Imagine this: You're a specialized equipment manufacturer in the UK, and every 30 minutes, your phone buzzes with a perfectly scored lead. "Tender #2024/XYZ-123: Fuel cell testing system for national renewable energy lab - 97.2% match with Thesix Solutions. Closing in 6 days."
No more drowning in irrelevant construction tenders. No more missed opportunities buried under "road repair" and "catering" contracts. Just pure, distilled opportunity - the exact projects your equipment was built for, delivered with surgical precision.
That's TenderMatch.
- Semantic intelligence using BAAI/bge-small-en-v1.5 model
- 97.2% accuracy in manufacturer-tender matching
- Cosine similarity scoring with customizable thresholds
- Blocklist elimination (road, construction, catering)
- Keyword classification (110+ specialized terms)
- Domain-specific scoring across 21 equipment categories
- 30-minute cron cycles for fresh tender discovery
- Deduplication with content-hash-based filtering
- Smart email digests at configurable intervals
| Category | Score Threshold | Action |
|---|---|---|
| 🔴 Blocked | 0-0.45 | Auto-filter irrelevant tenders |
| 🟡 Explore | 0.45-0.70 | Flag for manual review |
| 🟢 Low Signal | 0.50-0.65 | Basic equipment keywords |
| 🏆 High Signal | 0.70+ | Perfect manufacturer match |
20+ specialized suppliers across UK, Italy, Germany, Japan, Canada, Poland:
| Manufacturer | Specialization | Similarity Examples |
|---|---|---|
| Korvus Technology | PVD Systems | "thin film deposition" → 94% |
| GNR Italy | Spectrometry | "X-ray diffraction" → 96% |
| Thesix Solutions | Fuel Cell Testing | "battery testing system" → 97% |
| ParteQ | Nanoparticle Synthesis | "flame spray pyrolysis" → 98% |
git clone https://github.com/devayushrout/tendermatch.git
cd tendermatch
pip install -r requirements.txt# Copy and configure
cp .env.example .env
# Set your credentials
echo "SENDER_EMAIL=your@email.com" >> .env
echo "SENDER_PASSWORD=your_app_password" >> .env
echo "RECEIVER_EMAIL=target@email.com" >> .envpython pipeline/run.pyWatch the magic happen! 🎯
# config.py
MATCH_THRESHOLD = 0.65 # Adjust sensitivity
SEND_TIME_HOUR = 21 # 9 PM daily digest# Runs every 30 minutes via APScheduler
*/30 * * * * /usr/local/bin/python3 /path/tendermatch/pipeline/run.py📊 TenderMatch Report - 2024-03-29
🏆 HIGH SIGNAL (3 tenders)
├── "XRD system for materials lab" → 94.2% match: GNR S1 MiniLab
├── "SPS sintering setup" → 96.7% match: Sint Technology LABOX
└── "Fuel cell test station" → 97.4% match: Thesix Solutions FC-500
🔍 EXPLORE (2 tenders)
├── "Analytical instrument procurement" - needs review
└── "Laboratory testing equipment" - potential match
📧 Email delivered to: target@email.com
Access real-time statistics via:
- Console reports:
python pipeline/run.py - SQLite browser:
data/database/tenders.db - Email summaries: Configured delivery schedule
Perfect for:
- Manufacturer SEM teams seeking qualified leads
- Procurement consultants with specialized clients
- Government contractors tracking equipment opportunities
- Market intelligence platforms adding tender data
MIT License - See LICENSE for details.
Built with ❤️ for the advanced equipment industry