Bid rigging costs enterprises billions annually. According to the OECD, procurement fraud accounts for roughly 10–30% of total contract value in affected tenders. Most of it goes undetected — not because it's invisible, but because no one is looking in the right place at the right time.
Traditional procurement evaluation doesn't include fraud detection. It evaluates proposals on their merits — price, capability, compliance — without ever asking: did these vendors coordinate before submitting?
WHAT COLLUSION ACTUALLY LOOKS LIKE
Collusion in procurement takes several forms, and most of them leave detectable signals:
- Coordinated pricing — bids that are suspiciously close in value, or follow a pattern designed to make one vendor look competitive while guaranteeing another wins
- Shared IP addresses — proposals submitted from the same network, suggesting the same person or organization controls multiple vendors
- Duplicate language — identical or near-identical phrasing across proposals, indicating shared authorship
- Bid timing anomalies — submissions that arrive in sequences suggesting coordination rather than independent preparation
- Related-party links — vendors with shared directors, registered addresses, or beneficial owners
HOW VIKI'S COLLUSION DETECTOR WORKS
Viki's Collusion Detector is Agent 07 in the evaluation pipeline — it runs in parallel with scoring, analyzing the full submission pool rather than individual proposals in isolation.
It looks at:
- Submission metadata including IP address, timestamp, and file creation data
- Linguistic fingerprinting across all proposals in the event
- Pricing pattern analysis against market benchmarks and internal bid history
- Corporate registry cross-referencing for related-party detection
- KYV database flags from prior procurement events
WHAT HAPPENS WHEN A FLAG IS RAISED
When Viki's Collusion Detector flags a pattern, it doesn't silently disqualify a vendor. It generates a detailed alert with the specific signals that triggered the flag, the confidence level of the detection, and a recommended action for the procurement team.
The human stays in control. Every flag is reviewed by a procurement officer before any disqualification decision is made. But crucially, the flag is raised before a dollar is committed — not after an audit three years later.
Collusion detection isn't a nice-to-have feature. For any enterprise running competitive procurement at scale, it's the difference between spending fairly and getting systematically defrauded. Viki makes it automatic, auditable, and built into every evaluation — not a separate investigation that happens after the fact.