syncs
02 — MODULE

Centralized Intelligence (Locus DB)

A single source of truth for multi-site research. Locus DB consolidates structured, unstructured, and instrument data into one queryable graph — no matter where the work was done.

  • Cross-site, cross-project knowledge graph
  • FAIR-native metadata layer
  • Natural language query in plain English
03 — MODULE

Genomics & AI Analysis

Multi-modal integration linking genomic sequences to phenotypic assay results using deep learning. Direct hooks for AlphaFold3, ESM-2, and AbLang2 outputs — no glue code required.

  • Genomics + phenomics + chemistry, fused
  • Foundation model integration native
  • Predictive agents for anomaly & trend detection
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Built On Five
Architectural Principles.

Every capability of the iBEN Platform sits on these five pillars — not as features, but as the foundation the rest is built on.

01

Unified ELN + LIMS

A single platform for both scientific authoring and operational lab management — not two systems pretending to talk.

02

AI-Native Intelligence

An embedded AI copilot, autonomous agents, and predictive analytics across every workflow — not bolted on after launch.

03

Specialized for Biologics & Chemistry

Purpose-built support for ADC discovery, antibody engineering, and medicinal chemistry — both molecule classes, one platform.

04

GxP by Design

Built-in compliance with 21 CFR Part 11, EU Annex 11, GAMP 5, and ALCOA+ as core architecture — not optional add-ons.

05

Open & Connected

A REST API, instrument integrations, ERP connectors, and CRO partner portals. The platform meets your stack where it lives.

The Power of
True Fusion.

When ELN, LIMS, AI, and compliance share a single architectural core — not just a single vendor — the entire research lifecycle changes shape.

Unified Data Model

Scientific authoring and operations share the same sample, reagent, and instrument layer. One source of truth, everywhere.

End-to-End Visibility

Manage the full lifecycle from experiment design to final reporting — every step traceable, every state observable.

Seamless Collaboration

Securely share data with internal colleagues and CRO partners through dedicated portals — no email attachments, ever.

GxP Compliance by Design

21 CFR Part 11 and Annex 11 are architectural requirements, not optional add-ons. Audit-ready from day one.

Three Products.
One Platform.

Each product ships with deep capability in its domain — and is fully native to the rest of the iBEN Platform.

PRODUCT · 01

AI-Native ELN Platform (iBEN)

A modern Electronic Lab Notebook with AI woven through every layer — from protocol authoring to anomaly detection.

Request a walkthrough →
AI Protocol Builder
Real-time authoring with context suggestions and smart SOP generation.
Natural Language Query
Query complex lab data in plain English — no SQL required.
Predictive Agents
Embedded agents for anomaly detection and out-of-trend flagging.
Foundation Models
Direct integration for AlphaFold3, ESM-2, and AbLang2 outputs.
PRODUCT · 02

Specialized ADC & Biologics Suite

Purpose-built tooling for antibody-drug conjugate and biologics workflows. Templates, registries, and analytics that understand the science.

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DAR Analysis
Dedicated Drug-to-Antibody Ratio computation from LC-MS data.
Sequence Registry
Centralized antibody sequences with CDR annotation and VH/VL domains.
ADC Workflows
Pre-built templates for PK/PD, bridging assays, and immunogenicity.
PRODUCT · 03

Scientific Rigor & Compliance

The compliance layer most platforms treat as an afterthought. In iBEN, it's part of the kernel.

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In-Platform Scripting
Execute Python and R natively inside ELN records for bioinformatics pipelines.
Instrument Integration
Live streaming from plate readers, flow cytometers, and LC-MS via APIs.
Built-in CSV Tooling
Auto-generate IQ/OQ/PQ documentation with GAMP 5 compliance.
Immutable Audit Trail
Tamper-evident, time-stamped logs of every action.
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The iBEN
Core Platform.

A unified software architecture that connects wet-lab instruments, data pipelines, and AI agents into a single auditable workflow — and a substrate the rest of your lab can build on.

Unified Data Fabric
Instrument-agnostic data ingestion with FAIR-compliant schemas. Every experiment is automatically versioned and traceable to raw sensor readings.
Federated AI Models
Privacy-preserving collaborative learning across sites and partners. Models improve with diverse data without centralising sensitive material.
Real-Time Process Control
Closed-loop PID and model-predictive control layers for bioprocessing hardware. Sub-second feedback latency even under network conditions.
Live — Platform Grid iBEN Core v3.2.1
Active Module AI Inference Idle
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From Silos to Success.

Real outcomes from teams running the iBEN Platform across multi-site research programs.

40% Faster Lead Optimisation
Antibody Pipeline Multi-Site Lead Optimisation

Mid-sized oncology team mapped a multi-site antibody pipeline onto iBEN.

Cleaner data and unified LIMS tracking reduced lead optimisation time by 40% — without adding headcount or sacrificing audit-readiness.

+

More case studies coming soon.

Working with a team whose results we should share? Get in touch.

Knowledge Hub

Peer-reviewed publications, technical whitepapers, and validated case studies from our research partnerships.

Whitepaper

Continuous Bioprocessing at GMP Scale: A PAT-Integrated Approach

A deep dive into how real-time analytics and closed-loop process control enable N-1 perfusion at clinical manufacturing scale without sacrificing product quality.

⏱ 14 min read 📄 28 pages Jan 2025
Case Study

From Lead Compound to IND in 18 Months with Generative ML

How a mid-size oncology team used iBEN's AI-Discovery module to compress lead optimisation while improving selectivity profiles against off-target kinases.

⏱ 8 min read 🏢 Oncology Team Nov 2024
Blog

Why FAIR Data Principles Are Non-Negotiable for AI in Biotech

A critical analysis of how data interoperability failures silently cost the industry millions in reproducibility loss — and how structured metadata solves it upstream.

⏱ 6 min read ✍ Dr. Priya Nair Mar 2025
Explore Resources

Built by Scientists.
Engineered for Scale.

Redefining Discovery Through Deep Intelligence

// Mission

To empower research-driven industries with intelligent, scalable, and compliant AI software that reduces discovery cycles, enhances accuracy, and enables breakthrough innovations.

// Vision

To become the world’s most trusted AI platform powering R&D innovation across life sciences, chemicals, and industrial research.

Deeptech Systems & Solutions Pvt Ltd. builds the iBEN Platform at the intersection of computational biology and precision engineering. We operate across three continents with teams embedded in academic and industrial research environments.

01
Reproducibility First
Every line of code and every lab protocol is designed for absolute reproducibility across different environments.
02
Open Standards
We advocate for and build upon open data standards to ensure scientific data remains accessible and useful for decades.
SM
S Mukherjee
CEO & Founder
TD
T Datta
CTO
AS
A Srivastava
Head of Engineering
AM
A Mukherjee
Scientist
Explore Company

Let's Build the
Next Breakthrough.

Ready to integrate the iBEN Platform into your research workflow? Our team of engineers and scientists is here to help.

Email
info@deeptechsns.com
📍
HQ
No 9, 2nd Floor, 27th Main, 100 Feet Ring Rd, above TATA Motors, BTM 1st Stage, Bengaluru, Karnataka 560068

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