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Section 16-17 · End-to-End AI Workflow

Every step from intake to award, with a human in the loop where it matters.

The AI runs search, verification, scoring, and drafting. A human or authorized representative approves anything legally binding before submission.

19
Pipeline steps
12
Required approval gates

The pipeline

  1. 1Business intake
  2. 2Document extraction
  3. 3Fact verification
  4. 4Capability and eligibility profile
  5. 5Daily opportunity search
  6. 6Deduplication
  7. 7Hard eligibility gate
  8. 8Fit scoring
  9. 9Bid/no-bid recommendation
  10. 10Application compliance matrix
  11. 11Draft narrative and forms
  12. 12Evidence validation
  13. 13Budget and pricing review
  14. 14Authorized human approval
  15. 15Submission
  16. 16Confirmation capture
  17. 17Follow-up and amendments
  18. 18Award or loss analysis
  19. 19Business-memory update

Required owner/AOR approval gates

The AI must not complete these on the business owner's behalf without an explicit, recorded approval.

Banking details
Tax identifiers
Ownership certifications
Demographic certifications
Lobbying disclosures
Debarment certifications
Grant assurances
Final pricing
Equity terms
Loan guarantees
Legal representations
Application submission

What the AI should generate, once the profile is verified

Contracting

  • Government capability statement
  • Corporate capabilities deck
  • SAM description
  • Small-business profile copy
  • Sources-sought responses
  • RFIs
  • RFQs
  • RFP compliance matrices
  • Technical proposals
  • Management proposals
  • Past-performance volumes
  • Staffing plans
  • Price narratives
  • Teaming-partner outreach

Grants

  • Grant-readiness assessment
  • Statement of need
  • Project narrative
  • Logic model
  • Goals and objectives
  • Implementation timeline
  • Evaluation plan
  • Sustainability plan
  • Budget narrative
  • Letters-of-support templates

Investors

  • Pitch deck
  • Investor memo
  • One-page teaser
  • Financial model
  • Data-room index
  • Target-investor list
  • Personalized outreach
  • Due-diligence responses

Sponsors

  • Sponsorship deck
  • Tier packages
  • Activation concepts
  • Prospect list
  • Outreach sequences
  • Fulfillment tracker
  • Impact report

Financing

  • Lender-ready business plan
  • Use-of-funds statement
  • Loan package index
  • Financial projections
  • Debt-service analysis
  • Missing-document report