Search nstenders eastern-migratory-caribou-photographic-survey-interpretation|department-of-the-environment-eccc
Eastern Migratory Caribou Photographic Survey Interpretation
Closes in 19 days 14 Sep 2026 00:00 UTC
IT fit 65 Photographic survey interpretation for caribou likely involves data analysis and GIS, which fits small IT shop capabilities.
AI workability
Effort & value
247 h AI · 153 h human · 400 h total
Deliverable mix
agent · assisted · human
Dates
19 Aug
19 Aug
14 Sep
14 Sep
AI-assisted majority workability: AI agents can perform most image interpretation and reporting, with a qualified biologist providing final QA and sign-off.
Bid call: MAYBE AI can perform the majority of the interpretation work, but the tender lacks evaluation criteria and a detailed Statement of Work. Success depends on partnering with a qualified wildlife biologist and clarifying data format, accuracy requirements, and evaluation before bidding.
| Deliverable | Mode | AI share | Hours | Notes |
|---|---|---|---|---|
|
Imagery ingestion and preprocessing
Automated ingestion, georeferencing, tiling, orthorectification, and enhancement of digital orthographic imagery from the caribou survey. |
ai agent | 90% | 60 | AI can handle this end-to-end with light human spot-checking; no specialized wildlife judgment required. |
|
Caribou detection and classification
Use AI object detection and image classification to identify and count adult caribou, calves, and juveniles in orthophotos. |
ai assisted | 75% | 160 | AI does the bulk of detection/counting, but a wildlife biologist must review ambiguous detections and correct errors. |
|
Demographic analysis and reporting
Generate population estimates, demographic breakdowns, maps, and a draft interpretation report. |
ai assisted | 65% | 100 | AI synthesizes data and drafts the report; human expert validates statistical conclusions and final narrative. |
|
Quality assurance and final validation
Final QA, accuracy assessment, and professional sign-off of the caribou demographic interpretation. |
human only | 10% | 80 | Requires a qualified biologist/remote sensing analyst to ensure scientific credibility and client acceptance. |
Risks
-
high
AI detection accuracy on caribou imagery may be insufficient without robust validation.
Mitigation: Use ensemble models, human review of all detections, and iterative QA with a wildlife biologist. -
medium
Lack of labeled training data for caribou detection.
Mitigation: Use transfer learning from similar ungulate datasets and active learning with expert labels. -
medium
Thin tender documents and unknown evaluation criteria.
Mitigation: Request the Statement of Work and clarify data format, accuracy requirements, and evaluation before bidding. -
medium
Tight timeline from publication to closing.
Mitigation: Start with pretrained models and automated pipelines; allocate expert review time early. -
medium
Small shop lacks large reference contracts and may face credibility concerns.
Mitigation: Partner with a qualified environmental consultancy or wildlife biologist to strengthen the bid.
Human roles needed
- Wildlife biologist / remote sensing analyst · 20% — Final QA, ambiguous image interpretation, demographic conclusions, and professional sign-off.
- Project manager / contract lead · 8% — Client communication, contract administration, and delivery management.
- ML engineer (human oversight) · 6% — Model tuning, validation, and handling edge cases that AI cannot resolve.
- Data analyst (human review) · 4% — Reviewing AI-generated counts and reports for consistency and completeness.
Why not more AI
- AI cannot provide legally or scientifically binding demographic conclusions without human expert validation.
- Object detection may struggle with calves/juveniles, dense groups, vegetation, shadows, or image artifacts.
- AI only works on provided imagery and cannot fill data gaps or conduct field verification.
- Model performance depends on availability of representative training data and image quality.
Suggested delivery stack
- Python + PyTorch/TorchVision or Detectron2 for caribou detection and classification.
- GDAL, Rasterio, GeoPandas, and PostGIS for geospatial processing and analysis.
- QGIS or Mapbox for visualization and human-in-the-loop QA.
- Labelbox or CVAT for annotation and validation workflows.
- Quarto/LaTeX for automated report generation and GitLab CI for reproducible pipelines.
Requirements & compliance (1)
| Ref | Requirement | Kind | Compliance |
|---|---|---|---|
| Solicitation Number 5000095499 | Supplier must provide accurate and detailed interpretation of digital orthographic imagery from a June/July 2026 eastern migratory caribou photographic survey in northern Ontario, assessing total number of adult caribou, calves and juveniles, and other demographic information. AI-assisted interpretation can meet this requirement if final QA and demographic sign-off are performed by a qualified wildlife biologist. No security clearance or physical work is indicated. |
mandatory | met |
Evaluation criteria & key dates
- Not specified in available documents · unknown — Evaluation likely based on technical approach, personnel qualifications, and price, but no criteria or weights were provided in the notice or extracted facts.
- 2026-08-19T00:00:00+00:00 — Publication
- 2026-09-14T14:00:00-04:00 — Closing Date
Assumptions & gaps
Assumptions
- Digital orthographic imagery will be provided by the buyer; no field collection is required.
- No security clearance or on-site presence is required.
- A qualified wildlife biologist will be available for QA and sign-off.
- AI models can be trained or fine-tuned using available caribou imagery or similar ungulate datasets.
- The contract value and timeline are sufficient for a small AI-assisted team.
Gaps in source documents
- Statement of Work (Annex A) not included in available documents.
- No evaluation criteria or weighting provided.
- No details on image format, resolution, volume, or delivery method.
- No accuracy or error tolerance requirements for counts.
- No contract duration, value, or security requirements.
- No information on whether the buyer expects a specific biologist certification.
Deep read covered 1 captured document.
Draft proposal
Generate a first-draft bid response from the AI-workability dossier — approach per workstream, compliance responses, team model, pricing structure, and an honest gap list. Human review required before submission.
- Buyer
- Department of the Environment (ECCC )
- Type
- provincial
- Location
- Canada
- Notice type
- —
- Published
- 19 Aug 2026
- Closes
- 14 Sep 2026 00:00 UTC
- GSIN
- —
- UNSPSC
- —
Extracted document text
notice-page.txt
5000095499 - Eastern Migratory Caribou Photographic Survey Interpretation 5000095499 - Eastern Migratory Caribou Photographic Survey Interpretation This solicitation is OPEN Select a tab Notice Categories Documents (2) Notice Categories Documents 2 Mail Basic Information Reference Number cb-208-43232810 Issuing Organization Department of the Environment (ECCC ) Solicitation Type RFP - Request for Proposal (Formal) Solicitation Number 5000095499 Title Eastern Migratory Caribou Photographic Survey Interpretation Source ID PWGSC Agreement Types Canada-Chile Free Trade Agreement (CCFTA) Canada-Colombia Free Trade Agreement Canada-Honduras Free Trade Agreement Canada-Korea Free Trade Agreement Canada-Panama Free Trade Agreement Canada-Peru Free Trade Agreement (CPFTA) Canadian Free Trade Agreement (CFTA) Details Location Canada Dates Publication 2026/08/19 12:00:00 AM EDT Closing Date 2026/09/14 02:00:00 PM EDT Contact Information Samantha Hatzinikou samantha.hatzinikou@ec.gc.ca Description Environment and Climate Change Canada (ECCC) has a requirement to solicit a supplier to provide accurate and detailed interpretation of digital orthographic imagery from a June/July 2026 eastern migratory caribou photographic survey in northern Ontario, for the purpose of assessing the total number of adult caribou, calves and juveniles, and other demographic information, as detailed in the Statement of Work, Annex A to the bid solicitation. See more Disclaimer Government of Canada (GC) tender notices and awards, solicitation documents and tender attachments are available free of charge and without registration on canadabuys.canada.ca/en/tender-opportunities , the authoritative location for GC tenders. You may have received this tender notice or award through a third-party distributor. The Government of Canada is not responsible for any tender notices and/or related documents and attachments not accessed directly through canadabuys.canada.ca/en/tender-opportunities. This Government of Canada tender notice or tender award carries an Open Government Licence - Canada that governs its use. Related solicitation documents and/or tender attachments are copyright protected. Please refer to the section about Commercial Reproduction in the canadabuys.canada.ca/en Terms and Conditions for more information. Contains information licensed under the Open Government license - Canada. Contains data reproduced and distributed with the permission of the Government of Canada, on an "as is" basis. Print Options All Notice Categories Documents Terms & Conditions | Privacy Policy | Contact Us | Disclaimer | Accessibility MDF commerce (opens in a new window) We use cookies and other similar technology to deliver our online services. Essential cookies are used to enable you to access and navigate our site. These are necessary and are always on. We also use functional, analytics, and marketing cookies when we have your consent to do so. For more information on how we use cookies, please consult our Privacy Policy . Allow all cookies Reject all non-essential cookies
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