Scenario Solution

Bidding & Proposal Automation

Help sales, pre-sales, and delivery teams turn requirement parsing, qualification organizing, framework generation, and gap checking into a continuously iterable proposal pipeline.

Bidding challenges lie in multi-source material reuse and multi-person collaboration

The real efficiency bottleneck is not writing a paragraph of copy — it is how requirement extraction, qualification verification, case reuse, version checking, and multi-person review are coordinated.

  • Requirement documents are complex, core requirements are slow to extract, and teams frequently miss critical clauses.
  • Qualifications, case studies, and delivery capabilities are scattered across departments, making rapid reuse and updates difficult.
  • Versions go back and forth, reviewers lack unified context, and review efficiency is low.
  • Multi-department coordination is time-consuming — pre-sales, sales, and delivery each write their own sections without a unified view.
  • Historical proposals and communication records for the same client cannot be automatically linked, leading to significant rework.

System Integration

Connected Systems

CRMKnowledge BaseDocument SystemWeComApproval System

Business Capabilities

Automation Capabilities

Requirement extractionQualification organizingProposal framework generationReview remindersVersion comparisonGap detection

Execution Flow

How the AI Agent Executes

1

Automatically extract core requirements, scoring criteria, and constraints from bid documents

2

Search historical cases, qualification certificates, and standard templates for intelligent reuse

3

Generate a proposal framework based on scoring logic, marking sections that need manual input

4

Trigger multi-person review and consolidate revision suggestions, auto-merging non-conflicting changes

5

Perform a final gap check and generate a submission-ready proposal version

Expected Results

Expected Results

Bid preparation cycle reduced by 50%+

Historical material reuse rate increased to 80%

Multi-person review compressed from 3 days to 1 day

Requirement omission rate significantly decreased

Proposal quality consistency markedly improved

Security Controls

Governance Mechanisms

Version audit trails
Role-based review
Approval controls
Client sensitive information control
Change record traceability

FAQ

Frequently Asked Questions

Can it integrate with our historical bid library?
Yes, through knowledge retrieval integration — structuring and reusing historical bids, case studies, and qualifications. The first batch typically covers projects from the past 2 years.
Does it only auto-generate copy?
No. Our focus is on requirement extraction, multi-person collaboration, version management, and gap detection — copy generation is just one component.
How does it handle projects with different scoring criteria?
The system dynamically adjusts the proposal framework and key content layout based on each bid document's scoring criteria.

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Book a scenario diagnosis to clarify system boundaries, initial Skills, and pilot conditions.