AI Automation

AI automation / case 02

Tender Luban

Tender review and commercial bid assembly

A private tender workflow that helps a company assess whether its qualifications, personnel, certificates, and verified past performance are sufficient for a bid.

Classification
Client Delivery
Delivery status
Private client delivery

The problem

Tender teams spend significant time checking requirements against scattered company evidence before they can decide whether to bid and what can safely be assembled.

  1. 01

    Problem

    Tender teams spend significant time checking requirements against scattered company evidence before they can decide whether to bid and what can safely be assembled.

  2. 02

    Ownership

    I translated operating knowledge from procurement and tender work into capability boundaries, human review gates, evidence selection, audit state, and commercial document export.

  3. 03

    Capabilities

    Tender requirement review · Qualification and certificate sufficiency checks

  4. 04

    Decisions

    Treat company evidence as selected and reviewed inputs, not free-form model memory. Keep high-impact tender decisions behind human approval.

My role

I translated operating knowledge from procurement and tender work into capability boundaries, human review gates, evidence selection, audit state, and commercial document export.

Capabilities

  1. 01

    Tender requirement review

  2. 02

    Qualification and certificate sufficiency checks

  3. 03

    Personnel and verified past-performance checks

  4. 04

    Human review and auditable workflow state

  5. 05

    Commercial bid document assembly and export

Verification evidence

  • Qualification, personnel, and past-performance sections are implemented in the commercial bid exporter.

  • The private product exposes commercial bid selection and export workflows.

System arrangement

How the system works

Tender requirements and verified company evidence meet in a sufficiency review before a person approves any commercial document assembly.

  1. 01
    SourceTender documents

    Requirements and submission rules

  2. 02
    CapabilityRequirement review

    Qualifications, people, certificates

  3. 03
    SourceCompany evidence

    Verified records and performance

  4. 04
    CapabilitySufficiency check

    Gaps, matches, and exclusions

  5. 05
    Human reviewHuman approval

    Bid decision stays accountable

  6. 06
    OutcomeCommercial bid

    Reviewed document assembly

Stack and methods

  • Django
  • Django REST Framework
  • React
  • Celery
  • Document parsing
  • Retrieval

Private delivery. Public detail is intentionally concise.