{ "generated_at": "2026-09-02T14:29:09.008Z", "source": "Dealroom API early access", "api_endpoint": "/data/companies/{company_id}/similar", "anchor_source": "/api/cookbooks/company-360-brief/data/brief.json", "methodology": "Dealroom ranks candidates by weighted overlap across sector, sub-industry, industry, client focus, technology, and income stream. Shared tags are intersected locally for explanation; the script does not recreate or alter the API ranking.", "query": { "company_id": "a3741a91-cbe8-4a50-9dba-69b4ee612973", "filter": "and(hq_location[eq]:34,is_startup[eq]:true,company_status[eq]:operational)", "limit": 12, "include_total": true, "currency": "USD" }, "anchor": { "uuid": "a3741a91-cbe8-4a50-9dba-69b4ee612973", "name": "Cerrion", "tagline": "Accelerating the transitions to autonomous manufacturing using video-based AI", "image": "https://storage.googleapis.com/dealroom-images-production/2025/09/22/4ead180c1d5c6c9c52e4ecc426fb5d99.png", "dealroom_url": "https://app.dealroom.co/companies/cerrion", "website": "http://cerrion.com", "launch_year": 2021, "hq_city": "Kloten", "hq_country": "Switzerland", "total_funding_usd": 23125000, "signal_rating": 91.4, "tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2050001, "name": "Quality Management", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2269701, "name": "YC S22", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 2298901, "name": "Swiss DT AI/ML", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, "summary": { "companies_returned": 12, "companies_hiring": 6, "countries_represented": 6 }, "companies": [ { "rank": 1, "uuid": "826edc5f-68a1-4d23-9901-279c4db53f02", "name": "EthonAI", "tagline": "Redefining quality management for manufacturing", "image": "https://storage.googleapis.com/dealroom-images-production/2026/08/26/94fca7006a2b73bc3ae7d24edb6b0420.png", "dealroom_url": "https://app.dealroom.co/companies/ethon_ai_ag", "website": "https://ethon.com", "launch_year": 2021, "hq_city": "Zurich", "hq_country": "Switzerland", "employee_count": 56, "total_funding_usd": 24470000, "funding_round_count": 4, "signal_rating": 85.65, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2050001, "name": "Quality Management", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 2298901, "name": "Swiss DT AI/ML", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, { "rank": 2, "uuid": "b93c112d-c370-4683-9843-7c9907cc93e1", "name": "Neural Concept", "tagline": "AI intelligence layer for engineering product development.", "image": "https://storage.googleapis.com/dealroom-images-production/2025/10/02/a313fc46f7af07e4db80735df025ac83.png", "dealroom_url": "https://app.dealroom.co/companies/neural_concept", "website": "https://neuralconcept.com/", "launch_year": 2018, "hq_city": "Lausanne", "hq_country": "Switzerland", "employee_count": 143, "total_funding_usd": 137374167, "funding_round_count": 10, "signal_rating": 94.39, "is_hiring": true, "open_jobs_count": 40, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 2298901, "name": "Swiss DT AI/ML", "type": "sector" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, { "rank": 3, "uuid": "29c4537b-e24d-43d6-bdc6-0a2fc1aa525c", "name": "Wandelbots", "tagline": "We are empowering everyone to work with robots with easy-to-use and unified robotics software solutions. #RobotsForThePeople", "image": "https://storage.googleapis.com/dealroom-images-production/2025/10/07/db0f9f55810cb55d6321b11a99022efd.png", "dealroom_url": "https://app.dealroom.co/companies/wandelbots", "website": "http://www.wandelbots.com", "launch_year": 2017, "hq_city": "Dresden", "hq_country": "Germany", "employee_count": 134, "total_funding_usd": 122120000, "funding_round_count": 6, "signal_rating": 89.9, "is_hiring": true, "open_jobs_count": 6, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" } ] }, { "rank": 4, "uuid": "baebdbb1-0aad-4b02-9fef-8d10df3ce84c", "name": "Verity", "tagline": "Verity is the global leader in autonomous indoor drone systems. Our fully integrated inventory management system is making the zero-error warehouse a reality for big-box retailers, 3PLs, and industrial manufacturers around the globe", "image": "https://storage.googleapis.com/dealroom-images-production/2026/08/27/418ef54a522743d4fce3c6626414caa7.png", "dealroom_url": "https://app.dealroom.co/companies/verity_studios_ag", "website": "https://veritystudios.com/", "launch_year": 2014, "hq_city": "Zurich", "hq_country": "Switzerland", "employee_count": 137, "total_funding_usd": 74927894, "funding_round_count": 8, "signal_rating": 62.6, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" } ] }, { "rank": 5, "uuid": "794a4744-fe27-445e-889b-8d6179cec422", "name": "Manukai", "tagline": "Decision-support for complex manufacturing problems", "image": "https://storage.googleapis.com/dealroom-images-production/2025/09/27/7039aaee6a8adc93e947322312c93339.png", "dealroom_url": "https://app.dealroom.co/companies/manukai", "website": "http://manukai.ch", "launch_year": 2023, "hq_city": "Zurich", "hq_country": "Switzerland", "employee_count": 15, "total_funding_usd": 3000000, "funding_round_count": 2, "signal_rating": 80.44, "is_hiring": true, "open_jobs_count": 1, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 2298901, "name": "Swiss DT AI/ML", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, { "rank": 6, "uuid": "c79ba31c-0f88-43ba-8b27-5191ccaf6953", "name": "RESONIKS", "tagline": "Develops AI‑powered acoustic resonance testing systems to detect structural defects in metal parts for manufacturing quality control", "image": "https://storage.googleapis.com/dealroom-images-production/2025/10/09/1da0cf18e9f566b8ad450d4dec98723d.png", "dealroom_url": "https://app.dealroom.co/companies/resoniks", "website": "https://www.resoniks.com", "launch_year": 2022, "hq_city": "The Hague", "hq_country": "Netherlands", "employee_count": 21, "total_funding_usd": 2915000, "funding_round_count": 3, "signal_rating": 56.03, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 2050001, "name": "Quality Management", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" } ] }, { "rank": 7, "uuid": "2486aabb-7d0e-4534-bef7-d513bd92ec5a", "name": "coatingAI", "tagline": "AI based automation for the coating industry - advanced computer vision and machine learning technologies", "image": "https://storage.googleapis.com/dealroom-images-production/2025/09/21/cacdc5f6dd8ffc41384b94bba5b16f84.png", "dealroom_url": "https://app.dealroom.co/companies/coatingai", "website": "http://coatingai.com", "launch_year": 2021, "hq_city": "Winterthur", "hq_country": "Switzerland", "employee_count": 13, "total_funding_usd": 610000, "funding_round_count": 3, "signal_rating": 68.34, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 2298901, "name": "Swiss DT AI/ML", "type": "sector" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, { "rank": 8, "uuid": "c873830b-9a92-4f6c-a129-51caac44261a", "name": "SMARTEX.AI", "tagline": "AI-powered defect detection for textile manufacturing.", "image": "https://storage.googleapis.com/dealroom-images-production/2025/10/10/dcf4d07c05011b5cb8eea9c6001e0a95.png", "dealroom_url": "https://app.dealroom.co/companies/smartex_ai", "website": "https://smartex.ai", "launch_year": 2018, "hq_city": "Vila do Conde", "hq_country": "Portugal", "employee_count": 83, "total_funding_usd": 65975063, "funding_round_count": 7, "signal_rating": 71.33, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] }, { "rank": 9, "uuid": "da95795e-47e7-4fce-8ea6-ca2cfb1e7c33", "name": "KINEXON", "tagline": "Offers the world’s most advanced full-stack solution for real-time location-based connectivity, intelligence, and automation", "image": "https://storage.googleapis.com/dealroom-images-production/2025/09/22/50c53fab8e999d785a102ad7882833e6.png", "dealroom_url": "https://app.dealroom.co/companies/kinexon", "website": "http://kinexon.com/", "launch_year": 2012, "hq_city": "Munich", "hq_country": "Germany", "employee_count": 220, "total_funding_usd": 130000000, "funding_round_count": 2, "signal_rating": 71.18, "is_hiring": true, "open_jobs_count": 19, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" } ] }, { "rank": 10, "uuid": "6c3a0790-c20a-4e6c-9439-9c0d4f9e12a4", "name": "Flexciton", "tagline": "AI-powered production scheduling for semiconductor manufacturing", "image": "https://storage.googleapis.com/dealroom-images-production/2025/09/26/d998629876eb1c056e74826ca3fd1c80.png", "dealroom_url": "https://app.dealroom.co/companies/flexciton", "website": "http://flexciton.com", "launch_year": 2016, "hq_city": "London", "hq_country": "United Kingdom", "employee_count": 40, "total_funding_usd": 47332410, "funding_round_count": 7, "signal_rating": 69.81, "is_hiring": true, "open_jobs_count": 2, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" } ] }, { "rank": 11, "uuid": "c34e2164-4ce3-4a30-bfdc-7c04bc915b45", "name": "Celonis", "tagline": "The global leader in execution management that provides an Execution Management System to help companies in running their business processes", "image": "https://storage.googleapis.com/dealroom-images-production/2025/10/12/85764708721395d5a02f1dbed8901fd6.png", "dealroom_url": "https://app.dealroom.co/companies/celonis", "website": "celonis.com", "launch_year": 2011, "hq_city": "Munich", "hq_country": "Germany", "employee_count": 4448, "total_funding_usd": 1767500000, "funding_round_count": 6, "signal_rating": 93.18, "is_hiring": true, "open_jobs_count": 160, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 1651201, "name": "Spinout", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 10014703, "name": "Enterprise Software", "type": "industry" } ] }, { "rank": 12, "uuid": "9a771af9-d73a-47d8-b2b0-d16a389df24b", "name": "OnRobot", "tagline": "Provides plug and produce end-of-arm tools and software solutions for collaborative applications", "image": "https://storage.googleapis.com/dealroom-images-production/2024/08/21/9b29a8ca0d60138014ed32804fe8ce9e.png", "dealroom_url": "https://app.dealroom.co/companies/onrobot", "website": "https://onrobot.com/", "launch_year": 2015, "hq_city": "Odense", "hq_country": "Denmark", "employee_count": 89, "total_funding_usd": 94860779, "funding_round_count": 14, "signal_rating": 68.13, "is_hiring": false, "open_jobs_count": 0, "shared_tags": [ { "id": 202, "name": "Artificial Intelligence", "type": "technology" }, { "id": 602, "name": "Deep Tech", "type": "technology" }, { "id": 99301, "name": "Industrial Automation", "type": "sector" }, { "id": 1105001, "name": "Core AI", "type": "sector" }, { "id": 2117101, "name": "Industrial Technology", "type": "sector" }, { "id": 2239001, "name": "Hard Tech", "type": "sector" }, { "id": 2250301, "name": "AI Applications", "type": "sector" }, { "id": 2288701, "name": "DT and LS", "type": "sector" }, { "id": 2296901, "name": "science-based", "type": "sector" }, { "id": 10016503, "name": "Engineering and Manufacturing Equipment", "type": "industry" } ] } ], "limitations": [ "Similarity is taxonomy overlap, not proof that two companies sell the same product.", "Filters change the candidate pool before similarity ranking is applied.", "Shared tags explain overlap but do not expose Dealroom's internal weighting.", "Company tags and headline metrics can change as coverage improves." ] }