TIP
Transceiver IntelligencePlatform
— transceivers — vendors — switches — standards — articles — stock obs
API
DB
Qdrant
Overview
Search
Hype Cycle
Transceivers
Vendors
Standards
Switches
News
Finder
Blog Engine
Procurement Intelligence
🕷 Crawler Intelligence
Selflearning
🌐 Network
🏭 Stock ⚠DEMO
💲 Price Comparison
⚙
Transceivers
—
★
Vendors
—
⚙
Switches
—
⚗
Standards
—
✎
News Articles
—
Data Verification 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

Technology | Phase | Position | Adoption [M] | Peak [M] | To Plateau [M] | OEM ASP | R²
--- | --- | --- | --- | --- | --- | --- | ---

[M] = MODELL — Norton-Bass mathematische Schätzung, keine echten Marktdaten 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…

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

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-v7
Adapter Bridge / Mac Studio
● AKTIV
★★★★★ Blog-Qualität
★★★★★ Geschwindigkeit
✓ Neu trainierte RunPod-Version
✓ Lokal / keine API-Kosten
⚠ Qualitaet laeuft schon, Feinschliff folgt
`BLOG_LLM_PROVIDER=ollama
OLLAMA_LLM_MODEL=fo-blog-v7`
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)
🧠 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
—
⚠ DEMO DATA — Reorder Signals basieren auf synthetischen Verkaufs- und Lagermengen. Signalstärke spiegelt keine echten Flexoptix-Bestände wider.
Loading reorder signals...
⚠ DEMO DATA — ABC-Klassifizierung basiert auf synthetischen Verkaufszahlen aus dem Seed-Datensatz. Keine echten Flexoptix-Umsätze.

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

Loading market intelligence...
Loading lifecycle events...

## 🕷 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…

## 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: real (scraped from fs.com · QSFPTEK · NADDOD & more) · Abverkauf: ✅ echte Flexoptix-Verkaufszahlen (intern) · ⚠ Scraper-Lagermengen: DEMO DATA

📦
Total SKUs tracked
—
✅
In Stock
—
🇩🇪
DE-Lager Total [DEMO]
—
🌍
Global-Lager Total [DEMO]
—
⏳
In Nachlieferung [DEMO]
—
🔀
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 [DEMO] | DE-Lager [DEMO] | Global-Lager [DEMO] | 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) DEMO 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