How Anvil Learns

Watch the model train on 2.3M federal contracts

Phase 1

Ingesting Contract History

The model processes millions of historical DoD contract awards, learning which vendors win which types of contracts.

0
Contracts Processed
0
Unique Vendors

Phase 2

Learning Procurement Patterns

LightGBM trains on 12 features per vendor-opportunity pair, learning to rank vendors by likelihood of winning.

0
Training Epochs
0%
Validation Accuracy
75% 50% 25%

Phase 3

Predicting Contract Winners

Given a new opportunity, the model ranks all qualified vendors by their likelihood of winning.

7ms
Inference Time
85%
DoD Coverage
New Opportunity: SPE7M225T3623 - VALVES (DLA)
↓
1
DERBYSHIRE MARINE PRODUCTS
94.6%
2
MILWAUKEE VALVE CO
79.5%
3
ASRC FEDERAL FACILITIES
71.1%
4
KAMPI COMPONENTS CO
38.9%
2.3M
Contracts Trained
50%
Top-10 Recall
345K
Validation Set
85%
DoD Coverage
Click Start to begin