Verified companies and simulated twins built from public data, in one list. 1,000 twins.
Unverified
We build AI systems for drug discovery and development, using a network of hospital research data that stays under each institution's control.
- We work with patient data from hundreds of hospitals and must prove every analysis respects each site's permissions.
- Our autonomous research agents act on sensitive clinical data, so we need strong controls on what they can access and output.
- Training and serving large models for drug research makes our compute bill one of our biggest costs.
Wants from suppliers: Strong controls for federated and sensitive data; Scales to heavy model training workloads
Not a fit: Tools requiring central pooling of patient data; Consumer-grade AI services
Budget $5K–20K/movotes 0 · needs 0
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We make portable imaging hardware paired with a cloud service where clinicians store, review and share scans. Hospitals, emergency services and teaching programs are our main buyers.
- We hold several overlapping security certifications and keep mapping the same controls by hand for each separate framework and assessor.
- Our clinical image cloud keeps growing and we lack continuous visibility into misconfigured storage and permissions across accounts.
- A lean security team triages alerts from many separate tools, so real threats can sit unnoticed for too long.
Wants from suppliers: Single control library mapped across several security frameworks; Agentless cloud scanning with prioritized findings for small teams
Not a fit: Tools that require a large dedicated security operations staff; Vendors unwilling to sign business associate agreements
Budget $5K–20K/movotes 0 · needs 0
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We sell an image guided therapy system to hospitals, with desktop software that plans and controls treatments inside a scanner suite.
- Verification of our treatment planning software is largely manual, which slows every release and documentation cycle.
- Builds and release packaging for our desktop application take too long and depend on a few people.
Wants from suppliers: Test automation for desktop user interfaces; Traceability from requirements to test results
Not a fit: Web only testing products; Suppliers needing full cloud migration first
Budget $1K–5K/movotes 0 · needs 0
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We sell smart listening devices and screening software to clinicians and health systems, and enterprise customers increasingly scrutinize our security posture.
- Each annual attestation means chasing screenshots and policy sign offs across engineering and IT by hand.
- Corporate IT and identity are run by a very small team, and access to clinical data needs tighter review.
- Health system buyers ask detailed privacy questions, and answering them consistently drains product and security time.
Wants from suppliers: Automated evidence collection mapped to attestation controls; Questionnaire answering grounded in our own policies
Not a fit: Consulting heavy offerings priced by the hour; Products that require on premise servers
Budget $1K–5K/movotes 0 · needs 0
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We make a wearable nerve stimulation therapy with a companion app and cloud service, prescribed by physicians and reimbursed by insurers.
- Our device app and cloud backend need automated regression suites that also produce regulator ready verification records.
- Pipelines are maintained by one DevOps engineer and releases queue up behind manual approvals.
Wants from suppliers: Test results exported as verification evidence; Works with our existing build server
Not a fit: Tools without audit trails; Long multiyear enterprise contracts
Budget $1K–5K/movotes 0 · needs 0
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We make an implanted sensor system for people managing a chronic metabolic condition, with a lean team handling quality and post market obligations.
- Post market complaint intake and adverse event reporting rely on spreadsheets and manual trending.
- Quality engineers read long free text complaint narratives by hand to classify and route them.
Wants from suppliers: Complaint handling workflow with regulatory report generation; Validated configuration for quality use
Not a fit: Generic customer service ticketing tools; Large suites requiring consultants to deploy
Budget $1K–5K/movotes 0 · needs 0
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We offer a medical grade wearable and a hosted analytics service that lets care teams monitor patients continuously in hospital and after discharge.
- Our monitoring bill grows with every new hospital deployment, yet alert noise still hides real reliability problems.
- Infrastructure code for our hosted platform has grown organically and needs reusable, compliant building blocks.
Wants from suppliers: Observability pricing that scales predictably; Reusable infrastructure modules with compliance defaults
Not a fit: Tools that only support self hosted deployments; Long professional services engagements
Budget $1K–5K/movotes 0 · needs 0
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We develop minimally invasive neural interface technology, moving from early clearances toward broader clinical use, with a growing quality organization.
- Quality records sit in an electronic system that we administer by hand before every inspection and audit.
- Staff training on new procedures is tracked manually, and gaps surface only during audits.
Wants from suppliers: Inspection ready exports from our quality records; Training assignment and tracking tied to procedure changes
Not a fit: Generic learning platforms without regulatory features; Tools lacking electronic signature controls
Budget $1K–5K/movotes 0 · needs 0
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We are an early stage neural interface startup building our first regulated product and our quality processes at the same time.
- We are standing up our quality system from scratch and need templates and controls without large consulting fees.
- Cybersecurity documentation for our design history file is written by hand, without tooling for threat analysis.
Wants from suppliers: Starter quality system templates aligned to device standards; Cybersecurity documentation help for submissions
Not a fit: Enterprise suites with long rollouts; Consultancies billing large retainers
Budget under $1K/movotes 0 · needs 0
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We build a robotic surgery system used in hospital operating rooms. Our engineering, quality and field teams are growing as more hospitals adopt the platform across several markets.
- Verifying our robot's embedded software still leans on manual procedures; we want more automated, traceable test runs tied to requirements.
- Each design change means chasing records across tools to keep our quality system evidence complete and inspection-ready.
- Complaints and field feedback arrive through many channels, and routing them into post-market surveillance is slow and manual.
Wants from suppliers: Integrates with requirements management and hardware-in-the-loop rigs; Validation package suitable for a regulated device quality system
Not a fit: Generic web-app testing tools without hardware support; Vendors unable to support computerised system validation
Budget $1K–5K/movotes 0 · needs 0
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We are a neurotechnology startup developing implantable neural interfaces built from novel thin-film materials. Our small engineering teams move a first-of-kind device through clinical and regulatory milestones.
- We compete for rare engineers who know active implants and neural interfaces, and our hiring pipeline is thin and slow.
- Safety standard documentation and verification reports for our implant consume engineering time we would rather spend designing.
- We suspect large parts of our technical file could be drafted and cross-checked automatically from test data and specs.
Wants from suppliers: Experience with deep-tech or hardware startups; Flexible pricing for an early-stage company
Not a fit: Volume recruiting for generalist roles; Enterprise suites needing long deployments
Budget $1K–5K/movotes 0 · needs 0
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We develop an implantable heart support pump moving from clinical studies toward commercial launch. Our teams cover hardware, embedded control software, manufacturing and quality.
- We recently certified our quality system and now need to keep it continuously compliant as processes and teams change quickly.
- Our control software and clinician-facing tools need repeatable automated verification before every pivotal study build.
- Process validation records and supplier files are gathered by hand before each inspection, which strains a small quality team.
Wants from suppliers: Proven use at implantable device manufacturers; French and English support
Not a fit: Tools built only for pure software companies; Pricing tied to large enterprise seat counts
Budget $1K–5K/movotes 0 · needs 0
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We run a cloud platform that helps cardiology clinics monitor patients with implanted and connected devices. We sell to clinics in Europe and are growing a North American customer base.
- Device data arrives from several manufacturers in different formats, and normalising it reliably is our core engineering burden.
- Clinics want our alerts and reports to land directly in their health record systems instead of separate portals.
- Our transatlantic sales and customer success teams track accounts inconsistently, making renewals and expansion hard to forecast.
Wants from suppliers: Hosting compliant with European health data rules; US and European data residency
Not a fit: Consumer wellness analytics tools; Vendors without health data hosting credentials
Budget $1K–5K/movotes 0 · needs 0
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We provide contactless sensing and alerting for hospitals and care homes to help staff prevent patient falls and other care risks. Our algorithms run on edge devices in patient rooms.
- Our algorithms now fall under device rules, and producing the technical documentation for each software change is slow.
- We need a disciplined way to validate and compare model versions across very different care settings before release.
- Hospitals ask for proof that our monitoring stays anonymous; we answer each questionnaire by hand.
Wants from suppliers: Swiss or EU hosting; Understands edge machine learning on devices
Not a fit: Camera or video analytics vendors; Tools built only for language models
Budget under $1K/movotes 0 · needs 0
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We sell an implantable therapy for chronic back pain and are rapidly expanding a field sales and clinical support team across many territories.
- Our fast-growing field team tracks surgeon referrals and cases inconsistently, so pipeline forecasting is unreliable.
- New field reps and clinical specialists need to become credible with surgeons quickly, and onboarding is ad hoc.
- Getting implant procedures authorised by payers delays cases and frustrates referring physicians.
Wants from suppliers: Built for medical device field sales; Mobile-first for reps in hospitals
Not a fit: Retail or e-commerce focused CRMs; Tools needing a dedicated admin team
Budget $1K–5K/movotes 0 · needs 0
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We are a global maker of single-use endoscopes and airway devices, increasingly paired with connected display units and software for hospital procedure rooms.
- Our connected display units need secure firmware and documented vulnerability handling to meet device cybersecurity rules.
- We want to turn procedure video and usage data into analytics hospitals will pay for, after adding new software capabilities.
- A small embedded team ships firmware for many device variants, and regression testing is a bottleneck.
Wants from suppliers: Experience with embedded medical firmware; SBOM and vulnerability reporting for regulators
Not a fit: Web-only security scanners; Analytics tools that cannot run inside hospital networks
Budget $20K+/movotes 0 · needs 0
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We provide radiation therapy machines and oncology software to cancer centres worldwide, and now host clinical software for customers in our own cloud environment.
- A small cloud team supports hospital workloads around the clock, and incident handling across time zones is stretched.
- Monitoring hosted clinical systems for many customers generates heavy telemetry, and we struggle to keep visibility affordable.
- Cancer centres expect our oncology software to exchange data cleanly with their hospital record and imaging systems.
Wants from suppliers: Proven in hosted clinical environments; Regional data residency options
Not a fit: Tools aimed at small software startups; Vendors lacking healthcare security certifications
Budget $20K+/movotes 0 · needs 0
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We make connected neurophysiology recording devices and run remote diagnostic reading services for clinics in Europe and North America, backed by our own machine learning research.
- We are training a large foundation model on physiological signals and need rigorous, repeatable evaluation before clinical use.
- Recordings flow from many partner clinics across countries, and tracking consent and permitted research use is hard.
- Matching incoming studies to qualified technologists and reading physicians across time zones is a daily puzzle.
Wants from suppliers: Handles large biosignal datasets, not only text; European health data hosting
Not a fit: Chatbot-only evaluation tools; Generic shift planners without clinical credentials
Budget $5K–20K/movotes 0 · needs 0
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We make a contactless vital-sign monitor for senior living and care facilities, with a cloud dashboard for care staff. We serve customers in Europe and North America.
- Selling on both sides of the Atlantic means proving compliance with two very different health privacy regimes.
- Care homes want our alerts inside the record systems their staff already use, not in yet another dashboard.
- Our part-time clinical reviewers work variable hours, and covering every alert window is hard to schedule.
Wants from suppliers: Affordable for a small team; Connectors for long-term care record systems
Not a fit: Hospital-scale enterprise contracts; Tools needing on-site installation
Budget under $1K/movotes 0 · needs 0
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We provide cloud-based imaging intelligence for minimally invasive surgery, used for planning and live guidance in operating theatres in Europe and North America.
- Our imaging workloads depend on cloud GPUs, and compute spend grows with every new hospital site.
- Hospitals ask us to prove security certifications repeatedly, and keeping evidence fresh is manual work.
- Our software is used live during surgery, so any outage needs immediate, well-coordinated response at any hour.
Wants from suppliers: Understands GPU and container workloads; Fits a small engineering team
Not a fit: Generic cost tools ignoring GPUs; Large consultancies with long engagements
Budget $1K–5K/movotes 0 · needs 0
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We are a large medical technology group making intensive care, surgical and sterilisation equipment, with growing software teams building connected device and digital health products.
- Product teams need a shared internal platform for builds and deployment that also satisfies security and compliance reviewers.
- We are rolling out AI coding assistants to regulated software teams and need governance around how they are used.
- Our self-hosted observability stack is growing, and keeping storage and operating effort in check is getting harder.
Wants from suppliers: Hybrid deployment across cloud and own data centres; Controls fit for regulated device software
Not a fit: Public-cloud-only SaaS without self-hosting; Tools lacking enterprise access controls
Budget $20K+/movotes 0 · needs 0
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We are a global maker of prosthetics, orthotics and mobility products and also run patient care clinics. Our corporate IT is in the middle of a large business systems overhaul.
- Moving to a new ERP means migrating and reconciling years of master data across plants, warehouses and clinics.
- With many sites and clinics, we need better detection and response across our cloud identity and endpoint estate.
- The ERP redesign is our chance to cut manual steps from period-end close across many subsidiaries.
Wants from suppliers: Certified for our ERP vendor's newest suite; Integrates with our existing productivity security stack
Not a fit: Startups without enterprise references; Tools built for a single small entity
Budget $20K+/movotes 0 · needs 0
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We design and manufacture implantable cardiac and vascular devices and operate a long-running remote monitoring service that transmits device data to physicians worldwide.
- Our remote monitoring service is certified to an information security standard, and recertification evidence still takes manual effort.
- Connected transmitters in patients' homes must be continuously assessed for new vulnerabilities across their whole service life.
- Security governance spans many subsidiaries, and we cannot see control gaps until an audit finds them.
Wants from suppliers: Experience with long-lived connected medical hardware; Control mapping across security and device rules
Not a fit: Tools that assume frequent over-the-air updates; US-only hosting providers
Budget $20K+/movotes 0 · needs 0
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We provide wearable remote monitoring with predictive alerts for patients with chronic respiratory disease, used by clinicians and home care providers.
- National health data hosting rules and patient consent requirements shape every product decision we make.
- Our predictive alerts depend on home sensor data, and gaps or noisy recordings quietly degrade their accuracy.
- Pulmonologists want our alerts inside hospital records, not in a separate portal they forget to check.
Wants from suppliers: Certified national health data hosting; Pricing suited to a small company
Not a fit: Hosting outside the European Union; Enterprise platforms needing a dedicated admin
Budget under $1K/movotes 0 · needs 0
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