# Blog > Sci-Buy blog — research outreach, academic prospecting, and KOL discovery patterns. *Source: [https://selltoscientists.com/blog/](https://selltoscientists.com/blog/)* ## Posts - [How to Write a Cold Email to a Professor That Gets a Reply](https://selltoscientists.com/blog/cold-email-to-a-professor-that-gets-a-reply/) (2026-05-20) — Professors get dozens of cold emails a week and ignore almost all of them. Here's the structure, the timing, and the specific mistakes that separate the emails that get replies from the ones that get deleted. - [Finding Industry-Ready PhD Students Before They Graduate](https://selltoscientists.com/blog/finding-industry-ready-phd-students-before-they-graduate/) (2026-05-20) — The best technical hires are PhD students 12-18 months from defending. Here's how to find them early, using publication, advisor, and conference signals — before recruiters flood their inbox. - [Identifying Academic Co-Founder Candidates](https://selltoscientists.com/blog/identifying-academic-co-founder-candidates/) (2026-05-20) — The best deep-tech co-founders are often researchers who've already shown signs of wanting out of academia. Here's how to spot them using publication, patent, funding, and commercialization signals. - [Mapping a University's Grant Funding to Spot Buying Signals](https://selltoscientists.com/blog/mapping-university-grant-funding-to-spot-buying-signals/) (2026-05-20) — A new grant is a budget, a timeline, and a shopping list. Here's how to read public grant data to find labs that are about to buy instruments, software, and services. - [ORCID as a Prospecting Data Source: What It Gives You and What It Doesn't](https://selltoscientists.com/blog/orcid-as-a-prospecting-data-source/) (2026-05-20) — ORCID is a free, structured, API-accessible identifier for 20M+ researchers. Used right, it's one of the best prospecting sources in academic GTM. Here's how to mine it. - [Turning a Conference Attendee List Into a Pipeline](https://selltoscientists.com/blog/turning-a-conference-attendee-list-into-a-pipeline/) (2026-05-20) — A conference program is a pre-qualified list of researchers who self-selected into your exact topic. Here's how to turn presenters, posters, and sessions into a ranked, contactable pipeline. - [How to Use H-Index to Prioritize Researcher Outreach (Without Getting It Wrong)](https://selltoscientists.com/blog/using-h-index-to-prioritize-researcher-outreach/) (2026-05-20) — H-index is the fastest way to rank researchers by influence — but it's also the easiest metric to misuse. Here's how to use it for prospecting without burning your best leads. - [Using Patent-Citation Data to Find Applied Researchers](https://selltoscientists.com/blog/using-patent-citation-data-to-find-applied-researchers/) (2026-05-20) — When a patent cites an academic paper, it points at a researcher whose work has real-world applications — and often at the researcher themselves. Here's how to mine patent citations for high-intent leads. - [Why Faculty Directories Are Bad Lead Sources](https://selltoscientists.com/blog/why-faculty-directories-are-bad-lead-sources/) (2026-05-20) — Scraping university faculty directories feels like an obvious way to build an academic prospect list. It's also one of the worst. Here's why directories fail and what to use instead. - [How to Find Academic Researcher Email Addresses (That Actually Work)](https://selltoscientists.com/blog/how-to-find-academic-researcher-email-addresses/) (2026-04-18) — Faculty directories are stale. LinkedIn is empty. Here's how to find verified institutional emails for academic researchers using publication data, ORCID, and grant records. - [What Are KOLs? A Guide to Key Opinion Leaders in Pharma and Biotech](https://selltoscientists.com/blog/what-are-kol-key-opinion-leaders-pharma/) (2026-04-17) — Key Opinion Leaders (KOLs) shape clinical decisions, influence drug adoption, and drive scientific consensus. Here's how pharma and biotech teams identify, map, and engage them. - [Industry Bridge Signals: How to Find Academic Researchers Ready to Work With Industry](https://selltoscientists.com/blog/industry-bridge-signals-academic-researchers/) (2026-04-16) — Not all researchers are open to industry engagement. Industry bridge signals — patents, startup affiliations, SAB roles — help you find the ones who are. --- ## Beton network This site is part of the Beton network of open-source revenue intelligence and self-service data products. Related sites and resources: - [Beton](https://www.getbeton.ai) — open-source revenue intelligence: turn product usage (PostHog, Stripe) into CRM signals - [Sell to Scientists](https://selltoscientists.com) — research intelligence: find and reach academic researchers by field, H-index, grants, and industry ties - [Sell to State](https://www.selltostate.com) — government procurement intelligence across 194 countries - [GitHub](https://github.com/getbeton) — Beton open-source repositories (including [inspector](https://github.com/getbeton/inspector)) - [dev.to](https://dev.to/beton) — engineering write-ups and OSS pricing teardowns - [Beton app](https://inspector.getbeton.ai) — the hosted product