← Back to worksPurchase of Interactive flat panel smart board with accessor
Equipment & Vehicles
Puducherry / MAYILADUTHURAI — Mayiladuthurai(District Collector Mayiladuthurai_IDA) · S. Selvaganabathy (Sitting Rajya Sabha)
Purchase of Interactive flat panel smart board with accessories and steel furnitures
Overall risk score
37/100
Blended from the five components below, each weighted as shown.
LOWCost deviation
—
Fewer than 8 comparable works in this district and sector
AI powered · gemini-flash-liteWhy was this flagged?
- Unusual combination of sanctioned amount, delay and spending pattern — flagged by an isolation forest fitted over every work, not by any single figure being out of rangeAI · Isolation Forest (scikit-learn)
- 100% similarity with another nearby workAI · Sentence-BERT embeddings (all-MiniLM-L6-v2)
- Implementing agency has a 40% delay rate across its projectsStated compliance rule
Decision trail
Nobody has recorded a decision on this work yet.
Reads as a near-duplicate of work #3609 (sentence-embedding similarity 1.00, measured by all-MiniLM-L6-v2 on meaning rather than shared words; two works can legitimately share a description, so this is a prompt to check, not a finding)