BigTRI eliminates hardware dependencies of reading the barcode with image-based innovative solutions for mobile and desktop platforms. AI-assisted detection methods provide fast and reliable decoding of barcodes with high accuracy that ensures operational convenience. Algorithms conform existing industrial and retail barcode standards and provides standard-specific improvements with niche approaches.