TIP
Transceiver IntelligencePlatform
— active products — vendors — switches — standards — articles — stock obs
API
DB
Qdrant
Overview
Search
Hype Cycle
Transceivers
Vendors
Standards
Academy
Switches
News
Finder
Blog Engine
Procurement
Crawlers
Network
Stock
Price Comparison
Equivalences
KB
Bulk
RFQ
Alerts
Win/Loss
API Keys
ROI Calc
⚙
Active Products
—
—
★
Vendors
—
⚙
Switches
—
⚗
Standards
—
✎
News Articles
—
🟢
Buy Signals
—
buy_now
💰
Arbitrage Ops
—
price pairs
⚠️
Supply Alerts
—
critical/warning
📈
Price Gainers
—
7-day movers
🔀
Equivalences
—
cross-brand
📈 Top Price Movers
Data Research Status
🏭 Warehouse Stock Summary
Vector Collections
Recent Intelligence
API Endpoints
Changelog
Optical Transceiver Hype Cycle 2026 MODELL
Norton-Bass Multigenerational Diffusion Model — Adoption & Composite Score sind mathematische Schätzungen, keine echten Marktdaten — click any technology for details
Innovation Peak Trough Slope Plateau
Loading market signals…

Technology | Phase | Position | Market Signal ● LIVE | Recommendation | OEM ASP | R²
--- | --- | --- | --- | --- | --- | ---

● LIVE = Real market data: hyperscaler capex + price activity + AI cluster demand + eBay velocity + internal demand OEM ASP = real (Mouser/Marktdaten)
Methodology: How the Hype Cycle is Calculated

This Hype Cycle uses the Norton-Bass Multigenerational Diffusion Model to calculate adoption curves for optical transceiver technologies. The model extends the classic Bass diffusion model to handle multiple generations of technology that compete and cannibalize each other.

Key Parameters:

- p (innovation coefficient) — Rate of adoption driven by external influence (marketing, industry events). Typically 0.01–0.05 for B2B networking equipment.
- q (imitation coefficient) — Rate of adoption driven by word-of-mouth and peer influence. Typically 0.3–0.5 for optical networking.
- m (market potential) — Total addressable market size, estimated from port shipment forecasts (LightCounting, Dell’Oro).
- τ (introduction time) — Year when the technology became commercially available.

Phase Classification: Technologies are classified into five phases based on their position on the adoption curve: Innovation Trigger (0–16%), Peak of Inflated Expectations (16–35%), Trough of Disillusionment (35–55%), Slope of Enlightenment (55–80%), and Plateau of Productivity (80–100%).

Composite Score: A weighted blend of adoption velocity (40%), market momentum from pricing data (30%), and ecosystem maturity from compatibility entries (30%). Score ranges from 0–100.

Data Sources: Adoption timing derived from IEEE/MSA standard ratification dates, market data from aggregated pricing across 60+ vendors, and compatibility data from 29,000+ verified switch-transceiver pairs.

Sourcing Hype Cycle 2026
Real procurement activity — price observation volume across 60+ vendors
Discovery Ramp-Up Peak Demand Mature Commodity
Loading sourcing data…
Hyperscaler CapEx SEC Filings
Quarterly infrastructure spend — primary demand driver for high-speed transceivers
Loading capex data…
eBay Secondary Market Demand Signal
Secondary market sell-through rates — real end-buyer demand by form factor
Loading marketplace data…
📡 Technology Radar
Hype Cycle phases mapped to Adopt / Trial / Assess / Hold rings
Click "Render Radar" to generate the interactive technology radar.
Verified only

| Name | Vendor | Form Factor | Speed | Reach | Price (USD) | Tier | Avail. | Category | Verified
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---

📊 Vendor Market Intelligence (last 30 days)
Loading…
Loading vendors…
New Vendor — Set Card
After saving, auto-crawl will be queued for the vendor website.
Name *
Type *
Gründungsjahr
Website
Shop URL
Headquarters
Schwerpunkt (Market Position)
Umsatz (Revenue USD)
Mitarbeiter (Employees)
Specialties (comma-separated)
Mark as direct competitor to Flexoptix
🕷 Auto-crawl wird beim Speichern gequeued — scrapers, LLM-Enrichment und Preismonitoring starten automatisch.

Standard · Beschreibung | Speed | Bauform(en) | Max Reichweite | Faser | Wellenlänge | IEEE Ref | Org · Jahr | Status | Transceiver
--- | --- | --- | --- | --- | --- | --- | --- | --- | ---
Loading…

Lade Bauformen…

🖼 | Model | Vendor | Series | Category | Ports | Max Speed | Capacity | ASIC | Status
--- | --- | --- | --- | --- | --- | --- | --- | --- | ---

### Switch → Transceiver Finder Find the right Flexoptix transceiver for your switch

Quick:
🤖 Blog Generation LLM loading…
AKTIV: `—` —
🤖 claude-code
claude-bridge / Erik
★ EMPFOHLEN ● AKTIV
★★★★★ Blog-Qualität
★★★★★ Geschwindigkeit
✓ Kein Mode Collapse
✓ Flat-rate (kein API-Billing)
✓ Claude Code Subscription
`BLOG_LLM_PROVIDER=claude-code
CLAUDE_BRIDGE_URL=http://localhost:3250`
checking…
🧠 claude-sonnet-4-6
Anthropic API
● AKTIV
★★★★★ Blog-Qualität
★★★★★ Geschwindigkeit
✓ Komplexe Multi-Constraint Prompts
✓ Kein Mode Collapse
⚠ API-Kosten pro Artikel
`BLOG_LLM_PROVIDER=anthropic
ANTHROPIC_MODEL=claude-sonnet-4-6`
checking…
🎯 fo-blog-v10
Adapter Bridge / Mac Studio
● AKTIV
★★★★★ Blog-Qualität
★★★★★ Geschwindigkeit
✓ Neu trainierte Mac Studio Version
✓ Lokal / keine API-Kosten
⚠ Qualitaet laeuft schon, Feinschliff folgt
Revision: —
Basis: —
Trainiert: —
Quantisierung: —
Trainingspaare: —
Eval-Paare: —
Parameter: —
Kontext: —
Versionen in Ollama: —
📌 PINNED
`BLOG_LLM_PROVIDER=ollama
OLLAMA_LLM_MODEL=fo-blog-v10`
checking…
⚡ qwen2.5:14b (Fallback)
Ollama / Mac Studio
★★★★★ Blog-Qualität
★★★★★ Geschwindigkeit
✓ Allzweck-/Fallback-Modell
✓ Keine API-Kosten
⚠ Mode Collapse bei komplexen Prompts
`BLOG_LLM_PROVIDER=ollama
OLLAMA_LLM_MODEL=qwen2.5:14b`
local model
💡 Karte anklicken zum Aktivieren — wechselt sofort ohne Neustart

### Hot Topics auto-discovered from market data + conferences

Loading topics...
✍️ Artikel manuell generieren
Thema / Titel (optional)
Leer lassen = Thema aus Template. LLM generiert immer eine bessere Headline am Ende.
Blog-Typ
Kontext / Freitext (Hintergrundinfo — wird NIE wörtlich übernommen)
🔗 Blog aus URL generieren
Link eingeben → Inhalt wird automatisch extrahiert → BlogLLM schreibt einen Artikel daraus
URL
Blog-Typ
🔒 Paywall erkannt — PDF hochladen
Die Seite ist hinter einem Login/Paywall. Lade das Dokument als PDF hoch — der Text wird extrahiert und als Basis für den Artikel verwendet.
📎 PDF wählen Keine Datei gewählt
🧠 Self-Learning Loop (SLL v1.0) loading…
Loading SLL data…
Log LinkedIn engagement for a post:
Comments
Shares
Saves
Impressions
📅 Beste Posting-Zeit loading…
Lade Posting-Zeit-Analyse…
📝 Empfehlung für diesen Artikel
—
🔵 LinkedIn Distribution
DRY RUN
Loading…
Form Factor:
Loading…
💡 Zeigt Flexoptix-Preis vs. günstigster verfügbarer Preis für das gleiche Transceiver-Äquivalent. Preise normalisiert auf USD (EUR×1.08, GBP×1.27). Nur Paare mit Preisdaten auf beiden Seiten.
Loading…
Switch-Modell eingeben um kompatible Transceiver zu sehen.
Loading…
Loading…
Period:
📈 Top Gainers
Loading…
📉 Top Losers
Loading…
ℹ Reorder Signals basieren auf ABC-Klassifizierung + Preis-Observations-Frequenz. Echte Verkaufsmengendaten →
Tab.
Loading reorder signals...
ℹ ABC-Klassifizierung kombiniert Preis-Observations-Frequenz, Compatibility-Einträge und Vendor-Anzahl. Echte SKU-Nachfragedaten →
Tab.

Class | Product | Form Factor | Demand Score | Compat. | Vendors | Supply Risk | Signal
--- | --- | --- | --- | --- | --- | --- | ---
Loading...

Loading market intelligence...
Loading lifecycle events...
Loading demand data...
Real Flexoptix internal demand data

Velocity | SKU / Product | Form Factor | Demand 12M | Demand 3M | Trend
--- | --- | --- | --- | --- | ---
Loading...

Secondary Market Demand (eBay)
Higher sell-through = real end-buyer demand, price floor signal
Loading marketplace data...
Loading AI cluster data...
Loading...
🌡 Price Matrix Latest price per SKU × Vendor
Click "Load Matrix" to render the price heat map.

## 🕷 Crawler Intelligence

📦
Transceivers in DB
—
💶
Price Records
—
🏪
Vendors Tracked
—
📰
News Articles
—
🧠
KB Entries
—
💾
DB Size
—
✅
Active Scrapers
—
🕐
Last Price Update
—

### ⚡ Live Job Queue

Loading…
Loading job queue…

#### Recent (last 2h)

Loading…

### Scraper Status

Loading…

### 🔥 LLM Hot Topics

Loading…

### 📚 Knowledge Base (Learned)

Loading…

### 🔬 Data Quality & Verification Coverage

Loading…

## Selflearning Control Center

Getrennte Trainingsketten fuer TIP_LLM und Blog_LLM: Pool bauen, deduplizieren, HF syncen, lokal oder RunPod starten.
Loading selflearning status...
TIP_LLM_Vx.x
Research, Crawler, Wettbewerbsdaten, Vendor-/Market-Intelligence
unknown
Dataset: `-`
Blog_LLM_Vx.x
FO_BlogLLM, Founder Content, technische TIP-/Flexoptix-Artikel
unknown
Dataset: `-`
Training Log

    Noch kein Lauf in dieser Dashboard-Session.

## 🌐 TIP Proxy Network

📡
Nodes Online
—
🌎
Countries
—
⚡
GB Proxied Today
—
📈
Total Requests
—
Join the Network

Run a node agent, donate bandwidth, get free TIP API access. Your node routes scraper traffic through your residential IP — bypassing datacenter IP bans.

Install & Start
npx @tip/proxy-agent start --token YOUR_TOKEN copy
Your token (save this!):
Benefits

- ✓ Free TIP API access (no token required)
- ✓ Contributor badge on your profile
- ✓ Early access to new TIP features
- ✓ Configurable bandwidth limit (default 10 GB)

Active Nodes

Country / City | Name | Status | Uptime | Bandwidth | Requests | Latency | Last Seen
--- | --- | --- | --- | --- | --- | --- | ---
Loading…

## ✎ Manual Review Queue

Uncertain competitor equivalence matches — approve or reject to update ★ Fully Verified status

No items in this queue.

## 🏭 Warehouse Stock Intelligence

Preise & Lagermengen: real (scraped from fs.com · QSFPTEK · NADDOD & more) · Abverkauf: ✅ echte Flexoptix-Verkaufszahlen (intern) · ℹ Scraper-Lagermengen: Wettbewerber-Marktdaten

📦
Total SKUs tracked
—
✅
In Stock
—
🇩🇪
DE-Lager Total FS.com
—
🌍
Global-Lager Total FS.com
—
⏳
In Nachlieferung FS.com
—
🔀
Multi-Vendor SKUs
—
🔥 Flexoptix Sales Velocity — Abverkauf nach Technologie REAL DATA Quelle: internes XLSX-Export · 8.585 SKUs · AES-256 verschlüsselt
✅ Echte Flexoptix-Verkaufszahlen (Bedarf/Monat) — aggregiert nach Technologie, keine einzelnen SKUs sichtbar
Total SKUs mit Bedarf
—
Gesamtbedarf/Monat (12M)
—
Gesamtbedarf/Monat (3M)
—
Momentum (3M/12M)
—

Technologie | SKUs | Bedarf/Monat (12M) ▼ | Bedarf/Monat (3M) | Momentum | Trend | Fast Movers
--- | --- | --- | --- | --- | --- | ---
Lade Flexoptix Demand-Daten…

Velocity-Klassen (gesamt 8.585 SKUs)
Wird geladen…
📦 Demand × Live Stock Analyse — Nachbestellungsbedarf REAL DATA Interner Bedarf × Webshop-Lager (kontinuierlich)
Wird analysiert…

Part Number | Form | Bedarf/Mo (12M) | Bedarf/Mo (3M) | DE-Lager | Deckung (Tage) | Status | Trend
--- | --- | --- | --- | --- | --- | --- | ---
Lade Analyse…

📊 Top Sellers (by units sold) SCRAPER DATA
⚠ Verkauft-Zahlen von Wettbewerbern (fs.com) — nicht Flexoptix-intern

Part Number | Form Factor | Verkauft FS.com | DE-Lager FS.com | Global-Lager FS.com | Preis (net)
--- | --- | --- | --- | --- | ---
No data yet — waiting for first scrape run

🏪 Vendor Breakdown

Vendor | SKUs | In Stock | DE-Lager | Global | Backorder | Quality | Last Scraped
--- | --- | --- | --- | --- | --- | --- | ---
No data yet

🆕 Recently Restocked (last 24h) SCRAPER DATA
No recent restock events
🔀 Multi-Vendor Price Comparison — SKUs tracked by 2+ vendors

Part Number | Form | Vendors | Min Price | Max Price | Avg Price | Vendors (low → high)
--- | --- | --- | --- | --- | --- | ---
No multi-vendor data yet

🔍 Lookup Stock by Part Number

## 💲 Price Comparison — Optical Transceiver Market

Live pricing across 20+ vendors · Updated every 2–8h · No authentication required

📊
SKUs Tracked
—
🏪
Active Vendors
—
📋
Price Observations
—
💵
Overall Avg Price
—
By Form Factor

Form Factor | SKUs | Vendors | Min | Avg | Max
--- | --- | --- | --- | --- | ---
Loading…

Top 50 SKUs by Vendor Coverage

SKU / Standard Name | FF | Speed | Vendors | Min | Avg | Spread
--- | --- | --- | --- | --- | --- | ---
Loading…

🔍 SKU Price Lookup

## 🔀 Cross-Brand Equivalences

Loading…
Enter a part number to find Flexoptix equivalents or competitor matches.

## 📚 Knowledge Base

Loading…
Loading knowledge base…
SKU Bulk Pricer
Paste part numbers (one per line or comma-separated). Returns live market prices from all vendor sources.
🎓 Transceiver Academy
Professional training for engineers, sales and procurement
Progress
0 / — completed
loading…
📝 Category Quiz
📋 RFQ Analyzer
Paste RFQ lines — one per row: `PART_NUMBER QUANTITY UNIT_PRICE`
🔔 Create Alert
📋 My Subscriptions
Enter email to load subscriptions.
⚡ Recently Triggered
Loading…
No data yet — record your first deal below.
Record Deal
Recent Deals
Loading…
Competitor Ranking
Loading…
🔑 Issue New API Key
⚠️ Copy now — shown once only!
``
Enter email to list keys.
📊 Usage Stats by Tier
Loading…
💰 ROI & TCO Calculator
Compare your current transceiver costs against market prices. Calculate break-even and 3-year TCO savings.
Ports to equip
Current price/port
Target form factor
Target speed (Gbps)
TCO horizon (years)
Switching cost ($)
Currency
🔍
Products KB News Documents
Type at least 2 characters to search…
Compare
⚖️ Side-by-Side Comparison
⭐
⭐ Watchlist