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The Lab Notes

GTM insights for B2B startups.

Practical content on outbound sales, AI tooling, and GTM strategy. Written from the operator's seat, not the analyst's chair.

June 2026

AI Has Not Changed What Works in Sales. It Accelerated It.

The full AI-SDR replacement thesis largely failed by 2024. Here is what actually works, and why the fundamentals still decide the outcome.

June 2026

Account Scoring Done Right

Custom signals beat basic filters every time. How to build a scoring model that surfaces the accounts most likely to convert.

June 2026

How to Use AI for Outbound That Actually Converts

8 tactics for using AI across the full outbound workflow, without losing relevance or control. Most teams are barely scratching the surface.

June 2026

Signal-Based Targeting: How to Identify Accounts in Motion

Firmographic filters tell you who fits. Signals tell you who is ready. Here is how to build outbound around the accounts most likely to buy right now.

June 2026

Waterfall Enrichment: Why One Data Provider Is Never Enough

A single provider covers 40 to 55 percent of your list. Waterfall enrichment sequences multiple sources to reach 80 to 90 percent coverage, and you only pay for what it finds.

June 2026

AI Personalization at Scale: Relevance Without the Manual Work

Manual personalization does not scale. Generic templates do not convert. Here is how AI closes that gap and where human judgment still has to live.

June 2026

Multi-Touch Sequencing: Why Persistence Is a Strategy, Not a Tactic

Most replies arrive after touch four through eight. Most teams stop at one or two. Here is what a well-built sequence actually looks like.

July 2026

Website Visitor Identification: Turning Anonymous Traffic into Outbound Pipeline

Most B2B visitors never fill out a form. Visitor identification reveals who they are and gives you a reason to reach out at exactly the right moment.

July 2026

Reply Classification: How to Make Sure No Response Falls Through the Cracks

Interested, not now, wrong person, objection, referral: each requires a different response. Here is how AI reply classification works and why the routing logic is what makes it valuable.

June 2026

The Full GTM Cycle: Best AI-Native Tools for Each Stage

A stage-by-stage breakdown of the best tools for early-stage B2B outbound, curated for seed and Series A teams based on hands-on experience and current market signals.