Verify before you enroll: credits, MX, and million-row jobs

Enrollment without verification is how domains get burned. BharatGuru AI treats verify, enrich, finder, and import as the same family of jobs — cursor-paged, file-backed, built to survive million-row nights.

Single lookups belong in the product UI. Volume belongs in Job Center. Dumping two million rows into a table is not a product; paging members and streaming status is.

Credits exist so accuracy is not free-for-all. Fifty credits on signup are enough to prove the agent on your book. After that, plans and packs are the meter.

When a job returns catch-all or unknown, do not auto-enroll. Catch-all is a maybe. Unknown is a retry. Valid is the only green light for a sequence.