The blog
Outbound, from the data.
Field notes on cold email, deliverability, outbound systems and go-to-market. Written from what we measure across client campaigns, not from taste.
Four Layers in Your GTM System: Who Owns ThemThe four layers in your GTM system are data, orchestration, execution, agents. The only question that decides your risk: who owns them when the agency leaves.
AI ROLESAI Account Researcher: What It Does and How to Build OneAn AI account researcher is a human-in-the-loop role that studies target accounts and contacts, then hands a rep a decision-ready brief. It never sends. Here is what it researches and how to build one on your stack.
AI ROLESHow to Implement AI in B2B Sales Without the HypeMost AI sales pilots fail because teams buy a tool before fixing a task. Here is a practical framework: start from the workflow, pick high-ROI use cases, keep a human gate, and measure revenue outcomes instead of raw output.
GTM STRATEGYGTM Strategy for B2B SaaS: A Practical FrameworkA six-part operator framework for building a go-to-market strategy in B2B SaaS, from ICP and motion selection through pipeline, RevOps and human-in-the-loop AI roles. Built on current benchmarks, not theory.
GTM STRATEGYFounder-Led GTM Playbook for 1 to 10 HeadcountA practical founder-led GTM playbook for teams at 1 to 10 headcount: the motions that fit pre-scale, how founder sales actually works, and the repeatability gate that tells you when to hire.
GTM STRATEGYWhat Is a GTM Motion? Definitions and ExamplesA plain definition of a go-to-market motion, with a comparison of product-led, sales-led, marketing-led and channel-led approaches and a rule for choosing by ACV and buyer.
OUTBOUNDManaged Outbound vs Build-Out: Which Model Fits?A decision framework for choosing between done-for-you managed outbound and a build-out you own, mapped to your GTM stage, team and budget, with a side-by-side comparison table.
OUTBOUNDB2B Cold Email Sequences That Book MeetingsMost teams confuse activity with technique. This guide breaks down the sequence structure, cadence, and follow-up discipline that turns cold emails into booked meetings, using named 2025-2026 benchmarks.
PAID MEDIALinkedIn Ads for B2B Lead Generation: A Practical GuideA practical operator guide to running LinkedIn Ads for B2B lead generation: ABM-style targeting, ad formats, Lead Gen Forms versus landing pages, realistic UK and European CPL, and the measurement model that decides whether the channel works.
PAID MEDIAPaid Media for B2B Demand Generation, Beyond Click to LeadMost B2B paid media optimises for the form fill, but the form fill is the end of a journey your attribution model never saw. Here is how to split spend between creating demand and capturing it, and measure both with owned data.
REVOPSRevOps for B2B SaaS Startups: When and How to Set It UpA practical, headcount-staged guide to RevOps for B2B SaaS startups: the friction signals that mean you need it, and the CRM and data foundation to fix before you hire or buy a single tool.
REVOPSB2B Pipeline Conversion Rate Benchmarks 2026Conversion benchmarks by funnel stage, with the denominator traps and committee math behind falling win rates, and the few levers that genuinely move pipeline in 2026.
GTM STRATEGYB2B GTM for Fintech: What Is DifferentSelling software to financial firms is the most-gated motion in B2B. Here is what changes for fintech GTM: who holds the veto, why compliance is the product, and why you are sold before the RFP.
AI ROLESHuman-in-the-Loop AI Sales: The Case Against Full Automation in B2B OutboundFull automation burns domains, ships hallucinations, and erodes buyer trust. The operator case for running AI as a supervised role in B2B outbound, not an unattended tool.
AI ROLESWhat Is an AI SDR (and Why Most Get It Wrong)An AI SDR works as a supervised, human-in-the-loop role, not an unattended replacement. Here is a plain definition, a tool-vs-role comparison table, and what an AI SDR should and should not own in B2B sales.
OUTBOUNDB2B Cold Email Reply Rate Benchmarks 2026A data-led 2026 benchmark for B2B cold email reply rates. The honest average is 3.4% to 5.8% across three large vendor datasets, with a top decile above 10%. Here is what good looks like and the levers that move it.
LEAD GENERATIONHow to Build a B2B Prospect List, Step by StepA six-step operator playbook for building a B2B prospect list that actually sends: scope the ICP, source from data and signals, enrich, verify emails, segment, and hand to outbound. Built on owned data, not rented scrapes.
OUTBOUNDHow to Build an Ideal Customer Profile for Outbound SalesMost outbound campaigns do not fail because the copy is bad. They fail because the wrong people get emailed. A strong ICP tells you who to target, who to skip, what to say, and why now is a good time.
DELIVERABILITYEmail Deliverability for Cold Outreach: How to Stay Out of Spam in 2026Cold outreach has one simple truth: if the email does not land, the offer does not matter. Deliverability is the difference between sending 10,000 emails and starting 42 sales conversations.
DELIVERABILITYCold Email Infrastructure: Domains, Mailboxes, Warmup, SPF, DKIM and DMARC ExplainedCold email is not just copy. You can write a strong email and still hit spam if the setup behind it is weak. The inbox decides whether your campaign gets a chance.
LEAD GENERATIONB2B Lead Generation: A Practical Pipeline Infrastructure GuideMost B2B lead generation fails because the work gets split into parts that never meet. A pipeline needs the right accounts, message, channel mix, and a clear route from first touch to booked call.