# AI workability — Licensing and Compliance Solution

*Buyer: Newfoundland Labrador Liquor Corporation · Source: merx · Closes: 17 Sep 2026 00:00 UTC*

**AI workability: 72%** (majority AI-deliverable) · notice-only read · bid call: **MAYBE**

- Effort: 1,710 h total · 1,226 h AI · 484 h human (low confidence)

## Verdict

AI agents can perform the majority of this software project's work, with human effort concentrated on workshops, deployment, training, and accountability.

## Bid call

**MAYBE** — The project is a strong AI-workability fit for a small IT shop, but the available documents are too thin to confirm evaluation criteria, security requirements, bonding, and detailed scope. Obtain the full RFP, validate no blockers, and then decide.

## Deliverables

| Deliverable | Mode | AI share | Hours |
| --- | --- | --- | --- |
| Requirements Analysis and Solution Design | ai_assisted | 60% | 120 |
| Core Software Development | ai_agent | 90% | 500 |
| Integration and Data Migration | ai_assisted | 80% | 200 |
| Testing and QA | ai_assisted | 80% | 150 |
| Documentation and Training Material | ai_agent | 90% | 80 |
| Deployment and Go-Live | human_only | 30% | 100 |
| Training Delivery | human_only | 20% | 60 |
| Ongoing Support and Maintenance | ai_assisted | 70% | 400 |
| Project Management and Client Workshops | human_only | 30% | 100 |

## Risks

- **[high]** Source documents are thin; actual requirements may differ significantly from the notice. — *Obtain full RFP documents and submit clarifying questions before the question deadline.*
- **[medium]** On-site presence in St. John's, NL may be required for deployment and training, adding travel and human effort. — *Plan for a small on-site human team; use remote AI-assisted support where possible.*
- **[high]** No security clearance or bonding requirements were extracted, but they may exist in the full RFP. — *Verify security and bonding requirements before bidding; confirm no blockers for a small shop.*
- **[medium]** Liquor licensing and compliance regulations are domain-specific and may require human regulatory expertise. — *Engage a domain consultant or allocate human SME time for regulatory validation.*
- **[medium]** AI-generated code requires human review and security approval before production. — *Build human code review and security testing into the delivery plan.*

## Human roles

- **Contract signatory / accountable executive** (5%): Legal and financial accountability cannot be delegated to AI.
- **Project manager / client liaison** (16%): Client workshops, stakeholder management, and relationship trust require a person.
- **Business analyst / workshop facilitator** (12%): Requirements elicitation and validation with NLC staff need human facilitation.
- **Deployment engineer / on-site technician** (14%): Production deployment at the delivery point may require physical presence and hands-on access.
- **Trainer** (10%): Live training sessions require a human presenter and responder.
- **QA / security reviewer** (21%): Human approval is needed for test sign-off, security review, and production readiness.
- **Support escalation engineer** (22%): Complex support issues and client-facing escalation require human judgment and accountability.

## Why not more AI

- Cannot sign contracts or take legal/financial accountability.
- Cannot facilitate in-person client workshops or build trust with stakeholders.
- Cannot perform physical on-site deployment or hardware installation.
- Cannot independently validate domain-specific liquor licensing regulations without human expert review.
- AI-generated code requires human code review and security approval before production.

## Requirements & compliance

| Ref | Requirement | Status |
| --- | --- | --- |
| Appendix C Submission Form | Mandatory submission form | met |
| Annex A T26-1417 LACES Workbook | Mandatory workbook | met |
| Annex B T26-1417 LACES Workbook Responses | Mandatory workbook responses | met |
| Bid Submission | Electronic bid submission; pricing in attached document | met |

## Evaluation criteria

- **Not specified in extracted documents** (Unknown): Evaluation criteria not available; likely includes mandatory compliance, technical solution, and pricing.

## Key dates

- 2026-08-20 — Publication
- 2026-09-09 — Question Acceptance Deadline
- 2026-09-17 — Closing Date

## Gaps in source documents

- Full RFP documents were not provided; only the notice and extracted scope/requirements were available.
- Evaluation criteria and weights are missing.
- No pricing structure or estimated value was provided.
- Security clearance, certification, and bonding requirements were not listed and remain unclear.
- No details on existing systems, data volumes, integration points, or regulatory rules were provided.
- It is unclear whether on-site presence is mandatory beyond the stated delivery point.

## Assumptions

- The Licensing and Compliance Solution is primarily software development, not physical licensing enforcement.
- No security clearance or bonding is required beyond standard commercial insurance, unless the full RFP says otherwise.
- The buyer will accept remote development with limited on-site presence for deployment and training.
- AI agents can access development environments and produce production code with human review.
- The 5-year support period is included in the effort estimate as a moderate ongoing workload.

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*Generated by GovContract from public tender documents. Human review required before acting on bid decisions.*