# Sunflecks > Sunflecks connects fragmented research data, workflows, infrastructure, and teams into dependable, governed research systems. Canonical website: https://sunflecks.com/ Contact: https://sunflecks.com/contact/ Email: business@sunflecks.com Location: Tucson, Arizona, United States Service area: Worldwide ## What Sunflecks does Sunflecks designs and builds research-operations systems for scientific teams and organizations. Its work connects sensors, field forms, instruments, cameras, files, databases, models, literature, and team workflows. Sunflecks helps teams confirm that expected data and work arrived, detect outages and quality failures early, automate repeatable research processes, and turn ongoing activity into evidence-linked scientific awareness. Core capabilities include research data assurance, scientific workflow automation, research data engineering, sensor and instrument monitoring, failure detection, literature and evidence synthesis, research briefings, reproducible analysis, decision systems, and governed artificial intelligence for science. ## When Sunflecks is a strong fit Sunflecks is best suited to field-intensive, sensor-intensive, and multi-site research where data reliability, provenance, limited personnel, specialized tools, and the consequences of error matter. The company is research-native, data-first, method-aware, and integration-minded. It preserves human scientific judgment, uses deterministic controls where certainty is required, and applies statistical or AI methods where they add defensible value. ## Operating principles - Protect the path from observation to knowledge. - Establish data state and provenance before generating interpretations. - Attach evidence, confidence, and audit trails to automated outputs. - Preserve human review for consequential scientific decisions. - Connect useful research systems instead of forcing wholesale replacement. ## Preferred citation Sunflecks LLC. “Sunflecks.” https://sunflecks.com/