National Bidding Data Automated Analysis Assistant
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About this skill
The Problem to Solve
Tender and bidding information is fragmented across regional and industry-specific platforms, with data formats varying widely and daily updates exceeding 300,000 entries. Manual analysis faces three core challenges:
- Information Overload & Missed Opportunities: Inefficiently covering all relevant announcements across the nation, specific sectors, or timeframes.
- Unstructured Data: Extracting key fields like procurement lists, models, and prices from narrative-heavy original notices for cross-project comparison is extremely time-consuming.
- Difficulty in Dynamic Monitoring: Setting up stable, automated processes to continuously track specific keywords, regions, or enterprises and perform trend analysis.
How This Skill Works
This skill encapsulates the complex logic of interacting with the Shibo Technology Bidding Data API, converting ambiguous analysis needs into precise data queries through natural language interaction. Its core workflow is:
- Intent Recognition & Query Generation: When you pose a question (e.g., "search for smart city projects in Beijing from the last 30 days"), the skill parses the core requirements (keywords, region, time) and automatically supplements default conditions (e.g., announcement type "tender notice", excluding irrelevant industries).
- Intelligent API Routing: Based on the need type (search, details, contract, planned projects), the skill automatically selects and invokes the most suitable API endpoint, such as
searchProjectApiorSearchProjectForAI. It handles API authentication (BBIAO_API_KEY), pagination, and parameter assembly. - Structured Output & Integration: It consolidates raw API responses into clear tables or reports. Fields include
Project Name,Region,Purchaser,Winner,Amount, andLink. For detail queries, it parses and highlights information likeProcurement Requirements,Key Deadlines, andAttachments. - Error & Quota Handling: When the API returns insufficient balance (error code
0100590006) or authentication failure, the skill provides explicit guidance (e.g., a link to a recharge page) instead of blind retries. For empty results, it suggests expanding synonyms or relaxing query criteria.
Scope and Caveats
- Data Source Dependency: The skill's capabilities are entirely dependent on the API and data provided by Shibo Technology (99.99% coverage). Analysis results align with the quality and timeliness of the underlying data source.
- API Quotas and Costs: All calls consume API quota. For large-scale batch analysis or automated tasks, you must assess your package limits in advance.
- Automation Design: When building automated workflows, it is mandatory to include limits on query pagination, reasonable time windows, and explicit maximum retry counts to avoid infinite loops or unnecessary overhead.
- Field Constraints: Output strictly adheres to the 78 structured fields returned by the API. If the original announcement did not disclose certain information (e.g., specific contact details), the result will note "Not Disclosed" or "Unknown" and will never fabricate it.
Use Cases
- As a regional procurement analyst, you need to compile monthly reports on the bidding trends and key purchasers for "smart city" and "AI" projects in a specific province, creating visualized summaries.
- As a corporate compliance manager, you must regularly verify whether the payment terms and execution progress of procurement contracts signed with a major state-owned enterprise align with public disclosures to flag potential risks.
- As a sales director, you need to automatically filter a list of potential opportunities within specific technical fields and budget ranges from thousands of weekly tender announcements for team distribution.
- As a government project officer, you must set up a daily automated task to monitor new tender announcements under specified keywords and consolidate key parameters for morning briefings.
Best For
- Government or public institution analysts responsible for consolidating regional procurement data and trend reports, needing quick insights from multi-dimensional fields.
- Sales or marketing team leads at enterprises who need to continuously monitor public tender information to batch-acquire potential sales leads in target industries.
- Specialists responsible for contract fulfillment supervision or supply chain risk management, needing to cross-verify contract announcements with project details.
- Technical architects or data engineers needing to integrate structured bidding data streams (via API or MCP) into internal data platforms or RAG systems.
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