{"data":[{"slug":"quartzy","name":"Quartzy","tagline":"Centralized inventory management and procurement platform for life science laboratories","homepage":"https://www.quartzy.com","category":{"slug":"lab-information-systems","name":"Lab Information Systems"},"vendor":null,"score":{"composite":59.4,"confidence":0.58,"confidenceBand":"medium","breakdown":{"price_level":{"value":50,"weight":0.105,"present":true,"contribution":5.3},"reliability":{"value":0,"weight":0.063,"present":false,"contribution":0},"capabilities":{"value":67.1,"weight":0.043,"present":true,"contribution":2.9},"integrations":{"value":33,"weight":0.049,"present":true,"contribution":1.6},"security_posture":{"value":85,"weight":0.042,"present":true,"contribution":3.6},"pricing_transparency":{"value":75,"weight":0.094,"present":true,"contribution":7.1}},"computedAt":"2026-09-22T13:58:33.605Z","stale":false},"uri":"https://www.vioscale.ai/software/quartzy"},{"slug":"dotmatics","name":"Dotmatics","tagline":"AI-powered platform combining electronic lab notebooks, data analysis, and intelligent automation for R&D teams","homepage":"https://www.dotmatics.com","category":{"slug":"lab-information-systems","name":"Lab Information Systems"},"vendor":null,"score":{"composite":43.6,"confidence":0.25,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.105,"present":false,"contribution":0},"reliability":{"value":0,"weight":0.063,"present":false,"contribution":0},"capabilities":{"value":91.6,"weight":0.043,"present":true,"contribution":4},"integrations":{"value":57.6,"weight":0.049,"present":true,"contribution":2.8},"security_posture":{"value":5,"weight":0.042,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.094,"present":true,"contribution":0}},"computedAt":"2026-09-06T16:32:50.126Z","stale":false},"uri":"https://www.vioscale.ai/software/dotmatics"},{"slug":"benchling","name":"Benchling","tagline":"A platform for managing research workflows with integration capabilities for laboratory systems and third-party applications.","homepage":"https://www.benchling.com","category":{"slug":"lab-information-systems","name":"Lab Information Systems"},"vendor":null,"score":{"composite":42.1,"confidence":0.47,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.105,"present":false,"contribution":0},"reliability":{"value":49.5,"weight":0.063,"present":true,"contribution":3.1},"capabilities":{"value":91.6,"weight":0.043,"present":true,"contribution":4},"integrations":{"value":33,"weight":0.049,"present":true,"contribution":1.6},"security_posture":{"value":65,"weight":0.042,"present":true,"contribution":2.7},"pricing_transparency":{"value":0,"weight":0.094,"present":true,"contribution":0}},"computedAt":"2026-09-07T08:44:45.674Z","stale":false},"uri":"https://www.vioscale.ai/software/benchling"},{"slug":"starlims","name":"STARLIMS","tagline":"Automated laboratory workflow and sample management platform","homepage":"https://www.starlims.com","category":{"slug":"lab-information-systems","name":"Lab Information Systems"},"vendor":null,"score":{"composite":40,"confidence":0.28,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.105,"present":false,"contribution":0},"reliability":{"value":50,"weight":0.063,"present":true,"contribution":3.2},"capabilities":{"value":67.1,"weight":0.043,"present":true,"contribution":2.9},"integrations":{"value":0,"weight":0.049,"present":false,"contribution":0},"security_posture":{"value":5,"weight":0.042,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.094,"present":true,"contribution":0}},"computedAt":"2026-10-06T22:42:05.576Z","stale":false},"uri":"https://www.vioscale.ai/software/starlims"}],"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-10-07T00:39:57.237Z","disclaimer":"Independent, evidence-based. Every fact carries provenance.","profile":"balanced","weights":{"price_level":0.105,"reliability":0.063,"capabilities":0.136,"repo_stars":0.026,"integrations":0.084,"dependent_projects":0.063,"dev_activity":0.094,"release_cadence":0.052,"security_posture":0.042,"package_downloads":0.136,"security_score":0.042,"pricing_transparency":0.094,"community_qa_activity":0.063}}}