Industries
Digital & robotics
What changes this industry: bio-solutions with evidence, technologies, suppliers and open money.
Overview of the industry
This collection covers bioinformatics, AI, sensing, drones and robots where they either displace an old process themselves or make a biological alternative practical.
Screened but not given articles (only company or market-research adoption figures — grade D1): camera-guided spot spraying (herbicide savings of 53–79 % in studies, adoption unproven), robotic and laser weeding (Carbon Robotics, Naïo, FarmDroid — company figures), sensor-based variable-rate nitrogen. AI insect traps and threshold-based spraying were folded into DX02.
Sanctions note: drones, AI hardware and robots are more often export-controlled than biological products; for Russia/EAEU the practical sources are Chinese (DJI, XAG), Indian, Brazilian and Israeli.
Articles#
| ID | Problem → alternative | Replaces | Rating |
|---|---|---|---|
| DR01 | Breeding → genomic selection (79 % of US Holstein bulls on the market were genomic young bulls by 2016) | Progeny testing | Replace |
| DR02 | Spraying → agricultural drones (~66 M ha in China, 2020; ~42 % of Japan’s rice) | Knapsack and manned aerial spraying | Replace (method) / Partial (chemical saving) |
| DR03 | Biocontrol delivery → drone release of parasitoids (90–95 % of Brazil’s releases) | Insecticide sprays, manual release | Replace (enabler) |
What it replaces 3
| D3 | Agricultural spraying drones instead of knapsack and manned aerial spraying Replaces: Manual knapsack spraying, tractor spraying in small or wet fields, and manned aircraft/helicopter spraying | 4 | EAC |
| D3 | Genomic selection in dairy cattle breeding instead of progeny testing Replaces: Progeny testing — choosing AI bulls only after their daughters' milk records were available (5–6 years per bull and large testing costs) | 5 | BREED |
| D2 | Drone release of beneficial insects (Trichogramma, Cotesia, predatory mites) instead of insecticide sprays Replaces: Insecticide sprays against caterpillar and mite pests, and manual walking release of natural enemies (the labour bottleneck of large-scale biocontrol) | 3 | MACRO |
Screened candidates 7
| DR01 | camera-guided spot spraying (See & Spray, Bilberry, ARA) instead of broadcast herbicide spraying no article (D1: savings proven, adoption not) — digital-robotics 2026-10-06 | D1 |
| DR02 | robotic, laser and mechanical-vision weeding instead of herbicides in vegetables and organic crops no article (D1: company figures) — digital-robotics 2026-10-06 | D1 |
| DR03 | drone release of beneficial insects (Trichogramma, predatory mites) instead of insecticide sprays write as DR03 — digital-robotics 2026-10-06 | D3 |
| DR04 | genomic selection in dairy cattle breeding instead of progeny testing write as DR01 — digital-robotics 2026-10-06 | D3 |
| DR05 | automated insect traps and AI pest forecasting instead of calendar spraying fold into DX02 — digital-robotics 2026-10-06 | D3 |
| DR06 | agricultural spraying drones instead of knapsack and manned aerial spraying write as DR02 — digital-robotics 2026-10-06 | D3 |
| DR07 | sensor-based variable-rate nitrogen application instead of uniform fertilizer rates no article (D1) — digital-robotics 2026-10-06 | D1 |
Technologies 35
| Agri-bioinformatics cloud platforms Cloud platforms and bioinformatics service providers that turn plant and crop genomic, phenomic and environmental data into breeding-ready analysis — genomic … | Digital & IT |
| Agricultural robotics & autonomous tractors Dedicated field robots that replace labor and chemicals — laser and mechanical weeding robots, plant-by-plant spot-spraying robots and driverless electric … | Agri-tech & precision |
| AI bioprocess optimization as SaaS Cloud/SaaS platforms applying machine learning to bioprocess development and manufacturing data to predict outcomes and optimize process parameters — a software … | Digital & IT |
| AI drug design & AlphaFold applications AI-driven drug discovery — AlphaFold structure prediction, generative chemistry and physics-based virtual screening — compressing the target-to-candidate … | Therapeutics & platforms |
| AI strain-design & engineering platforms AI-native software platforms that design microbial strains, proteins and antibodies computationally — generative models, protein language models and closed-loop … | Digital & IT |
| Automated cell culture systems Robotic and software platforms that automate the closed, GMP-grade cell culture and manufacturing steps behind cell and gene therapies — end-to-end automated … | Automation & robotics |
| Automated sample preparation for analytics Automated solid-phase extraction, robotic autosamplers and GC/LC-MS sample-introduction platforms that replace manual extraction, cleanup and injection steps … | Analytics & PAT |
| Bio-cybersecurity Operational-technology (OT) network visibility and cybersecurity monitoring purpose-built for pharmaceutical and biomanufacturing plants — protecting bioreactor … | Digital & IT |
| Bioeconomy analytics dashboards Commercial market-intelligence vendors running subscription dashboards that track bio-based chemical and biofuel prices, production capacity, and … | Digital & IT |
| Bioeconomy predictive analytics Platforms that fuse satellite imagery, weather data and market or transaction data into a predictive signal for crop yield, commodity supply, nature risk or … | Digital & IT |
| Bioinformatics & multi-omics Sequencing, single-cell and spatial omics, and biological AI that turn raw reads into decisions — a stack from sample to interpreted multi-omics. | Bioinformatics & omics |
| Biological AI & bioinformation services The AI, machine-learning and bioinformatics software-as-a-service layer — cloud platforms, generative biological foundation models and managed analysis … | Bioinformatics & omics |
| Biopharma production scheduling Advanced planning and scheduling (APS) software that sequences biopharma batch production, supply-chain allocation and project timelines — a distinct software … | Digital & IT |
| Bioprocess analytics & PAT (process analytical technology) In-line sensing, chromatography and mass spectrometry that turn biomanufacturing into data-driven, feedback-controlled production — a stack from probe to … | Analytics & PAT |
| Bioprocess data historians and analytics Time-series databases that continuously archive every sensor and controller reading from bioreactors and downstream operations, plus the analytics layer on top … | Analytics & PAT |
| CAD software for synthetic biology Computer-aided design software that lets a synthetic biologist draft a genetic construct, simulate its behavior and generate an assembly protocol before a … | Foundries & design |
| Calibration management systems Software that tracks the calibration due date of every measurement instrument in a regulated facility, automatically generates work orders, blocks use of … | Digital & IT |
| Cloud laboratories Multi-tenant, remotely operated wet labs that execute user-submitted protocols via API and return structured data — the layer that turns biology into … | Automation & robotics |
| Cobots for bioproduction Collaborative robots (cobots) that work alongside human operators without safety caging — force-torque-limited arms deployed in cell-therapy manufacturing, … | Analytics & PAT |
| Colony picking robots Robotic platforms that image a microbial plate, score colonies by size, morphology and fluorescence, then pick and re-array 200–3,000 colonies an hour into … | Automation & robotics |
| Drones, satellite agro-analytics, field digital twins The aerospace and simulation layer of precision agriculture — agricultural drone platforms, daily satellite earth-observation constellations and field … | Agri-tech & precision |
| Gantry robots for wet labs Overhead gantry and robotic-arm hardware that physically transports microplates and labware between instruments in an automated wet-lab workflow — the … | Automation & robotics |
| Genomic-data privacy platforms Platforms that let researchers, clinicians and biopharma partners analyze sensitive genomic and health data without moving or exposing the underlying records — … | Digital & IT |
| GMP document management systems Dedicated repository platforms that version, route for approval and retain controlled GMP documents — SOPs, batch records, validation protocols — as their own … | Digital & IT |
| Lab automation & liquid handling High-throughput robotic liquid handling systems and integrated laboratory automation platforms that exponentially increase assay throughput, eliminate human … | Automation & robotics |
| Lab automation & wet-lab robotics High-throughput robotic systems and liquid handling workstations driving autonomous, reproducible bio-research and screening. | Automation & robotics |
| Lab-equipment management & procurement Software that tracks what equipment and consumables a life-science lab owns, who is using them and when, and routes the reorder through a multi-supplier … | Digital & IT |
| Laboratory execution systems (LES) Software that guides a lab analyst step by step through a validated test method — enforcing sequence, capturing instrument data automatically and generating an … | Analytics & PAT |
| LIMS/ELN for bioproduction Integrated Laboratory Information Management Systems (LIMS) and Electronic Lab Notebooks (ELN) serving as the digital backbone for biopharma R&D, cell line … | Digital & IT |
| Precision agriculture & agri-tech Data-driven farm management utilizing sensors, drones, and AI to optimize crop yields and resource efficiency. | Agri-tech & precision |
| Quality management systems (QMS) for biologics Electronic quality management systems (eQMS) that digitize document control, deviation/CAPA, training records and audit management for biologics and biopharma … | Digital & IT |
| Quantum computing for molecular modeling Quantum hardware and quantum-paired generative AI that simulate a molecule's electronic structure or propose novel drug-like molecules and protein sequences … | Digital & IT |
| SCADA & MES for bioproduction Industrial automation software orchestrating complex bioreactor operations and enforcing regulatory compliance through electronic batch records. | Automation & robotics |
| Seed-train automation systems A genuinely thin, single-vendor automation category — fully automated, unattended seed-train expansion for adherent cell culture — distinct from the broader … | Automation & robotics |
| Stability-study management software A genuinely thin, mostly-unbuilt software category — dedicated stability-study management, distinct from general LIMS/QMS suites where stability is one module … | Digital & IT |
Opportunities 1
| Grant | Increasing the resilience of agriculture in water and nutrient-scarce environments through digital innovations European Commission | Sep 23, 2027 351 days |