AUTHORITY LAYER · STRATEGIC DIAGNOSTICIAN · FIELD-MEMO VOICE
Field Notes — memos from the audit floor.
Strategic Diagnostician observations · field-memo voice · cross-published к LinkedIn + Substack (future) · 1-2 new notes per week sustainable cadence.
ANSWER · AEO-EXTRACTABLE
Field Notes are Strategic Diagnostician memos from the AI Visibility audit floor. Five inaugural posts at launch · subsequently 1-2 per week sustainable cadence.
Each Field Notes note is a discrete unit: an observation from client engagement · a frame applied to a real audit case · a clean contradiction named · a quotable close. Field Notes are NOT «AI SEO» blog content. They are field-memo register operator writing — focused on patterns vAEO observes across cross-engine probes · L1-L4 fix sequences · client objection-handling · category framing work.
The five inaugural posts:
- «AI engines rank · they don't recommend.» (Ranking-Not-Recommendation · frame anchor) — the most expensive misunderstanding в AI Visibility: treating ChatGPT like Google's top organic result. The optimization mechanics flip when the engine selects sources versus orders options.
- «AI doesn't inherit your brand recognition.» (recognition shock) — twenty years of Google brand equity · zero authority signal to a fresh AI engine that doesn't know you exist. The entity graph is the new domain authority · and it doesn't transfer.
- «The interpretation gap.» (methodology depth) — your content says X · AI engine interprets it as Y · buyer reads Y. The fix lives at L2 Structure of the Citation Stack · not at L3 Semantics. Why structural fixes deliver disproportionate uplift.
- «Three losses Google Analytics doesn't show you.» (personal-stakes) — Invisibility · Misrepresentation · Substitution. The three failure modes AI Visibility introduces · none of which surface in traditional analytics.
- «We audited our own site before launching it.» (self-AEO proof teaser) — what we found · what we missed в first pass · why the dogfood case is the load-bearing answer к cobbler's-son problem.
Cross-publication: canonical version lives at
/field-notes/{slug} · LinkedIn version is the
original post (carousel or text) · Substack republishes full text
with canonical link pointing back к vaeo.ai (Q3 2026 launch).
Subscribe к Substack (when launched) OR cross-follow к LinkedIn for posts as they ship.
What Field Notes are · what they aren't.
What Field Notes are
Each Field Note is a discrete observation from real vAEO audit work. Pattern noticed across multiple client engagements · frame applied to a specific case · contradiction named cleanly · stake disclosed honestly · quotable close that fits a LinkedIn snippet.
They are field-memo register. First-person OK. Vlad's stance must be obvious by the end — readers leave with a position, not a neutral summary.
What Field Notes aren't
- ❌ «Review of [external article]» — neutral summary without Vlad's angle
- ❌ Blog SEO content optimized for traditional Google search
- ❌ Long-form thought-leadership performance (10,000-word manifestos)
- ❌ Promotional content («here's why vAEO is the best choice»)
- ❌ Generic AI Visibility tips («5 ways to optimize for ChatGPT»)
The publishing rhythm
Each Field Note is born on LinkedIn first (carousel for visual
concepts · text post for sharp observations · 200-400 words). Once
it's been live on LinkedIn for 5-7 days and we see what resonates ·
we adapt and expand к 1500-2500 word canonical version at
/field-notes/{slug}. Substack (future · Q3
2026) republishes the canonical version с rel="canonical"
pointing back here.
5 inaugural posts at launch. Then 1-2 new notes per week. Quality > frequency. We publish when there's a real observation worth preserving · not when the editorial calendar demands.
«Memos from the audit floor · not thought-leadership performance. The observation worth preserving · not the calendar slot.»
Published.
Five inaugural Field Notes at launch. Sorted by relevance to category framing (newest publication date on top once cadence activates).
«AI engines rank · they don't recommend.»
The most expensive misunderstanding in AI Visibility is treating ChatGPT like Google's #1 result. Ranking lists order options for the reader to choose from. Recommendations select for the reader — the engine does the choosing. AI engines do the second · and the optimization mechanics flip when that's true.
«AI doesn't inherit your brand recognition.»
Twenty years of Google brand equity · zero authority signal to a fresh AI engine that doesn't know you exist. The entity graph is the new domain authority. Three failure modes from 2026-Q1 audits — brand confusion · category misclassification · pure invisibility.
«The interpretation gap.»
Your content says X. AI engine interprets it as Y. Buyer reads Y as fact. The gap is not a content problem — it's a structural problem. Counterintuitive finding from 12 2026-Q1 audits — L2 Structure fixes outperform L3 Semantics content rebuild.
«Three losses Google Analytics doesn't show you.»
AI Visibility introduces three failure modes traditional analytics can't measure: Invisibility (brand cited zero times) · Misrepresentation (AI describes brand wrong) · Substitution (competitor named in your category). None surface in Google Analytics. Each has measurable downstream cost.
«We audited our own site before launching it.»
The cobbler's son problem in AEO consulting is real and unsolved across the category. Most AEO vendors sell what they don't apply. We applied vAEO methodology к vaeo.ai before launch — seven first-pass misses disclosed honestly (three caught in initial audit · four caught while writing the dogfood case page itself) · 35% aggregated Share of Model at Gate C pre-launch probe.
«Five notes at launch. Each one born on LinkedIn · expanded here · cross-published к Substack when it ships. One observation worth preserving per post · no calendar-driven filler.»
Publishing rhythm.
Sustainable cadence target (post-launch): 1-2 new Field Notes per week. Quality > frequency. We publish when there's a real observation worth preserving · not when the editorial calendar demands.
Workflow
- Observation surfaces on LinkedIn first (carousel for visual concepts · text post for sharp observations · 200-400 words)
- Live on LinkedIn 5-7 days · we measure resonance (engagement signal · DM responses · save count)
- High-resonance posts get expanded к 1500-2500 word canonical version at
/field-notes/{slug} - Substack republishes (Q3 2026 onward) с
rel="canonical"pointing к vaeo.ai
What's in the pipeline (next 4 weeks post-launch)
- «Why Perplexity rewards a different authority signal» (FN-6 candidate · based on BBR L4 hypothesis)
- «What llms.txt actually does» (FN-7 candidate · technical clarification)
- «The Citation Velocity confusion» (FN-8 candidate · metric framing)
- «When Citation Stack composite goes down» (FN-9 candidate · honest measurement)
What you won't see in the pipeline
- ❌ «10 ways to optimize for ChatGPT» (generic AI SEO content)
- ❌ «The future of search» (speculative trend pieces)
- ❌ Vendor promotional content disguised as analysis
«1-2 notes per week · LinkedIn-first · canonical here · Substack future. We publish what we observe · we don't publish what the calendar demands.»
Subscribe + cross-follow.
Three ways к follow Field Notes:
1 · LinkedIn — original posts
Each Field Note is born on LinkedIn first (carousel or text post · 5-7 days early access). Follow Vladyslav Rovnianskyi on LinkedIn для new posts as they ship.
2 · Substack — Q3 2026 launch
Substack will republish canonical Field Notes с full text + image · weekly digest format. Free subscription. Subscribe link will appear here when Substack ships.
3 · RSS — available now
/field-notes/rss.xml
available at launch · для readers who maintain their own feed
reader. Updates as each Field Note publishes.
No email list at launch. We don't run a marketing email program. Substack is the email subscription path (Q3 2026 onward). LinkedIn is the daily-engagement path. RSS is the technical-reader path. No promotional drip campaigns · no list-rental cross-promotion. The relationship is content-direct.
«LinkedIn · Substack future · RSS now. Three paths · same content · no email-list theater.»