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AI Bidding

Scenario Description​

A large bidding project involves many aspects: bidding document interpretation, qualification review, technical proposal writing, pricing strategy formulation, compliance checking, document format review...... requiring coordination across legal, financial, technical, and business domains. The traditional approach is for each department to work separately and then manually integrate, which is time-consuming and error-prone.

DesireCore's AI Bidding solution enables multi-agent collaboration, allowing agents from various professional domains to work in parallel, cross-review, compressing the bidding cycle by more than half.

Involved Agents​

  • Bidding Assistant -- Coordinates the entire bidding process, prepares bid documents
  • Legal Advisor -- Reviews compliance and contract terms of bidding documents
  • Finance Assistant -- Cost estimation, pricing strategy analysis
  • Data Analyst -- Competitor analysis, market data support
  • AI Copywriter -- Copy polishing, layout integration

End-to-End Process​

Phase 1: Bidding Document Analysis (Days 1-2)​

You: We received a 25 million data center construction project bidding document,
    please help me comprehensively analyze it.

Bidding Assistant: Interpreting bidding document...

        Key information extracted:
        - Bid deadline: June 20 (18 days later)
        - Scoring method: Comprehensive scoring (Technical 50 + Business 30 + Price 20)
        - Required qualifications: 4 items
        - Performance requirements: 3 ten-million-level projects

        Also delegated:
        → Legal Advisor: Review contract terms and compliance requirements
        → Finance Assistant: Start cost estimation

Phase 2: Qualification Review and Strategy Formulation (Days 3-5)​

Bidding Assistant completes qualification self-review, Finance Assistant completes cost estimation, Legal Advisor provides compliance suggestions. Analysis results from all agents are compiled into a comprehensive evaluation report.

Phase 3: Technical Proposal Writing (Days 6-12)​

Bidding Assistant: Based on scoring criteria, technical proposal focus allocation:
        - System architecture (high score item) -- 25% scoring weight
        - Security design (particularly emphasized by bidder)
        - Implementation plan and after-sales proposal

        Generated technical proposal framework, 6 major chapters, 28 sub-items.

Phase 4: Pricing and Review (Days 13-16)​

Finance Assistant: Cost estimation results:
        Direct costs 23M + Indirect costs 4.01M = 27.01M

        Pricing strategy suggestion:
        Recommended bid 24.8M (balancing win probability and profit)
        Estimated price score: 18-19 points (out of 20)

Legal Advisor: Bidding document compliance check:
        - Contract clause 5 has unfavorable terms, suggest raising during Q&A
        - 3-year warranty exceeds industry standard, note cost reservation

Phase 5: Final Check and Submission (Days 17-18)​

Bidding Assistant: Bidding document completeness check results:

        Total check items: 56
        Completed: 53
        Missing: 2 items (bond certificate, itemized price list)
        To confirm: 1 item (signature/stamp)

        Urgent items:
        1. Upload bond certificate today
        2. Complete itemized price list within 2 hours

Multi-Agent Collaboration Flowchart​

Bidding Document ──→ Bidding Assistant (Coordination)
              ├──→ Legal Advisor (Compliance Review)
              ├──→ Finance Assistant (Cost Estimation)
              └──→ Data Analyst (Competitive Analysis)
                         │
                   Comprehensive Analysis Report
                         │
              ├──→ Bidding Assistant (Technical Proposal)
              └──→ AI Copywriter (Layout Integration)
                         │
              ├──→ Legal Advisor (Cross Review)
              └──→ Finance Assistant (Pricing Review)
                         │
                   Final Bidding Documents

Quality Control​

  • Cross Review: After each agent completes their work, other agents cross-check
  • Risk Flagging: All high-risk items are automatically flagged and must be confirmed by you
  • Version Management: Each modification is automatically saved as a version, can be traced back at any time
  • Completeness Check: Item-by-item verification of document checklist before submission

Final Deliverable​

A complete set of bidding materials, cross-reviewed by multiple agents, covering technical proposals, business pricing, qualification proofs, and compliance review.

Best Practices
  • Start analysis immediately after receiving the bidding document to allow sufficient time for subsequent writing
  • The Q&A session is important, unfavorable terms found by the Legal Advisor can be clarified by requesting the bidder to clarify
  • Allow at least half a day for completeness check before final submission, don't wait until the last minute
  • Upload your company profile in advance: Teach the Bidding Assistant your business license, qualification certificates, and past winning bids upfront — it will automatically match relevant qualifications for each new project without you having to compile them every time