Blog
Insights on Reddit marketing, AI search visibility, and organic growth strategies.
How to Get ChatGPT to Recommend Your SaaS
The 4 mechanisms ChatGPT uses to pick which SaaS to name, a 10-prompt diagnostic to see where you stand, and a decision framework for which lever to pull first.
Andrew Levenko·Jun 6, 2026·9 min read
How to Measure Share of Voice in ChatGPT (Free DIY Playbook)
You do not need a $499 tracker to measure brand share of voice in ChatGPT. You need 50 locked prompts, a weighted scoring formula, and a Google Sheet. The full operator playbook, plus when DIY stops being good enough.
Andrew Levenko·Jun 6, 2026·9 min read
AEO vs GEO vs LLMO vs LLM SEO: the canonical disambiguation
Four acronyms, one discipline rebranded three times. Where each term came from, what is actually distinct about it, and the eight levers that work no matter which one a vendor uses to sell them.
Andrew Levenko·Jun 6, 2026·9 min read
How Fast Can You Rank in ChatGPT? Organic vs Paid Timeline Math
Organic AEO takes 3 to 6 months before consistent citation. Paid placement inside ChatGPT delivers first impressions in 24 hours. The week-by-week math, what accelerates each lever, and a 4-question decision framework.
Andrew Levenko·Jun 6, 2026·9 min read
ChatGPT referral traffic collapsed ~52% in Q2 2026. Here's the 4-stage operator playbook.
Composite eMarketer, Digiday, and Similarweb data shows ChatGPT referral CTR fell about 52 percent between Q1 and Q2 2026. Most coverage stops at the headline. This is the 4-stage response framework we run for clients: measure correctly, reframe the metric, defend organic citation position, and hedge with paid ChatGPT Ads.
Andrew Levenko·Jun 6, 2026·9 min read
How to track ChatGPT Ads performance in GA4 (operator manual)
ChatGPT Ads attribution is harder than Google or Meta because conversations are private and engagement is the billing event, not the click. A step-by-step setup for UTMs, GA4 channel grouping, server-side stitching, and CRM attribution that a CFO can audit.
Andrew Levenko·Jun 6, 2026·11 min read
AEO vs ChatGPT Ads: When Organic Stops Working and Paid Starts
Two levers point at the same surface. Answer Engine Optimization compounds for free over six months. ChatGPT Ads place you inside an answer the same week. Cost math, timeline math, and the four signals that tell you to layer paid into your AEO program.
Andrew Levenko·Jun 5, 2026·9 min read
The Parasitic SEO Window: Why Reddit Comments Index in 24-48 Hours
A well-placed Reddit comment gets indexed by Google in four hours. A new blog post takes two to four weeks. The 24-48 hour compound window is the fastest-indexing surface in SEO, and most B2B teams still aren't using it.
Andrew Levenko·Apr 24, 2026·8 min read
Why Reddit Ads Flop for B2B SaaS (and What to Do Instead)
Three independent practitioners with 10+ years of ad experience reached the same verdict. 82% trust in peer recommendations. ~0% trust in sponsored inventory. Here's the honest case against Reddit Ads for B2B, plus the organic playbook that actually works.
Andrew Levenko·Apr 24, 2026·8 min read
The Subreddit Size Rule: Why a 50-Upvote Post Beats a 1,000-Upvote Post
Same keyword, same week. A post with 50 upvotes in a 100K-member sub outranks a 1,000-upvote post in a 10K-member sub, every time. Why member count beats engagement for Reddit SEO and AI citation.
Andrew Levenko·Apr 24, 2026·7 min read
The AI Trust Signal: Why ChatGPT Describes Some Brands With Confidence and Others With Hedging
Same AI, same category, different tone. Reddit threads calibrate how confidently a language model describes your brand. Here's the mechanism, the 5-minute diagnostic, and what to do about it.
Andrew Levenko·Apr 24, 2026·10 min read
Reddit and AI Search: How Reddit Threads Get Cited by ChatGPT
Reddit is the single largest source ChatGPT, Perplexity, and AI Overviews cite. Here's the mechanism, what makes a thread get pulled, and how to influence it.
Andrew Levenko·Apr 20, 2026·10 min read
Best ChatGPT SEO Trackers and Brand Mention Tools (2026)
9 ChatGPT rank tracking tools compared with pricing and use cases. Plus the gap no tracker closes: how to actually get cited by AI search in 2026.
Andrew Levenko·Apr 18, 2026·9 min read
Reddit Is the New SEO: How Reddit Marketing Drives AI Search Visibility
Reddit is the #1 social platform cited by ChatGPT and Perplexity. We traced $31K in pipeline back to Reddit threads with zero ad spend. Here's the framework for reddit marketing that builds AI search visibility and real customers.
Andrew Levenko·Mar 24, 2026·8 min read