AI VISIBILITY · CROSS-BORDER · K=5

AI visibility that crosses borders.

Track, audit, and improve your brand's presence across 12 AI engines — Western, Russian, Korean, and Chinese — with K≥5 sampling and confidence bands. No black-box scores.

1,247 prompts run today
RU
RU/CIS exporters into Western markets
KR
KR B2B exporters into RU/CIS
CN
CN suppliers wanting RU LLM visibility
samsung-electronics.com · WEEK 17 · K=5
live
ChatGPT
ChatGPTwestern · openai-chatgpt
71%
Perplexity
Perplexitywestern · perplexity-sonar
62%
Google AIO
Google AIOwestern · aio-google
55%
YandexGPT
YandexGPTrussian · yandex-gpt
51%
GigaChat
GigaChatrussian · gigachat
47%
Claude
Claudewestern · anthropic-claude
44%
HyperCLOVA-X
HyperCLOVA-Xkorean · naver-hyperclova
41%
Gemini
Geminiwestern · gemini
38%
DeepSeek
DeepSeekglobal · deepseek-chat
36%
Yandex Neuro
Yandex Neurorussian · yandex-neuro
33%
Grok
Grokwestern · grok
28%
Naver AiRSearch
Naver AiRSearchkorean · naver-airsearch
24%
weighted SOV: 41.3% · Δ +2.7pp w/w12 / 12 engines
Trusted by cross-border operators
ALPHA
NORDIC.IO
쿠팡-LITE
РУСЭКСПОРТ
KAIST-LAB
TIANGONG
SEKAI
BLUEROOT
01The wedge

Four problems Western platforms can't solve.

Cross-border B2B is a different shape from US-only SaaS. Here's where every existing tool breaks.

P / 01

Russian + Korean engines don't exist on Western platforms.

Profound, Peec, Otterly, Bluefish, Adobe-Semrush all cover Western LLMs only. If your buyer asks YandexGPT, GigaChat, or HyperCLOVA-X, you are invisible to every existing tool.

> yandex_gpt + gigachat + naver_hcx
P / 02

K=1 sampling produces 5–10pp swings run-to-run.

Industry default is one prompt per query. We run K≥5 with explicit confidence bands. Honest measurement is part of the brand.

> K=5 · confidence=±2.1pp
P / 03

Sanctions + jurisdictional coverage is structural.

Operating across RU/CIS/KR requires a Russian LLC plus a Korean entity plus EU infra. That is not a feature — it is a moat.

> ru-llc + kr-ent + eu-infra
P / 04

We refuse prompt-injection and fake-citation tactics.

Both unethical and likely illegal under RU/KR unfair-competition law. We disclose every prompt and every K-sample count instead.

> no-prompt-inject · no-fake-citations
Methodology

What we do, what we won't, and why we publish the math.

Raw responses archived 90 days. Clients can pull the blob behind any cited mention. No "AI visibility score" hand-waving — only numbers you can audit.

Read methodology
02How it works

Four steps from buyer prompt to fixlist.

Discover real prompts → fan out across 12 engines → compute Share-of-Voice with confidence bands → ship a fixlist your team can act on.

STEP 01

Discover the prompts your buyers actually ask.

150+ prompt seeds per project

Mine sales calls, support tickets, and SERP autosuggest in EN/RU/KO. We score by buyer intent, not search volume.

#0001ENBest industrial CRM for mid-market manufacturers
#0002ENAlternatives to Salesforce for B2B exporters
#0142RUЛучшая CRM для промышленных компаний 2026
#0287KO한국 중견기업을 위한 B2B 영업 자동화 SaaS
#0341EN«company-x» vs «company-y» — pricing comparison
STEP 02

Fan out across all 12 engines, K=5 each.

12 engines × K=5 = 60 samples / prompt

Western (Perplexity, ChatGPT, Claude, Gemini, Grok), Russian (YandexGPT, GigaChat, Yandex Neuro), Korean (HyperCLOVA-X, Naver AiRSearch), DeepSeek, and Google AIO. One pipeline, one schema.

Perplexity
K=5
ChatGPT
K=5
Claude
K=5
Gemini
K=5
Grok
K=5
Google AIO
K=5
YandexGPT
K=5
GigaChat
K=5
Yandex Neuro
K=5
HyperCLOVA-X
K=5
DeepSeek
K=5
Naver AiRSearch
K=5
STEP 03

Compute Share-of-Voice with confidence bands.

SoV % ± 95% CI per engine, per geo, per language

Citations, mentions, sentiment, and competitor displacement — all with K=5 statistics so you know what's signal and what's noise.

wikipedia.org247
g2.com184
vc.ru132
reddit.com98
blog.naver.com71
STEP 04

Ship a fixlist your engineers can ship this week.

Ranked actions with owner + expected uplift

Schema patches, content gaps, citation targets, KB updates. Each item ties to a measurable SoV move on the next run.

P0Create Wikidata entity (currently missing)+4.2pp
P0Add Organization schema.org JSON-LD to /+2.8pp
P1Pitch Vedomosti / RBC for category coverage+3.1pp
P1Submit blog.naver.com partner article (KO)+2.4pp
0312 engines, 5 regions

The full roster on day one.

Western 5 + Russian 3 + Korean 2 + DeepSeek + Google AIO. Half-coverage forfeits the cross-border moat.

EngineLangAccessCitation behavior
WesternPerplexity, ChatGPT, Claude, Gemini, Grok
Perplexity
Perplexity
Perplexity AI · Sonar
ENDirect APIInline citations with explicit URLs.
ChatGPT
ChatGPT
OpenAI · ChatGPT
MultiDirect APIInline citations when web-tool enabled; varies by mode.
Claude
Claude
Anthropic · Claude
MultiDirect APICites when tools enabled; otherwise paraphrases.
Gemini
Gemini
Google · Gemini
MultiDirect APICites grounded chunks with source URLs.
Grok
Grok
xAI · Grok
ENDirect APICites X posts and web sources inline.
Google AIOAI Overview probe via SERP fidelity tier
Google AIO
Google AIO
Google · AI Overviews
MultiSERP probeSnippets cite top SERP results in AIO panel.
RussiaYandexGPT, GigaChat, Yandex Neuro
YandexGPT
YandexGPT
Yandex · YandexGPT
RUDirect APIInline citations to Yandex SERP and Yandex Wordstat.
GigaChat
GigaChat
Sber · GigaChat
RUOAuth + Sber APICitations gated by OAuth scopes; verbose source markers.
Yandex Neuro
Yandex Neuro
Yandex · Neuro (SearchGPT)
RUSERP probeYandex SERP-grounded with summary panel citations.
KoreaHyperCLOVA-X, Naver AiRSearch
HyperCLOVA-X
HyperCLOVA-X
Naver · HyperCLOVA-X
KONaver Cloud + WASCites Naver Knowledge / Café / Blog with footnotes.
Naver AiRSearch
Naver AiRSearch
Naver · AiRSearch
KOSERP probeAiRSearch cites Naver verticals + open web.
China-originDeepSeek (multi-lingual)
DeepSeek
DeepSeek
DeepSeek · Chat
MultiDirect APIParaphrases unless tools enabled; citation-light.
04Pricing

Three tiers. No self-serve in v1.

Operator-driven service. Audit kicks the tires; Retainer is the production motion; Done-For-You for the heavy lifts.

AI Visibility Audit

$1,800–$2,500One-shot · 7–10 days

Best for: One-shot scorecard across all 12 engines + a ranked fixlist.

  • 150+ prompt seeds, EN/RU/KO
  • 12 engines × K=5 samples
  • SoV % with 95% confidence bands
  • Ranked fixlist (PDF + GitHub)
  • 60-min live walkthrough
Talk to us
Most picked

Visibility Retainer

$1,500–$3,500Monthly · indefinite

Best for: Weekly fan-out + monthly fixlist. The production motion.

  • Everything in Audit, weekly
  • Competitor displacement tracking
  • Monthly fixlist + uplift attribution
  • Slack channel + same-day Q&A
  • Quarterly methodology review
  • Public-artifact case study (optional)
Talk to us

Done-For-You

CustomCustom · scoped per engagement

Best for: We ship the schema + KB updates + citation outreach in your stack.

  • Schema + KB patches shipped to your repo
  • Citation outreach + earned-mention targeting
  • Custom prompt seeds from your sales calls
  • Quarterly board-ready report
Talk to us

No Stripe. No credit card. No self-serve. Phase-1 onboarding is operator-driven only.

05Methodology

What we do, what we won't, and why we publish the math.

Honest measurement is the brand. K=5 minimum, confidence bands published, raw blobs archived 90 days, prompt registry public.

M / 01

How we measure.

K=5 sampling minimum per prompt per engine. Confidence bands published with every Share-of-Voice number. We never claim 'rank #1 in ChatGPT' — LLMs are non-deterministic, and pretending otherwise is dishonest.

non-determinism disclosure
> K=5 · 95% CI · raw blobs archived 90d
M / 02

What we won't do.

No prompt-injection, no fake citations, no astroturfed reviews. Both unethical and likely illegal under RU/KR unfair-competition law. The fastest way to lose a B2B retainer is to get caught manipulating the LLMs your buyer trusts.

> no-inject · no-fake-cite · no-astroturf
M / 03

How we get coverage Western tools cannot.

Russian LLC unlocks GigaChat OAuth + Yandex Cloud billing. Korean entity unlocks Naver Cloud + HyperCLOVA-X. EU compute (Hetzner Helsinki / Falkenstein) keeps the SERP probes sanctions-clean. Profound and Peec cannot replicate this without years of legal work.

> ru-llc · kr-ent · eu-infra
M / 04

Our data — yours to audit.

Every cited mention links to the raw response that produced it. Public prompt registry on GitHub. Public methodology PDF. If you can't reproduce the number, we don't ship it.

> public-prompts · public-methodology · reproducible
Public artifacts

Methodology PDF + prompt registry on GitHub.

Both are free. Read before you buy — that's the point.

Methodology PDF →Prompt registry →
06About

Two operators. Two jurisdictions. One pipeline.

Service-first by design. We run the platform so two operators can serve 15+ retainer clients without burning out.

Founder note

Half-coverage is indistinguishable from Profound. We ship the full 12 engines on day one or we don't ship at all.

A. Vasiliev
Founder · ops + engineering
Russian LLC
INN 7700000000
GigaChat OAuth + Yandex Cloud billing
Korean entity
서울 · 강남
Naver Cloud + HyperCLOVA-X access
EU infra
Hetzner · Helsinki
Sanctions-clean compute for SERP probes
07Free scorecard

One page. Twelve engines. Within 24 hours.

Tell us your brand and 1–3 competitors. We run the K=5 fan-out, score SoV with confidence bands, and email a one-page PDF — free.

GDPR-compliant · No marketing email opt-in by default

08Resources

Field notes from the cross-border edge.

Methodology deep-dives, regional engine teardowns, and case-study walkthroughs. Updated when we learn something worth publishing.

Russia

How YandexGPT cites: a teardown.

Yandex SERP grounding, Wordstat overlap, and what it means for B2B mentions in CIS markets.

A.V. · 2026-048 min
Korea

Naver AiRSearch decoded.

Where citation surface comes from in Korean AI search and how to land on the panel.

J.K. · 2026-046 min
Methodology

Why K=5 sampling is the floor, not the ceiling.

K=1 swings 5–10pp run-to-run. We show the math behind our K=5 minimum and 95% bands.

A.V. · 2026-0311 min
Case studies

Case study · enterprise rollout.

How a Korean B2B enterprise lifted RU SoV by 14pp in 8 weeks (anonymised, with permission).

team · 2026-035 min
Russia

GigaChat OAuth saga.

What it took to land Sber API access from a Russian LLC. Useful read before you go DIY.

A.V. · 2026-027 min
Case studies

Case study · KR-into-CIS uplift.

12-engine fan-out plus a tightly-scoped fixlist beat a $50k Western retainer in 6 weeks.

team · 2026-024 min
09Contact

Two operators. Two timezones.

Pick a slot, ping a channel, or email direct. We reply within one business day across MSK / KST / CET.

Cal.com · 30-min intro
embed-mock
Next available slots
Email
hello@aivp.example
Direct to founders
Telegram
@aivp_team
CIS-friendly · Russian + English
KakaoTalk
aivp_kr
KR-friendly · Korean + English
Office · RU
Moscow · RU LLC
INN 7700000000 · GigaChat + Yandex Cloud billing
Office · KR
Seoul · 강남
Korean entity · Naver Cloud + HyperCLOVA-X
Accent
Theme
Density
Hero variant
Tone
Language