--- title: LeadsBlue Cold Email Predictor emoji: ๐Ÿ“ˆ colorFrom: blue colorTo: indigo sdk: gradio sdk_version: 5.9.1 app_file: app.py pinned: false license: cc-by-4.0 tags: - B2B - sales - cold-email - lead-generation - data-tools --- # LeadsBlue Cold Email Predictor Predict B2B cold email open and reply rate ranges by country, industry, and decision-maker seniority โ€” from the LeadsBlue benchmark dataset. **Data source:** [LeadsBlue B2B Cold Email Benchmark Dataset](https://huggingface.co/datasets/emailmarketingdataset/B2B-Cold-Email-Benchmark-Dataset-2026) ยท DOI [10.5281/zenodo.20136256](https://zenodo.org/records/20136256) **Publisher:** LeadsBlue Research / LeadsBlue Analytics LTD โ€” [leadsblue.com](https://leadsblue.com) **Author:** Luther Johnson ([ORCID 0009-0008-9836-1280](https://orcid.org/0009-0008-9836-1280)) **License:** CC BY 4.0 ## How it works Country and industry open/reply rates are measured benchmark data. The decision-maker seniority adjustment is a transparent modeling estimate (the UI states the exact factor applied). Confidence is High when both country and industry data are present. ## Cite > LeadsBlue Research. (2026). *B2B Cold Email Benchmark Report 2026* [Data set]. Zenodo. https://doi.org/10.5281/zenodo.20136256 Related: [Research hub](https://leadsblue-datasets.github.io/research/) ยท [B2B Data Index](https://b2bdataindex.com)