AI-powered threat detection · live

Stop hidden sales
before they scale.

An AI platform that continuously detects illicit marketplace activity across social media and classifieds — catching slang, code words, and visual evasion that keyword tools miss entirely.

10+
Platforms per market
91%
Avg. confidence
283M
Online users covered
24h
Max scan delay
murmur — marketplace-monitor · detection-feed · all-markets LIVE
5 078
Total Listings
256
Flagged
91%
Avg Confidence
5.0%
Detection Rate
All Platforms High Risk Facebook Telegram Local Classifieds 50%+ Confidence · Last 60 days
96%
Bazos.cz · Prague · 8 min ago
"Prodám prémiovou trávu, skvělá kvalita, rychlé dodání — DM pro info 🌿"
⚠ Slang match: "tráva" (weed) + bulk supply signal + "DM for details" evasion + emoji obfuscation
14:52
93%
Facebook Marketplace · Brno · 22 min ago
"Zahradní bylinky — speciální odrůda, intenzivní vůně, 50g balení, diskrétní"
⚠ Image–text mismatch: photo shows vacuum-sealed bag inconsistent with "garden herbs" + price pattern
14:38
89%
Telegram channel · 1h ago
"Když ti dojde hulení 😮 — odkaz v biu, nejlepší zelená ve městě, ověřená kvalita"
⚠ Slang match: "hulení" + "zelená" + "link in bio" commerce trigger + bot-driven posting pattern detected
13:59
74%
OLX · 3h ago
"Weed — přírodní relaxace, ověřená kvalita, jen pro dospělé, diskrétní balení"
⚠ Explicit keyword + compliance framing ("adults only", "discreet") — illicit sales pattern confirmed
11:44
62%
Sbazar.cz · 5h ago
"Semínka — speciální odrůda, rychlý růst, vůně zaručena, množstevní slevy"
ℹ Semantic proximity to flagged category + quantity discount signal. Archived for pattern review.
09:15
34%
Allegro.cz · 7h ago
"Semínka konopí — právní odrůdy EU, certifikát přiložen, poštou do 3 dnů"
ℹ Low probability — legal variety with EU certificate. Flagged for contextual review only.
07:02
Detections — 7 days
By platform
Telegram
341
FB Market
228
Bazos.cz
157
OLX
108
Other
81
Risk level
Very High (>90%)142
High (70–90%)170
Medium (50–70%)289

Platform coverage — global, regional & local

Global
Facebook Marketplace Telegram
Regional
Allegro PL, CZ, SK, HU OLX PL, BG, RO, UA Vinted PL, CZ, EST, SK SmailAds UA, RO, KAZ
Local
Bazos.cz Sbazar.cz Aukro.cz Hyperinzerce Okazii.ro Bazar.bg Alo.bg List.am Prom.ua Avito.ru Unegui.mn + more

How it works

Detection that learns.

Our AI tracks not only keywords but entire semantic structures — comparing images and texts, learning on the go, and archiving every flagged listing as evidence and training material.

01 — Detection Engine

Find what sellers hide

Our AI scans marketplaces and social commerce continuously — catching obfuscated listings even when sellers use street slang, altered spellings, or misleading images. It catches what simple keyword tools completely miss.

Semantic AIImage matching Slang detectionObfuscated textBot activity
02 — Intelligence Layer

Surface what matters

The dashboard ranks every detected listing by confidence score with an AI explanation of why it was flagged. Analysts only review high-probability cases. Every flagged item is archived with geolocation, timestamp, and seller identity for investigation.

Confidence scoringEvidence archive GeolocationRepeat sellersCross-platform

Capabilities

Built for how sellers
actually evade.

Sellers know how to beat keyword filters. Our system understands intent — combining language, images, and behavioral context to catch what standard monitoring tools miss entirely.

🧠

Semantic understanding

Understands meaning, not just words. Detects street slang like "tráva", "zelená", "weed", "hulení" — even when sellers deliberately avoid direct terms or obscure spellings.

👁

Image–text mismatch

Compares listing images against descriptions. Flags when an innocent text ("garden herbs") is paired with a suspicious vacuum-sealed product photo — a common evasion tactic.

🤖

Bot activity detection

Detects machine-made and automated posts on Telegram and social platforms — identifying organized networks of sellers operating at scale across multiple markets.

📈

Adaptive learning

Starts from seed keywords and continuously learns. New evasion tactics, new slang, new visual patterns — the system adapts automatically and improves precision over time.

📦

Evidence archiving

Every flagged listing is preserved with timestamp, geolocation, platform source, price, and seller identity — structured evidence ready for investigation or legal action.

🔁

Repeat seller tracking

Identifies and tracks repeat offenders and multinational seller networks operating across multiple platforms and countries — surfacing organized distribution patterns over time.

Why Marketplace Monitor

Not a keyword scraper.

Traditional tools search for exact words. Sellers route around them in minutes. We understand what they mean — not just what they write.

Capability Standard monitoring tool Marketplace Monitor
Detection method Keyword match only Full semantic AI understanding
Street slang & code words Missed entirely "tráva", "zelená", "hulení", "weed"
Image analysis Text only Text + image + video cross-validation
Bot detection Not supported Machine-made post identification
Evasion adaptation Manual rule updates Learns new patterns automatically
False positives High — excessive noise Low — cross-signal validation
Repeat seller tracking Per-listing only Cross-platform seller networks
Evidence archiving Raw data dumps Structured, geolocated, timestamped

Pricing

Three tiers.
One platform.

Markets are divided into three tiers by online population size and expected data volume. Start with one market, scale across the region — the platform grows with you.

Tier 1 — Low
Small Markets
Online population up to 3 million
The rest of the target list — smaller national markets across the region with 1–3 local platforms each.
Monthly cost
●●○○
Tier 2 — Standard
Medium Markets
3–8 million online population
Hungary, Belarus, Azerbaijan, Bulgaria, Serbia, Slovakia — each with Facebook Marketplace, Telegram, and 2–3 local classifieds.
Monthly cost
●●●○
Tier 3 — High
Large Markets
Tens of millions or high single-digit millions
Russia, Poland, Ukraine, Romania, Kazakhstan, Uzbekistan — high data volume, multiple regional platforms, Telegram bot activity.
Monthly cost
●●●●
Initial phase · Before monthly run
Platform build & regional configuration
Initial setup covering all scrapers, language configuration (colloquial names, local slang, payment and delivery providers), Facebook Marketplace and Telegram connections, and dashboard regionalisation for global and per-market views.
All scrapers for local, regional & global platforms
Language & colloquial name setup per market
Facebook Marketplace + Telegram integration
Global view + per-market filtering & visualisation
Dashboard UIX covering full region

Project Phases

From launch to intelligence.

The system launches focused and grows smarter over time — with human feedback loops accelerating precision and uncovering long-term patterns.

01
Dashboard Launch & Test Run — 2–3 months
Interactive dashboard deployed with data from all target platforms. Highlights relevant classified ads while filtering irrelevant results. Scanning frequency: a few hours delay (max 1–3 days). All collected data explorable within the dashboard.
Ongoing scanning · dashboard build · regional adjustments
02
Run & Improvement — Learning phase
Human refinement of the search triggers a rapid learning boost. The system improves precision, longer-term data enables seasonality and pattern tracking. Repeat offenders and organized networks begin to emerge.
Human feedback · dashboard improvement · long-term pattern detection
03
Further Development
Based on AI learning and team feedback: adding new sites and markets, new functionalities, automated triggers, and artificial activity detection. Dashboard data feeds further intelligence analysis.
Automated triggers · bot detection · extended platform coverage
04
Next Phases — 2027
Expanded regional rollout, advanced seller network analysis, cross-border activity mapping, and integration with client reporting and compliance workflows.
Regional expansion · advanced analytics · compliance integration
🌍
Cape Town + PragueGlobal team, EU operations
Battle-testedLive on Czech market since 2025
🔒
GDPR-alignedOperates on public data only
🤝
Human-ledAnalyst oversight, not just software

Get in touch

Let's talk about
your challenge.

Tell us which markets you need covered. We'll walk you through what the system has already detected — and show you exactly what your current tools are missing.