The Regional Marketing Log.
Practical lessons from regional campaigns and the systems built behind them.
Original research and build notes
Start with work you can inspect: a bounded experiment, recorded link observations, or a documented implementation. Survey compilations elsewhere in this blog summarize external research; they are not surveys conducted by this site.
- Four-run crawler experiment
Inputs, outputs, costs and timeout limits for the author's crawler and a local Firecrawl route. A small test, not a universal product ranking.
- Six-page backlink attribute audit
Recorded Apify and GitHub link attributes, with downloadable observations and limits on what they establish about SEO value.
- Building a source-backed LLM publication
A practical case study in versioned records, evidence states and corrections, with links to the public implementation.
How to evaluate the evidence · Ownership, affiliate links and sponsorships
AI Coding Assistant Pricing 2026: Copilot, Cursor and Devin
Compare 11 selected AI coding plans from official pricing pages: monthly fees, team base costs, usage limits, and an open CSV/JSON dataset.
How I Built Local LLM Updates: A Source-Locked Workflow
A practical build case study on tracking local LLM releases with source locks, versioned model records, reproducible benchmarks, and visible corrections.
Lead Response Time Statistics: B2B Speed-to-Lead Data
40 source-locked B2B lead response time statistics from primary 2024, 2021 and historical 2011 studies, with denominators and free datasets.
Demand Generation Statistics 2026: KPIs, Handoff and Measurement
35 source-locked demand generation statistics for 2026 on ROI confidence, targeting, lead handoff, ABM measurement and MQL definitions, with free data.
Martech Stack Benchmarks 2026: Utilization, Integration and AI Overlap
22 source-locked martech claims plus 10 labeled enterprise SaaS comparisons for 2026, covering utilization, tool churn, AI overlap and integration.
B2B Buyer Journey Statistics 2026: 30 Data Points
30 source-backed B2B buyer journey statistics covering cycle length, Day One shortlists, seller contact, buying groups, AI and observed touchpoints.
B2B Sales Benchmarks 2026: Win Rates, Quota & Cycles
50 source-backed B2B sales benchmarks for 2026 covering win rates, quota attainment, sales cycles, seller time, AI, pipeline, stakeholders and expansion.
LinkedIn Ads Benchmarks 2026: ROAS, CPC & Funnel Data
24 source-backed LinkedIn Ads benchmarks for 2026 covering CPC, ROAS, company-level cost, budget share, funnel influence and time to revenue.
LLM Market Share 2026: Enterprise Usage & Web Traffic
34 source-backed LLM market share data points separating enterprise model usage, API spending, open-source workloads and consumer web traffic.
Vibe Coding Statistics 2026: Security Benchmarks
24 primary-source vibe coding statistics for 2026 comparing functional correctness, secure implementations, agent frameworks and mitigation results.
Backlink Audit 2026: Apify and GitHub Link Attributes
A six-page audit of Apify and GitHub backlink attributes, indexability, SEO meaning, limitations, and reusable open data.
Email Deliverability Statistics 2026: Inbox & Spam Data
56 source-backed email deliverability statistics for 2026 on inbox placement, spam complaints, authentication, bounce rates and sender requirements.
Google Trends API Landscape 2026: 5 Options Compared
Source-locked comparison of the official Google Trends API alpha, SerpApi, DataForSEO, Bright Data, and an Apify daily trends actor.
