Pharma and chemical exporter
Three qualification axes at once — market, grade, and reachability — where a near-miss grade costs exactly the same credit as a perfect match.
Export mode with a country allow-list, grade-level restricted keywords to block the near-neighbour specifications that kept matching, and verified-contact requirements stricter than a typical domestic setup. The restricted list did more work than the approved list.
| Mode | Export — country allow-list rather than Indian state rules |
|---|---|
| Markets targeted | [CONFIRM] — specific destination countries |
| Approved keywords | Product names, grades and pharmacopoeia standards actually carried, plus the synonyms international buyers use |
| Restricted keywords | Adjacent grades, standards not certified for, and categories not handled |
| Contact requirement | Verified mobile or email — not merely listed |
| Quantity minimum | [CONFIRM] — the volume below which an international quotation does not pay back |
| Scheduler | [CONFIRM] — daily run window |
The problem
Export enquiries in regulated categories fail qualification for reasons that are invisible at a glance. A buyer asking for a technical grade and a buyer asking for an AR grade have typed nearly identical words. A pharmacopoeia standard the exporter is not certified against is a hard no regardless of how well everything else lines up. And a market they cannot lawfully supply is worthless no matter how large the order.
Checking that manually is slow, and it degrades. The expensive failure was not obviously irrelevant leads — it was near-miss grades that looked right for the two seconds someone spent reading them.
What we configured
The country allow-list came first, because it removes the largest volume for the least effort. Then the approved keyword set from the product list, covering grades and standards in the terms buyers actually type rather than catalogue names.
The restricted list took longest and mattered most. It meant writing down every adjacent grade, every standard not certified for, and every neighbouring category — things nobody had ever recorded anywhere, because you do not document what you do not sell.
Contact verification was set stricter than usual. International leads with unverified details connect less often, and the credit cost is identical either way.
Validation before spending
The setup ran in test mode first: the full rule engine against real BuyLeads, logging every decision with its reason, picking nothing. Reading that log surfaced both failure directions — terms that were too broad, and good enquiries rejected for a synonym nobody had thought of. Both were fixed before a single credit moved.
Results
[CONFIRM] — operator hours before and after, leads qualified per month, and month-one outcome are pending client sign-off. They will be published here once confirmed. We do not estimate these.
Want the same setup for your catalogue?
Send your product list to support@engyne.space. We build the keyword set, run it in test mode on your account, and read the first logs with you.