Profesionalni valuacni analyza AI-powered PropTech + RegTech + Data platformy CzechAI. 5 standardnich valuacnich metod — nakladova, datova, IP, srovnavaci a vynosova. Jedina platforma v CR kombinujici reality + AML + AI agenty + GEO data.
CzechAI je jedina platforma v Ceske republice kombinujici realitni data, AML compliance, AI agenty a geoinformacni systemy. 10 platicich klientu po 200 000 CZK dokazuje product-market fit. Rozjizdi se spoluprace s realitnim sektorem.
Valuace kombinuje 5 uznávanych prístupu s ruznou váhou. Vynosova a srovnavaci metoda maji nejvyssi vahu diky dokazane trakci.
4 fyzicke servery, 4 932 AI agentu, 3 855 scraperu, 250 MCP serveru, 1 186 workflows a 88 aktivnich webovych stranek.
| Server | Specifikace | Mesicni naklad | Ucel |
|---|---|---|---|
| Server 179 | Hetzner VPS | 2 500 CZK | Hlavni app server (140+ PM2, 60+ Docker) |
| Server 134 | Hetzner VPS | 1 500 CZK | Scraper server (22-step pipeline) |
| Server 117 | Hetzner Dedicated, 251GB RAM | 4 000 CZK | CPU LLM inference, Docker sluzby |
| Server 170 | Czechia.com, RTX PRO 6000 96GB | 18 138 CZK | GPU inference (7+ LLM modelu) |
| Dataset | Zaznamu | Unikatnost | Hodnota |
|---|---|---|---|
| Nemovitosti (live) | 69 294 | vysoka 102 portalu | 2 — 4M CZK |
| Kontakty | 1 150 000+ | velmi vysoka | 3 — 6M CZK |
| RUIAN adresy + GPS | 3 010 095 | stredni | 500K — 1M |
| GEO rizika (CGS) | 40 428 | vysoka | 500K — 1M |
| CUZK cenove transakce | 30 872 | velmi vysoka | 1 — 2M CZK |
| OSM geodata | 3.2 GB | stredni | 200K — 500K |
| Qdrant vektory | 138 000+ | vysoka pravni RAG | 1 — 2M CZK |
| OpenSanctions | 3 600 000 | vysoka | 500K — 1M |
| Scraper MASTER DB | 70 867 | vysoka | 500K — 1M |
| ARES + ISIR cache | cache | stredni | 400K |
| Engine | Typ | Metrika | Poznamka |
|---|---|---|---|
| 1. Realne prodeje | Statistical | — | 9 219 transakci |
| 2. CSU statistiky | Statistical | — | 46 regionalnich agregatu |
| 3. ML model v3 | HistGradientBoosting | MAPE 0.69% | 226MB model |
| 4. Smart Engine | Classification + Pricing | R²=0.833 | 15 subtypu, outlier detection |
| 5. Perfect Map V13 | Meta-learner | MAE 15 687 | 296K zaznamu, 5 geo urovni, 20 564 mest |
| 6-11. Ensemble | Members | MdAPE 13% | Na urovni profesionalniho odhadce |
sanctions (1.5×), criminal (1.5×), transactions (1.4×), pep (1.3×), insolvency (1.2×), adverse_media (1.1×), executions (1.1×), geographic (1.1×), justice, cadastre, vat, court_decisions, lei, euid, opencorporates, behavioral, justice_opendata, ubo (1.0×)
valuation, reality, reality-intelligence, realitky, banking, leady, obecne, pravni, zivnostnici, pojisteni, automatizace, firmy, aml — 34 agentu, 12 shared tools
| Model | Parametru | VRAM | Ucel |
|---|---|---|---|
| aurum-chat (Qwen3-235B) | 235B | 94 GB | Hlavni chat |
| aurum-brain (DeepSeek-R1:70b) | 70B | ~42 GB | Reasoning |
| aurum-code (Qwen3Next-80B) | 79.7B | 52 GB | Kodovani |
| qwen3.5:35b | 35B | 24 GB | Chat/reasoning |
| qwen2.5-coder:32b | 32B | ~20 GB | Coding |
| codestral + aurum-uncensored | 22B + 35B | ~52 GB | Coding + uncensored |
40+ webovych dashboardu, 100+ statickych stranek, Chat UI, Leads portal, CRM (Twenty — 154 firem), Wiki (Outline), QR platby, obchodni podminky. Hodnota: 1 — 2M CZK
| Pipeline | Popis | Hodnota |
|---|---|---|
| Reality scraping (22-step) | 102 portalu → MASTER DB | 1 — 2M CZK |
| n8n workflows | Context sync, automatizace | 200K CZK |
| Deep Research | 5-step AI research | 300K CZK |
| OSINT pipeline | 14 nastroju | 500K CZK |
| Trading Agents | 9 AI agentu | 300K CZK |
Kolik by stalo vybudovat CzechAI od nuly s teamem 8-12 lidi za 18-24 mesicu.
| Polozka | Cas | Lidi | Naklad |
|---|---|---|---|
| Architektura + design | 2 mes. | 1 architect | 400K CZK |
| Backend API (140+ services) | 12 mes. | 3 backend devs | 5.4M CZK |
| ML/AI modely (11 enginu) | 8 mes. | 1 ML + 1 data sci | 2.4M CZK |
| AML pipeline (18 modulu) | 4 mes. | 2 devs | 1.2M CZK |
| Agent swarmy (13 + 34 agentu) | 6 mes. | 2 AI engineers | 1.8M CZK |
| Scraper pipeline (22 kroku, 102 portalu) | 4 mes. | 1 scraper dev | 600K CZK |
| Frontend (40+ dashboardu) | 6 mes. | 2 frontend devs | 1.8M CZK |
| Data collection + ETL | 6 mes. | 1 data engineer | 900K CZK |
| Infrastruktura (4 servery) | 3 mes. | 1 DevOps | 450K CZK |
| GPU setup + model tuning | 2 mes. | 1 ML ops | 300K CZK |
| OSINT tools (14 nastroju) | 2 mes. | 1 security dev | 300K CZK |
| Testovani, QA, dokumentace | 4 mes. | 1 QA | 600K CZK |
| Pravni (GDPR, compliance) | 2 mes. | 1 pravnik | 300K CZK |
| Management overhead (20%) | — | — | 3.3M CZK |
| Nepredvidane (15%) | — | — | 2.9M CZK |
Data jsou uz zpracovana, ocistena, indexovana a propojitelna. Synergicky efekt — kombinace neexistuje u zadneho konkurenta v CR.
| Dataset | Naklad |
|---|---|
| 69K nemovitosti (102 portalu) | 1.5M CZK |
| 1.15M kontaktu | 3M CZK |
| 3M RUIAN adres | 400K CZK |
| 40K GEO rizik | 500K CZK |
| 30K CUZK transakci | 400K CZK |
| 138K pravnich vektoru | 600K CZK |
| 3.6M OpenSanctions | 200K CZK |
| ML treninková data (145K) | 800K CZK |
| Celkem | 7.4M CZK |
| Benchmark | Hodnota |
|---|---|
| Kontaktni DB 1M+ (firmy.cz, merk.cz) | 2 — 5M |
| Realitni data 50K+ (flatZONE) | 1 — 3M |
| Pravni DB 100K+ (ASPI, beck) | 1 — 2M |
| AML/sanctions (zpracovane) | 500K — 1M |
| Celkem trzni | 5 — 11M CZK |
Patentovatelne algoritmy, unikatni architektura a know-how akumulovane behem 18 mesicu vyvoje.
| Algoritmus | Unikatnost | Ochrana |
|---|---|---|
| Super-Ensemble v2.3 (11 enginu) | vysoka | Obchodni tajemstvi |
| Perfect Map V13 (5 geo urovni) | vysoka | Patentovatelne |
| AML 18-modul pipeline | stredni | Obchodni tajemstvi |
| Smart Engine (15 subtypu, taxonomy) | vysoka | Patentovatelne |
| Scraper pipeline (22-step, 102 portalu) | vysoka | Obchodni tajemstvi |
Dokazany product-market fit. Rozjizdi se spoluprace s realitnim sektorem — realitni kancelare a odhadci aktivne testují platformu. MRR ~167K CZK s potencialem rychleho rustu.
| Scenar | MRR | ARR | Nasobek | Valuace |
|---|---|---|---|---|
| Aktualni stav (10 klientu × 200K) | 167K | 2M CZK | 15× | 30M CZK |
| Za 6 mesicu (30 klientu) | 500K | 6M CZK | 12× | 72M CZK |
| Za 12 mesicu (100+ klientu + enterprise) | 1.5M | 18M CZK | 10× | 180M CZK |
| Scale (SaaS + API + enterprise) | 3M | 36M CZK | 12× | 432M CZK |
| EU expanze (PL, SK, AT, DE) | 10M | 120M CZK | 15× | 1.8B CZK |
| Segment | Pocet v CR | Willingness to Pay | Potencial |
|---|---|---|---|
| Realitni kancelare | 5 000+ | 3 — 10K/mes | vysoky |
| Odhadci nemovitosti | 2 000+ | 5 — 15K/mes | vysoky |
| Banky (hypoteky) | 20+ | 50 — 200K/mes | velmi vysoky |
| Advokatni kancelare | 12 000+ | 3 — 8K/mes | stredni |
| Developeri | 500+ | 10 — 50K/mes | vysoky |
| Investicni fondy | 200+ | 20 — 100K/mes | vysoky |
| Pojistovny | 30+ | 30 — 100K/mes | stredni |
| Compliance firmy | 100+ | 10 — 50K/mes | vysoky |
| Riziko | Dopad | Mitigace |
|---|---|---|
| Key-person risk | vysoky | Dokumentace, kodifikace |
| Early-revenue (nizke MRR) | stredni | Skalovani na 50+ |
| Technicka slozitost (250+ svc) | stredni | Stabilizace na 60 core |
| Regulatorni (GDPR, scraping) | stredni | OP, anonymizace |
| Konkurence (Sreality, Valuo) | nizky | Unikatni kombinace |
| GPU naklady (18K/mes) | nizky | Optimalizace, fallback |
| Data staleness | stredni | Automaticke pipeline |
| Faktor | Dopad |
|---|---|
| Zprisneni AML regulace v CR | +20-30% |
| Rust bankovnich posudku | +15% |
| AI adoption v CR realitach | +20% |
| EU Digital Markets Act | +10% |
| Rostouci spoluprace s RK | +25% |
| Rozjezdova faze — momentum | +15% |
Kombinace 5 metod s vahami podle relevance pro early-revenue AI platformu.
| Scenar | Hodnota (CZK) |
|---|---|
| Pesimisticky (likvidace + data) | 12M CZK |
| Konzervativni (naklady + data + IP) | 50M CZK |
| Realisticky (vazeny prumer, 10 klientu) | 80M CZK |
| Optimisticky (strategicky kupec) | 150M CZK |
| Max (bidding war, EU expanze) | 300M+ CZK |
Nejdulezitejsi: skalovat z 10 na 50 klientu a ziskat 1 enterprise zakaznika. To posune valuaci ze 80M na 150M+.
| # | Akce | Cas | Dopad |
|---|---|---|---|
| 1 | SPLNENO — 10 klientu! | ||
| 2 | Skalovat na 50 klientu | 3-6 mes. | +50% |
| 3 | Znalecky posudek PDF (auto 20 str.) | 2-3 tydny | +30% |
| 4 | Enterprise zakaznik (banka/pojistovna) | 2-4 mes. | +40% |
| 5 | Demo flow (5 wow prikladu za 3 min) | 1 tyden | +25% |
| 6 | API dokumentace + SDK | 2-3 tydny | +15% |
| 7 | EU expanze PoC (Slovensko) | 1-2 mes. | +50-100% |
| 8 | ISO 27001 / SOC2 priprava | 3-6 mes. | +20% |
| 9 | Stabilizace (130 PM2 → 60 core) | 2-4 tydny | +10% |
| 10 | Data partnerships (banky, pojistovny) | 3-6 mes. | +30% |