# AI workability — Climate Risk Assessment and Climate Adaptation Plan

*Buyer: City Of Chilliwack · Source: merx · Closes: 23 Sep 2026 00:00 UTC*

**AI workability: 67%** (majority AI-deliverable) · notice-only read · bid call: **MAYBE**

- Effort: 1,000 h total · 673 h AI · 327 h human (low confidence)

## Verdict

AI can perform the majority of the analytical, mapping, and drafting work, but stakeholder engagement, local context, and final compliance approval require meaningful human involvement.

## Bid call

**MAYBE** — AI can handle the majority of the analytical and drafting work, making this project technically AI-workable. However, the source documents are very thin, no evaluation criteria are available, and the shop lacks municipal climate planning references. Success depends on human facilitation, FCM compliance expertise, and possibly a local partner.

## Deliverables

| Deliverable | Mode | AI share | Hours |
| --- | --- | --- | --- |
| Climate Data Collection and Hazard Analysis | ai_agent | 90% | 250 |
| GIS Vulnerability and Risk Mapping | ai_agent | 85% | 150 |
| Climate Adaptation Plan Drafting | ai_assisted | 70% | 300 |
| FCM GMF CRPP Alignment and Reporting | ai_assisted | 75% | 100 |
| Stakeholder Engagement and Workshops | human_only | 10% | 150 |
| Project Management and Client Liaison | ai_assisted | 40% | 50 |

## Risks

- **[high]** FCM CRPP compliance complexity may be underestimated due to thin source documents. — *Dedicate a human expert to FCM requirements and use AI to continuously track alignment.*
- **[medium]** Stakeholder engagement expectations are unknown and may require significant onsite presence. — *Clarify engagement scope before bidding and budget for in-person workshops in Chilliwack.*
- **[medium]** Municipal data availability and quality may limit AI analysis and mapping. — *Conduct an early data audit and use open data sources where municipal data is incomplete.*
- **[medium]** Small shop lacks municipal climate planning references, which may affect bid competitiveness. — *Emphasize AI-driven efficiency and consider partnering with a local climate consultant for credibility.*
- **[medium]** Source documents are extremely thin, increasing uncertainty in scope and pricing. — *Request clarification or submit a bid conditioned on a scoping workshop.*

## Human roles

- **Stakeholder Facilitator** (41%): In-person workshops, public engagement, and relationship building cannot be done by AI agents.
- **Climate Planner / Reviewer** (50%): Professional judgment, local context, and final approval of adaptation strategies and FCM compliance require human expertise.
- **Project Manager / Client Liaison** (9%): Client accountability, contract management, and senior relationship ownership must be human.

## Why not more AI

- Cannot facilitate in-person stakeholder workshops or public engagement sessions.
- Cannot provide professional certification, legal sign-off, or formal municipal approval.
- Cannot fully interpret local political context, community values, or council priorities.
- Requires high-quality local data and human-validated assumptions to produce reliable climate risk outputs.
- Cannot guarantee FCM GMF CRPP acceptance without human expert review.

## Requirements & compliance

| Ref | Requirement | Status |
| --- | --- | --- |
| Description | The resulting deliverables must strictly align with the requirements and guidelines of the Federation of Canadian Municipalities (FCM) Green Municipal Fund (GMF) Climate-Ready Plans and Processes (CRPP) funding program. | met |
| Description | The Project must be completed by December 31, 2028. | met |

## Evaluation criteria

- **Not specified** (N/A): No evaluation criteria were provided in the available documents; pricing, compliance, and demonstrated experience are likely key factors.

## Key dates

- 2026-08-20 — Publication
- 2026-09-23 — Closing Date
- 2028-12-31 — Project Completion Deadline

## Gaps in source documents

- No detailed scope of work or evaluation criteria were provided.
- No budget or pricing structure is available.
- No information on the expected number or format of stakeholder engagement sessions.
- No confirmation of data availability, formats, or municipal GIS systems.
- No indication of whether professional certification or third-party review is required.
- Source documents are extremely thin, consisting only of the title and one-line description.

## Assumptions

- FCM GMF CRPP guidelines are publicly available and can be ingested by AI tools.
- The City of Chilliwack will provide or point to relevant GIS, asset, and climate data.
- No security clearance or physical installation work is required.
- Some stakeholder workshops will be held in person in Chilliwack.
- Final deliverables require human professional review but no P.Eng. stamp unless explicitly required.

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