MatchOS powers structured product matching with proprietary catalog search. Not similarity scores — verified requirement matching with priority weights.
Trusted by procurement teams at
Government & Enterprise Organizations
// Input: Natural Language Requirement
"Desktop PC with Intel i7 12th gen, 16GB RAM, 512GB SSD, Windows 11 Pro"
// Output: Structured Query with Weights
{
"processor": { "weight": 1.0, "must_have": true },
"ram": { "weight": 0.5, "min": "16GB" },
"storage": { "weight": 0.5, "type": "SSD" },
"os": { "weight": 0.5, "value": "Win 11 Pro" }
}In high-stakes procurement, traditional search creates critical gaps that cost organizations time, money, and compliance.
Requirements buried in 100+ page documents. Manual extraction takes days and introduces errors.
80+ hours
per tender manually
Search engines return "similar" results, not verified matches. One missed spec can invalidate a bid.
23%
bids rejected for spec mismatch
All requirements treated equally. Critical specs get lost among nice-to-haves.
47+
specs per typical IT tender
A purpose-built architecture for intelligent procurement matching
MatchOS transforms unstructured requirements into structured queries with importance weights. Every attribute is categorized and prioritized automatically.
processor
Intel Core i7, 12th gen
ram
16GB DDR4, min 16GB
storage
512GB SSD, NVMe
os
Windows 11 Pro
ports
USB 3.x, HDMI, VGA
❌ Traditional Catalog
"Dell OptiPlex 7010 SFF Desktop Computer - 12th Gen Intel Core i7-12700 12-Core up to 4.90 GHz CPU, 16GB RAM..."
Unstructured, hard to parse
✓ MatchOS Catalog
{
"category": "Desktop Computer",
"processor": "Intel i7-12700",
"ram": "16GB DDR4",
"storage": "512GB NVMe SSD",
"graphics": "Intel UHD 770"
}Structured, MatchOS-searchable
Products are stored in a schema designed for MatchOS search — not raw text dumps. Every attribute is normalized, categorized, and indexed for semantic matching.
Combines fast embedding search with precise LLM verification. First narrow down candidates, then verify every requirement.
Vector similarity filters millions to hundreds in milliseconds
Deep verification of each requirement with pass/fail
Intel Core i7 12th Gen
i7-12700 ✓
Minimum 16GB RAM
16GB DDR4 ✓
512GB SSD Storage
512GB NVMe ✓
Windows 11 Professional
Win 11 Pro ✓
DVD-RW Drive
Not included ✗
4/5 must-have requirements met. Missing: optical drive
See how MatchOS powers every core feature in the BidFiller procurement platform
Upload tender PDFs and get structured specs with importance weights in seconds
Mistral OCR + GeminiConversational MatchOS workflows create compliant specs following UN/World Bank guidelines
Gemini 2.5 FlashChecks each bid against requirements with MATCH/ALTERNATIVE/MISMATCH status
Two-stage matchingScores bids on spec fit (70%), price (15%), bidder quality (10%), risk (5%)
Weighted scoringGenerate realistic test bids from multiple vendors for demo and testing
Structured generationMatchOS market price estimation based on specifications
Market analysisMatchOS evaluations consistently align with or exceed human procurement expert selections, ensuring high fidelity and reduced risk.
95%
Match Accuracy
vs human expert picks
<5s
Per Product
matching time
10min
vs 80+ hours
tender evaluation
| Procurement Item | Expert Manual Selection | MatchOS AI Selection | Status |
|---|---|---|---|
| Desktop 1 | Lenovo ThinkCenter M90S | Lenovo ThinkCenter M90S Gen 5 | |
| Desktop 2 | HP FHD AIO 27" | HP FHD AIO 27" Touchscreen | |
| Laptop | HP Elite x360 830 13" | HP Elite x360 830 13" G10 | |
| Monitor | HP 324 pf 24" | HP 24" FHD LED Monitor | |
| Printer | HP LaserJet M234dw | HP LaserJet Pro MFP M29W |
MatchOS integrates seamlessly into your procurement workflow, transforming raw data into actionable intelligence.
Tender PDF
Unstructured Data
Bid Proposals
Vendor Submissions
Extract
Match
Score
Recommend
Ranked Bids
Audit Trail
Reports
When bidders don't meet your requirements, Coryell Solutions — our global procurement partner — can fulfill your order directly with competitive pricing and guaranteed compliance.
Specialized in IT & educational supplies for emerging markets.
Partnerships with Dell, HP, Lenovo, Microsoft, Adobe, and more.
Complete supply chain management from factory to delivery.
Proactive maintenance and local training services included.
Evaluate bids in BidFiller via MatchOS
Not satisfied? Click "Request Coryell Quote"
Receive competitive pricing in 24-48 hours
Place order with guaranteed fulfillment