mailrun.ai
Operator library

Practical infrastructure notes for outbound operators.

Not content for content's sake — field-tested writing on domain density, warmup, deliverability signals, and outbound operations at scale.

Buyers GuideFEATURED · 5 MIN READ

The economics of a $2.50 inbox

Google sells the seat for $8.40. Someone is retailing it for $2.50. The price gap deserves an explanation, especially when the replacement guarantee covers the mailbox but leaves the buyer holding the operational loss.

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6 MIN READDeliverability

The Case for Five Campaign Sends per Inbox per Day

Sending five campaign emails per inbox each day creates a wider base, reduces reputation exposure, and ties less of the total operation to any one domain.00

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7 MIN READAI & Outbound

Using AI in Cold Email: Research, Risks, and Human Review

AI can reduce the time required to research, draft, and review outbound email, but the available evidence does not support replacing factual verification and human editorial control.

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2 MIN READInfrastructure

Inbox density: why up to 10 per domain beats 50

High density looks efficient until domain reputation starts carrying the bill for every sender on it. A look at the math behind keeping headroom on every domain.

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2 MIN READDeliverability

Why two weeks is the floor, not the finish line

Two weeks is a useful starting point for a fresh domain, but warm-up should continue as campaign volume increases.

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2 MIN READInfrastructure

The domain bench: how mature teams avoid preventable failure

Active, benched, repair, and replace states provide a practical framework for managing domain health.

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2 MIN READDeliverability

What bounce data tells you that campaign dashboards do not

Provider-level rejections can expose list, message, and domain issues earlier than opens.

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2 MIN READBuyers Guide

What to ask before buying another thousand inboxes

Capacity is easy to quote. The real questions are signals, support, ramp, and repair paths.

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2 MIN READInfrastructure

Pre-warmed vs fresh: which path fits your client launch

When a deadline is real, reserved capacity beats waiting through a full build cycle.

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Less reading, more sending?

Put the operating model to work and size the infrastructure your next launch needs.