Pipeline math
for cold outbound.

Pipeline math is the arithmetic underneath a cold email campaign: how many contacts a market holds, how many of them reply, how many of those replies become meetings, and how many inboxes it takes to send that volume without burning a domain. Get the arithmetic wrong and no amount of copy rescues the quarter, because the ceiling was set before the first send. These posts publish the operating numbers GrowthPal runs on, the ratios that hold across accounts, and the points where a forecast quietly stops being arithmetic and starts being a hope. Every figure on these pages is counted the same way, and each one links back to the method behind it.

Every Pipeline Math post

GrowthPal publishes 1 pipeline math post, listed newest first. Each one states the numbers it relies on and links to the method behind them, so a figure quoted here can be traced to how it was counted rather than taken on trust.

Pipeline Math

Cold Email Benchmarks 2026

Cold email benchmarks for 2026 from our own campaigns: 67,934 contacts reached, 449 interested replies, best campaign at 83.47% positive replies. See the data.

Where to go next

The full index carries every GrowthPal post across all categories: all insights. Every number quoted in these posts is counted the way the methodology block describes, and the terms are defined in the outbound glossary.