Notes from the network.

AI search citation playbook

Get cited by Perplexity, ChatGPT search and Google AI Overviews. The mechanics of GEO and AEO, why Reddit dominates citations, and how to measure it.

13 articles

Reddit marketing playbook

Reddit owns Google and AI search citations for commercial queries. The Reddit-led GEO playbook, resident-network mechanics, and how to measure it.

8 articles

X marketing playbook

How crypto Twitter manufactures a trend. The X algorithm signals, why distinct voices beat volume, and how launches use influencer authority arcs.

4 articles

LinkedIn B2B playbook

Why cold LinkedIn DMs convert at 1% and operator profiles at 15%. Full-cycle B2B math: content, comments and outreach running in parallel.

4 articles

Featured · Reddit

How to Get Reddit Karma: What We Learned Running 200 Accounts

Most karma guides repeat the same safe advice. This one is built from a test across 200 Reddit accounts: the daily limits by account type, the formats that actually earn karma, the repost trick that pulls thousands, and what quietly gets you flagged.

Jun 9, 20269 min read

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Where Does ChatGPT Get Its Information? The 2026 Source Breakdown

AI does not read the whole web evenly. ChatGPT, Perplexity, Google AI Overviews and Grok each lean on a tiny, concentrated set of sources, with Reddit at the top. Here is the verified source breakdown, engine by engine, and what it means for whether your brand shows up in the answer.

Jun 10, 202611 min read

Reddit Marketing Tools in 2026: What Each Category Does

An honest, category-by-category roundup of the Reddit marketing tool stack: keyword monitoring, subreddit discovery, scheduling, analytics, account warming, and where a managed operation fits. Organised by job, not by hype, with the ban-risk flags most vendor pages skip.

Jun 9, 202611 min read

Reddit Marketing in 2026: How Brands Actually Earn a Place

Reddit marketing stopped being post-and-hope. Reddit threads now sit on Google's first page and get cited inside AI answers more than any other platform. This is how the channel actually works in 2026: where ads fit, what earns a lasting presence, and what gets brands banned.

Jun 9, 202612 min read

Reddit Shadowban: How to Check, Avoid and Recover in 2026

A Reddit shadowban is the invisible failure mode: your posts look live to you and nobody else sees them. This is the operator deep-dive on detecting one, the patterns that trigger it, and the three real ways out, from running roughly 200 accounts.

Jun 9, 202610 min read

Vetting an X Distribution Vendor: the 10-Question Call

Across 12 vendor due-diligence calls Swarm ran in Q1 2026, the average vendor answered 4.3 of 10 questions credibly on the first call. The price band had near-zero correlation with the score. The 10 questions that sort X distribution vendors into operator networks, KOL-only middlemen, and bot-farm resellers.

Jun 1, 202610 min read

LinkedIn Lead Generation Agency Pricing: 2026 Breakdown

Four tier groups, four price ranges, four buyer profiles. What each $/mo band actually buys in 2026 (boutique, full-cycle, enterprise, DIY tooling), what is hidden in the quote, and which tier fits which buyer at which cost-per-meeting.

May 31, 202614 min read

Reddit Reputation Management Pricing in 2026

Reddit reputation management splits into three pricing models in 2026: monitoring-only, retainer-with-response, and incident-priced. What each tier covers at $50-15,000/mo, what is not in the quote, and how to vet a vendor in 15 minutes.

May 31, 202612 min read

What Does X Distribution Cost in 2026? Three Vendor Models

X distribution vendors price-on-request because three operational models cost differently. The bands for KOL-only, shilling-only, and hybrid setups in 2026, with cohort medians, what each model actually delivers, and a 5-question audit for buyers.

May 31, 202614 min read

What to Do When Your Brand Gets Mentioned on Reddit in 2026

Most brand responses to Reddit mentions make the thread worse. The triage by mention type, the 4-hour escalation window for misinformation, and the 5 patterns that turn a benign mention into a problem. From 47 audited brand-team incidents.

May 29, 202617 min read

How to Read an X Distribution Vendor Report in 2026

Most monthly X distribution reports lead with impressions, engagement rate and follower count. Across the 9 vendor audits we ran in 2025-26 those four vanity metrics correlated with pipeline at r=0.14; reply-network-specific metrics at r=0.71. Here are the seven that actually work.

May 28, 202612 min read

What's a Good LinkedIn Connection Rate in 2026?

LinkedIn connection acceptance is an ICP-segmented distribution, not a single benchmark. The 40-account audit gives C-level at 16 per cent and IC at 54 per cent. Title seniority explains 60 per cent of variance. Calibrate against your peer band.

May 28, 202611 min read

Reddit Bans GEO Spam Agencies: How to Vet AI Citation Vendors

Two GEO-agency subs got shut down this month, five more are on the watchlist, and Reddit is banning 100k spam accounts a day. Brand-owned subs aren't safe either. Here's the three-check audit your Reddit-residency vendor should pass on the next call.

May 28, 202613 min read

The Claude Search Citation Gap: How to Close It in 2026

Brand AI-citation audits skip Claude Search. In our Q1-Q2 2026 audits the Claude-Perplexity source overlap sat below 40 per cent. Three engines covered, one missed. The methodology that closes the gap: robots.txt, factual density, prompt audit.

May 27, 202610 min read

Generative Engine Optimization Tools: What Each One Costs in 2026

The 2026 generative engine optimization tools all sell the same polling primitive at wildly different prices: Profound from $499, Otterly $29, AthenaHQ $295, Ahrefs Brand Radar $828+. Here's what each GEO tool costs in mid-2026 and what you actually pay for.

May 26, 202611 min read

The AI Silent Committee: Why Buyers Shortlist Vendors Before Visiting Your Website

Your buyer may decide you are not relevant before they ever visit your website. They ask ChatGPT for options, Perplexity for comparisons, Reddit for trust. By the time they land on your homepage, the shortlist is half-formed. The AI Silent Committee is the layer that does this filtering.

May 25, 202613 min read

Google Is Turning Search Into an AI Decision Layer. The Work Is Evidence.

Google launched the May 2026 core update right after its biggest AI Search announcements at I/O. The two are probably the same story. Search is moving from matching pages to evaluating evidence, and the content that wins will be useful, extractable, fresh and backed by public sources.

May 25, 202611 min read

SEO vs AEO vs GEO: How Brands Get Ranked, Quoted, and Recommended in AI Search

Search is no longer just a list of links. Brands compete across three layers: rankings, answers, and AI recommendations. Most marketing teams optimise for the first and ignore the other two, which is why CAC keeps rising while competitors keep showing up in AI shortlists.

May 24, 202611 min read

Intent Marketing vs Performance Marketing. Why ChatGPT Ads Mark the Shift.

OpenAI Ads Manager Beta dropped the $50K minimum, CPC bidding shipped, and Criteo reported LLM-referred traffic converting at 1.5x other channels. The catch: this is the first ad surface built around conversation intent rather than keyword intent, and it signals where the entire ad market is going.

May 23, 20269 min read

How to get cited by Perplexity, ChatGPT and AI Overviews

AI search now decides what most buyers learn about your brand before they ever visit your site. Most of the citations come from Reddit. Here's the 2026 playbook for getting your product inside those answers.

May 22, 202611 min read

How to set up ChatGPT Ads in 2026 (Ads Manager + CPC guide)

OpenAI Ads Manager Beta is live, CPC bidding shipped, and the JavaScript pixel is in production. The catch: ChatGPT Ads doesn't reward Google-style keyword logic. It rewards conversation intent. The setup, from access to first campaign.

May 22, 202611 min read

Answer Engine Optimization Tools Won't Get You Cited (Here's What Does)

Answer engine optimization tools — Profound, Otterly, AthenaHQ, Peec, Hall, Semrush AI Toolkit and counting — all answer the same question: am I cited? None of them answers the harder one: how do I start being cited?

May 21, 20269 min read

Reddit's AI ads cut CPA 15%. They won't fix your AEO.

Reddit just expanded Max Campaigns, App Event Optimization and first-party attribution. The early data is real: –15% CPA, +28% conversions. None of it helps the harder question, whether ChatGPT and Perplexity mention you when a buyer asks.

May 20, 20267 min read

AI SDR vs operator-voice outreach: the reply-rate math

Apollo, Clay and Lemlist promise 2,000 personalized messages a week. Real reply rates sit at 1–3%. We compare templated AI outreach to operator-voice content side by side and show why one converts ten times the other.

May 19, 20269 min read

Reddit Bot Detection: The Signals Mods Use, Read as a Playbook

Reddit bot detection runs on public signals — Pangram, the Reddit Bot Detector repo, and the moderator threads in r/AskReddit all publish the same ones. Read them as a checklist of what NOT to do, and you have the brief for a resident network that mods don't pattern-match.

May 18, 20268 min read

What signals does CoinMarketCap's AI ranking use? (2026)

CMC AI openly confirms that it ingests crypto-related X posts as aggregate sentiment, trending keywords and coin-level snapshots. We asked it directly, then validated against 30 token launches in Q1 2026. Here's what actually moves the ranking.

May 15, 202612 min read

Reddit owns Google for crypto queries. Here's how to live there.

On every commercial crypto query ('[brand] review', '[brand] vs [competitor]', 'best non-KYC swap', 'is X legit'), a Reddit thread is on Google page one. Most brands do not realise their landing page is only the second result and that Reddit is upstream of every paid channel.

May 12, 20267 min read

How crypto Twitter manufactures a trend (and how to be inside one)

The X algorithm and AI ranking engines like CoinMarketCap reward the same primitive: many independent voices talking about a project at the same time. Most crypto launches spend on the wrong signal and wonder why the trend never lifts. How the seeded-trend mechanic actually works.

May 5, 20267 min read