NATURAL LANGUAGE TENDER SEARCH

Find any tender by describing what you need.

Query in conversational English, regional locations, or purchaser authorities. Our AI extracts filters, computes embeddings, and reranks relevant contracts in real time.

Start searching with conversational phrases

Enter any requirement, industry keyword, location, or authority. The system parses your search parameters and displays matches with neural relevance scoring.

Execution Inspector

NLP Query Parsing

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GPT extracts search intent, removes stop words, and categorizes entities into structured JSON.

CRM Pipeline Routing

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Sanitizes request parameters and manages database audit logging.

OpenSearch Filter Compilation

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Builds boolean match and range filters for Country, State, City, Purchaser, and Deadlines.

Hybrid Vector & BM25 Retrieval

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Executes dense semantic embeddings + lexical inverted index search using Reciprocal Rank Fusion (RRF).

Neural Candidate Reranking

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Cross-Encoder neural model calculates relevance scores between user query and retrieved tender titles/summaries.

Logs from the search request execution will appear here in real time...

                        Total Execution Time
                        -- ms
                    

Neural Reranking -- ms

OpenSearch Search -- ms

Query Embedding -- ms

Latency Breakdown

Embedding Generation 0 ms

OpenSearch Hybrid Retrieval 0 ms

Cross-Encoder Reranking 0 ms

Parsed Query & Filters (JSON)

{\n  "message": "Execute a search to view parsed JSON output"\n}

Find any tender by describing what you need.

Extracted Search Filters

Search Results

Start searching with conversational phrases

Search Request Failed

Restricted Search Access