The field notes.
Practitioner-written guides on GTM, outbound, LinkedIn Ads, cold email, and GTM engineering. Real data, named clients, no fluff.
AI SDR vs Human SDR: What Actually Works for B2B Pipeline in 2026
AI SDR tools automate sending, not targeting. This guide compares AI and human SDRs across 16 dimensions with verified data from Artisan, 11x, Regie, and real B2B campaigns.
16 Oct 2026→B2B Outbound Benchmarks 2026: Reply Rates, Conversion Rates, and Cost Per Meeting
2026 outbound benchmarks across email, LinkedIn, and phone with 20+ data tables. Signal-led vs generic performance gap. Named client data from 30+ B2B builds.
16 Oct 2026→What a Clay Agency Actually Does (And How to Choose One)
The difference between a Clay setup and Clay-powered GTM engineering. 5 evaluation criteria, 10 hiring questions, and how to tell if an agency builds systems or just tables.
16 Oct 2026→ColdIQ Alternatives [2026]: 10 GTM Engineering Agencies Compared
ColdIQ pivoted to a self-serve API. Here are 10 done-for-you GTM engineering agencies for B2B outbound, ranked by evidence with a comparison table.
16 Oct 2026→Frontal Alternatives [2026]: 10 GTM Engineering Agencies for B2B Outbound
Frontal (formerly ColdIQ's agency) is one option for Clay-powered GTM engineering. Here are 10 alternatives compared by delivery model, pricing, and verified results.
16 Oct 2026→Outbound Agency vs In-House SDR Team: The Real Cost Comparison for B2B
The false binary of agency vs in-house ignores a third option. Real cost breakdown of hiring SDRs ($196-286K year one), renting from an agency, or installing then handing over.
16 Oct 2026→Best GTM Engineering Agencies in the UK [2026]: Ranked by Evidence
11 UK-based GTM engineering agencies ranked by verified client results, Clay expertise, and delivery model. Comparison table and decision matrix included.
15 Oct 2026→Best GTM Engineering Agencies [2026]: Ranked by Evidence
11 GTM engineering agencies ranked by verified client results, delivery model, and pricing. Includes methodology, decision matrix, and 5-step buying framework.
15 Oct 2026→The GTM Engineering Tech Stack in 2026: Every Tool We Use to Build B2B Pipeline
The 7-layer GTM engineering stack including AI tools (Claude Code, Cursor) and infrastructure (Vercel, Railway) that most stack articles ignore. Real tools from 30+ builds.
15 Oct 2026→GTM Engineering vs RevOps: What's the Difference and Which Does Your B2B Team Need?
GTM engineering builds pipeline systems. RevOps aligns sales, marketing, and CS processes. This guide compares both across 13 dimensions with a decision framework.
15 Oct 2026→How to Hire a GTM Engineer (Or Why You Might Want to Build Instead)
GTM engineer salary benchmarks, skills matrix, interview questions, and the case for building the system first then hiring to run it. 2026 data from 1,000+ job postings.
15 Oct 2026→What Is GTM Engineering? The Definitive Guide for B2B Companies
GTM engineering is the discipline of building the systems a B2B company uses to generate pipeline. This guide covers the 5 layers, tools, build vs buy, and real case studies.
15 Oct 2026→Best B2B GTM Agencies in the UK [2026]: Ranked by Evidence
11 UK-based go-to-market agencies ranked by verified client results, delivery model, and pricing transparency. Includes comparison table and decision matrix.
13 Oct 2026→Clay vs Apollo in 2026: Full Comparison for B2B Outbound Teams
Clay and Apollo solve different problems. This comparison covers data accuracy, workflows, pricing, and when to use each based on building outbound systems for 30+ B2B companies.
13 Oct 2026→LinkedIn Ads Attribution for B2B: How to Prove ROI and Track What Actually Works
A three-layer attribution system for B2B LinkedIn Ads combining UTM tracking, company-level attribution via Fibbler, and self-reported data to prove ROI across long sales cycles.
13 Oct 2026→How to Build a B2B Outbound System in 90 Days
The difference between sending emails and building a system. A 90-day framework for B2B outbound with targeting, signals, infrastructure, and measurement.
22 Sept 2026→How to Build a Buying Signals Model for B2B Outbound
Static lists are why your outbound is not working. How to build a buying signals model that prioritises accounts by timing, not just fit.
22 Sept 2026→How to Reduce LinkedIn Ads CPL for B2B
Most B2B companies overpay for LinkedIn Ads by 10x or more. How to reduce CPL with better targeting, creative, and landing pages.
22 Sept 2026→Signal-Led Outbound: Lessons from 30+ B2B Companies
What actually works in signal-led outbound, based on installing systems for 30+ B2B companies. Covers signal types, timing, and common mistakes.
22 Sept 2026→Best B2B RevOps Agencies [2026]: Ranked by Evidence
The best RevOps agencies for B2B SaaS, ranked by verified client results, methodology depth, and pricing transparency.
18 Sept 2026→How to Map a Complex Total Addressable Market for B2B Outbound
Most B2B companies get TAM mapping wrong because their market does not fit standard filters. This guide covers signal-led targeting and AI enrichment.
18 Sept 2026→GTM Engineering for VC and PE Portfolio Companies
How VCs and PE firms can deploy standardised RevOps systems across their portfolio with staggered rollout and consistent pipeline reporting.
18 Sept 2026→What is AI RevOps? The Complete Guide for B2B
AI RevOps is the practice of using AI to automate revenue operations for B2B companies. This guide covers signal-led targeting, tools, case studies, and how to evaluate an agency.
18 Sept 2026→What is Outbound RevOps? How B2B Companies Build Scalable Outbound Systems
Outbound RevOps is the infrastructure layer that turns manual outbound into a repeatable system. Covers the 5-layer stack, tools, and case studies.
18 Sept 2026→Best B2B GTM Agencies [2026]: 12 Agencies Ranked by Evidence
A practitioner's ranking of the 12 best go-to-market agencies for B2B SaaS, scored on verified client results, methodology, and pricing transparency.
15 Sept 2026→Best B2B Outbound Agencies [2026]: 12 Agencies Ranked by Evidence
The 12 best B2B outbound sales agencies ranked by verified pipeline data, methodology, and pricing. Built for B2B companies scaling revenue.
15 Sept 2026→Best Cold Email Agencies [2026]: 12 Agencies Ranked by Evidence
The 12 best cold email agencies for B2B, ranked by verified reply rates, deliverability infrastructure, and pricing. No pay-per-lead models.
15 Sept 2026→Best LinkedIn Ads Agencies for B2B SaaS [2026]: 12 Ranked by Evidence
12 LinkedIn advertising agencies ranked for B2B SaaS. Scored on verified ROAS, campaign methodology, and pricing transparency.
15 Sept 2026→How to Build an Ideal Customer Profile (ICP) That Actually Converts
The Fit-Signal-Timing framework we use across every client engagement, with real campaign data and a template you can use today.
15 Sept 2026→RevOps for B2B Startups: What It Is and When You Actually Need It
Stage-specific RevOps advice by ARR band, with opinionated tool recs, a hire vs fractional vs agency framework, and real campaign data.
15 Sept 2026→