{ "id": "AIBD-0252", "title": "WhaleSpotter thermal-camera AI on a Coast Guard station at Angel Island starts alerting San Francisco Bay mariners and the Vessel Traffic Service to gray whales", "summary": "WhaleSpotter’s thermal AI and human review feed whale alerts to San Francisco Bay mariners; independent reporters documented deployment and Coast Guard use, without a measured decline in strikes.", "date_observed": "2026-05-19", "date_basis": "source publication", "date_precision": "day", "benefit_status": null, "source_collection": null, "source_entry": null, "account": "UC Santa Barbara announced the San Francisco Bay WhaleSpotter system on May 19, 2026. Its first thermal camera was on Angel Island. AI flags whale heat signatures, a marine-mammal specialist checks them, and confirmed detections appear on Whale Safe for mariners and the Coast Guard’s Vessel Traffic Service. IEEE Spectrum attended the launch and reported that the system had logged 6,600 detections in about a week and a half. These were repeated detections, not 6,600 individual whales. Bay Nature later visited the traffic service and described its dedicated Whale Safe screen, near-daily detections, radio guidance to captains, and a second camera on the ferry Lyra. That reporting establishes operational use. The sources do not measure a reduction in strikes or link a particular alert to a documented avoided collision.", "category": "general benefit", "unexpected": false, "purpose": "The network was built to detect whales in the bay around the clock and alert vessels so they can slow or alter course.", "system": "FLIR thermal cameras with WhaleSpotter AI detection, human verification and Whale Safe alert mapping", "model_version": null, "developer": "WhaleSpotter (detection AI) with UC Santa Barbara's Benioff Ocean Science Laboratory", "deployer": "Benioff Ocean Science Laboratory with the U.S. Coast Guard Vessel Traffic Service and The Marine Mammal Center", "location": "San Francisco, United States", "domain": "Marine conservation / shipping", "segment": "Endangered-species vessel-strike mitigation", "benefit_type": "Improved Environmental Sustainability", "taxonomy_note": "Launch only; the aim is whale conservation, which Trustible's description reaches only as “improved environment”.", "registry_ids": {}, "ratings": [ { "group": "societal", "depth": null, "reason": "The sources document detections and operational alerts, but no measured change in strikes or independently documented avoided collision." }, { "group": "organizational", "depth": null, "reason": "No outcome for ferry or shipping operators is documented." }, { "group": "personal", "depth": null, "reason": "Not applicable." } ], "ai_role": { "status": "unassessed", "statement": "AI detects candidate whale signatures in thermal imagery. Human specialists verify them before alerts reach mariners. IEEE Spectrum adds an early detection count and the developer’s explanation of why human review remains necessary. Bay Nature independently observed the Coast Guard workflow. Neither report independently estimates the system’s effect on whale survival." }, "evidence": [ { "kind": "press release", "citation": "Sonia Fernandez, “New AI system uses cameras and thermal sensors to steer ships clear of gray whales in the San Francisco Bay,” UC Santa Barbara, May 19, 2026.", "title": "New AI system uses cameras and thermal sensors to steer ships clear of gray whales in the San Francisco Bay", "url": "https://news.ucsb.edu/2026/022586/new-ai-system-uses-cameras-and-thermal-sensors-steer-ships-clear-gray-whales-san", "date": "2026-05-19", "written_by": "deployer", "quote": null }, { "kind": "news report", "citation": "Katherine Bourzac, “Thermal Cameras and AI Help Ships Steer Clear of Gray Whales,” IEEE Spectrum, May 26, 2026; reporting at the May 19 launch and interviews with the project team.", "title": "Thermal Cameras and AI Help Ships Steer Clear of Gray Whales", "url": "https://spectrum.ieee.org/whales-ai-thermal-camera-tracking", "date": "2026-05-26", "written_by": "independent", "quote": null }, { "kind": "news report", "citation": "Tanvi Dutta Gupta, “Saving the Whales Just Got a Little Easier,” Bay Nature, July 2, 2026; June visit to the Coast Guard’s Vessel Traffic Service and interviews with operators and an outside whale-protection specialist.", "title": "Saving the Whales Just Got a Little Easier", "url": "https://baynature.org/2026/07/02/science-nature/urban-nature/saving-the-whales-just-got-a-little-easier/", "date": "2026-07-02", "written_by": "independent", "quote": null } ], "replication": { "produced_by": [ "A fixed vantage point over a whale-vessel overlap hotspot", "Thermal cameras able to see blows at several nautical miles", "Human review of each AI detection before alerting", "A Vessel Traffic Service willing to relay alerts by radio" ], "must_hold": [ "Whales continue to enter the bay in the detection footprint", "Mariners and ferry operators act on posted detections", "Funding sustains camera nodes and specialist review" ], "echoes": [ { "date": "2023-12-27", "setting": "Acoustic LFDCS detection by a WHOI/NOAA glider triggering a voluntary Right Whale Slow Zone east of Portland, Maine (AIBD-0036)", "model_version": null, "outcome": "recurred", "source": "https://content.govdelivery.com/accounts/USNOAAFISHERIES/bulletins/3824b02" } ] }, "paired_incident": null, "headline": "WhaleSpotter thermal AI starts whale alerts in San Francisco Bay", "metric": null, "comparator": null, "later": { "status": "unknown", "date": "2026-07-02", "note": "Bay Nature reported that the ferry camera had been installed and that Vessel Traffic Service operators were using Whale Safe. No comparative strike outcome was reported.", "quote": null, "url": "https://baynature.org/2026/07/02/science-nature/urban-nature/saving-the-whales-just-got-a-little-easier/" }, "value": null, "developer_country": "United States", "deployer_country": "United States", "unrated_because": null, "brief_notes": null, "brief": null, "revisions": [ { "date": "2026-10-20", "change": "Record drafted from the cited sources.", "source": null, "editor": "AIBD" }, { "date": "2026-10-21", "change": "Added what the benefit is measured against from the cited sources.", "source": "https://spectrum.ieee.org/whales-ai-thermal-camera-tracking", "editor": "AIBD" }, { "date": "2026-10-21", "change": "Country of the developer added from the organization's own site or a registry.", "source": "https://www.whalespotter.com/", "editor": "AIBD" }, { "date": "2026-10-21", "change": "Country of the deployer added from the organization's own site or a registry.", "source": "https://en.wikipedia.org/wiki/University_of_California,_Santa_Barbara", "editor": "AIBD" }, { "date": "2026-10-21", "change": "Prose pass: account, the system's part rewritten in shorter sentences with abbreviations expanded; facts, figures and quotations unchanged.", "source": null, "editor": "AIBD" }, { "date": "2026-10-24", "change": "Replaced the May 21 UC republication with UCSB’s May 19 original. Preserved independent deployment reporting and corrected the assertion that no detection counts or operational use had been published.", "source": "https://news.ucsb.edu/2026/022586/new-ai-system-uses-cameras-and-thermal-sensors-steer-ships-clear-gray-whales-san", "editor": "AIBD" }, { "date": "2026-10-24", "change": "Removed an unsupported case-specific comparator and retained the general assertion and its limitations in source notes.", "source": "https://spectrum.ieee.org/whales-ai-thermal-camera-tracking", "editor": "AIBD" } ], "confidence": "reported", "shade": "medium", "claim_status": "Independently reported", "claim_basis": "Sources: two independent news reports and the deployer's press release. 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The live Whale Safe zero-count snapshot does not measure effectiveness." }, { "url": "https://whalesafe.com/", "citation": "Whale Safe (Benioff Ocean Science Laboratory), homepage San Francisco Bay data card as viewed 20 Oct 2026.", "relationship": "The UC network page republishes UCSB; OECD is a discovery label. Mongabay did not supply a verified additional contribution beyond the retained accounts in this review. The live Whale Safe zero-count snapshot does not measure effectiveness." }, { "url": "https://oecd.ai/en/incidents/2026-05-20-8989", "citation": "OECD AI Incidents and Hazards Monitor, incident 2026-05-20-8989: AI System Deployed to Prevent Whale-Ship Collisions in San Francisco Bay.", "relationship": "The UC network page republishes UCSB; OECD is a discovery label. Mongabay did not supply a verified additional contribution beyond the retained accounts in this review. 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The 6,600 count is a project-reported detection count, not a count of unique animals or prevented strikes." } ], "locator": "“AI Thermal Cameras Detect Whale Spouts,” paragraph beginning “The San Francisco Bay system…”", "method": { "unit": "detections", "window": "about a week and a half to May 19, 2026" }, "limitations": [ "Repeated sightings may concern only a few whales.", "The underlying detection log is not supplied." ] }, { "claim": "Vessel Traffic Service was using the display and radio warnings; a second camera was installed on Lyra.", "source_ref": "AIBD-0252-source-0003", "source_chain": [ { "url": "https://baynature.org/2026/07/02/science-nature/urban-nature/saving-the-whales-just-got-a-little-easier/", "locator": "Opening VTS visit and paragraphs beginning “With funding…” and “Silber…”", "role": "Bay Nature adds a separate reporting visit to Vessel Traffic Service, later deployment details, and an outside specialist’s caution that captains must act on alerts." } ], "locator": "Opening VTS visit and paragraphs beginning “With funding…” and “Silber…”", "method": {}, "limitations": [ "Operational reporting is not a controlled evaluation of strikes or whale mortality." ] } ], "limitations": [ "No independently evaluated reduction in strikes is reported.", "The 2020 infrared-camera study cited by IEEE was identified at https://www.sciencedirect.com/science/article/pii/S0025326X20301442 but its publisher returned 403. Its false-positive findings are not substituted for performance of this installation.", "Whale Safe’s one-day zero count is a volatile display snapshot, not a finding of no benefit." ], "access_audit": [ { "url": "https://news.ucsb.edu/2026/022586/new-ai-system-uses-cameras-and-thermal-sensors-steer-ships-clear-gray-whales-san", "access": "full HTML and original printable PDF read", "alternate": "https://news.ucsb.edu/print/pdf/node/22586" }, { "url": "https://spectrum.ieee.org/whales-ai-thermal-camera-tracking", "access": "full article read" }, { "url": "https://baynature.org/2026/07/02/science-nature/urban-nature/saving-the-whales-just-got-a-little-easier/", "access": "full article read" } ], "related_material": [], "scope": "Complete review of retained-source lineage and access status. This does not mean that inaccessible upstream documents were inspected, that every required case field is complete, or that the original claims were independently verified.", "contextual_comparisons": [ { "url": "https://spectrum.ieee.org/whales-ai-thermal-camera-tracking", "locator": "AI Thermal Cameras Detect Whale Spouts, paragraph beginning “WhaleSpotter’s systems are already in use”.", "finding": "IEEE Spectrum attributes a general 90% reduction in ship-strike risk to WhaleSpotter, without a supporting study or calculation. It is not a measured comparison for the San Francisco Bay installation.", "use": "Context only; no case-specific comparison established." } ] } }, "provenance": { "kind": "source_review", "basis": "Replaced the May 21 UC republication with UCSB’s May 19 original. Preserved independent deployment reporting and corrected the assertion that no detection counts or operational use had been published. 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IEEE Spectrum attended the launch and reported that the system had logged 6,600 detections in about a week and a half. These were repeated detections, not 6,600 individual whales. Bay Nature later visited the traffic service and described its dedicated Whale Safe screen, near-daily detections, radio guidance to captains, and a second camera on the ferry Lyra. That reporting establishes operational use. The sources do not measure a reduction in strikes or link a particular alert to a documented avoided collision." } }, "provenance": { "kind": "source_review", "basis": "Updated the mapped fields during the source review. Replaced the May 21 UC republication with UCSB’s May 19 original. Preserved independent deployment reporting and corrected the assertion that no detection counts or operational use had been published.", "record_fields": [ "summary", "account" ], "source_refs": [ "AIBD-0252-source-0001", "AIBD-0252-source-0002", "AIBD-0252-source-0003" ], "reviewed_on": "2026-10-24" }, "review_state": "reviewed", "coverage": "partial", "display": { "answer": "WhaleSpotter detected whales in thermal images, and human reviewers passed alerts to mariners. Independent reporters documented Coast Guard use but no measured decline in strikes.", "editor_note": "" } }, "systems[].autonomy_permissions": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].component_role": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].deployment_configuration": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].inputs_outputs": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].model_name": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].model_version": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "systems[].product_name": { "state": "value_present", "value": { "kind": "record_fields", "fields": { "system": "FLIR thermal cameras with WhaleSpotter AI detection, human verification and Whale Safe alert mapping" } }, "provenance": { "kind": "legacy_record", "basis": "Preserved from the existing AIBD record; external sources were not rechecked.", "record_fields": [ "system" ], "source_refs": [] }, "review_state": "record_mapped", "coverage": "partial" }, "systems[].provider": { "state": "value_present", "value": { "kind": "structured", "data": { "application_developer": "WhaleSpotter (detection AI) with UC Santa Barbara's Benioff Ocean Science Laboratory" } }, "provenance": { "kind": "legacy_record", "basis": "Mapped from the existing case description without a new external source review.", "record_fields": [ "developer" ], "source_refs": [] }, "review_state": "record_mapped", "coverage": "partial" }, "taxonomy_crosswalks[]": { "state": "not_assessed", "review_state": "not_assessed", "coverage": "partial" }, "title": { "state": "value_present", "value": { "kind": "record_fields", "fields": { "title": "WhaleSpotter thermal-camera AI on a Coast Guard station at Angel Island starts alerting San Francisco Bay mariners and the Vessel Traffic Service to gray whales", "headline": "WhaleSpotter thermal AI starts whale alerts in San Francisco Bay" } }, "provenance": { "kind": "legacy_record", "basis": "Preserved from the existing AIBD record; external sources were not rechecked.", "record_fields": [ "title", "headline" ], "source_refs": [] }, "review_state": "record_mapped", "coverage": "partial" }, "version": { "state": "value_present", "value": { "kind": "identifiers", "identifiers": [ "0a0a7b9f5b7bad1645389fcfc496542a26e17132d5f83b0e7ae88060827b1f96" ], "role": "SHA-256 of normalized current case data" }, "provenance": { "kind": "curatorial", "basis": "Deterministic content version of the updated case record.", "record_fields": [], "source_refs": [] }, "review_state": "record_mapped", "coverage": "complete" }, "workflow": { "state": "value_present", "value": { "kind": "record_fields", "fields": { "account": "UC Santa Barbara announced the San Francisco Bay WhaleSpotter system on May 19, 2026. Its first thermal camera was on Angel Island. AI flags whale heat signatures, a marine-mammal specialist checks them, and confirmed detections appear on Whale Safe for mariners and the Coast Guard’s Vessel Traffic Service. IEEE Spectrum attended the launch and reported that the system had logged 6,600 detections in about a week and a half. These were repeated detections, not 6,600 individual whales. Bay Nature later visited the traffic service and described its dedicated Whale Safe screen, near-daily detections, radio guidance to captains, and a second camera on the ferry Lyra. That reporting establishes operational use. The sources do not measure a reduction in strikes or link a particular alert to a documented avoided collision.", "replication": { "produced_by": [ "A fixed vantage point over a whale-vessel overlap hotspot", "Thermal cameras able to see blows at several nautical miles", "Human review of each AI detection before alerting", "A Vessel Traffic Service willing to relay alerts by radio" ], "must_hold": [ "Whales continue to enter the bay in the detection footprint", "Mariners and ferry operators act on posted detections", "Funding sustains camera nodes and specialist review" ], "echoes": [ { "date": "2023-12-27", "setting": "Acoustic LFDCS detection by a WHOI/NOAA glider triggering a voluntary Right Whale Slow Zone east of Portland, Maine (AIBD-0036)", "outcome": "recurred", "source": "https://content.govdelivery.com/accounts/USNOAAFISHERIES/bulletins/3824b02" } ] } } }, "provenance": { "kind": "source_review", "basis": "Updated the mapped fields during the source review. Replaced the May 21 UC republication with UCSB’s May 19 original. Preserved independent deployment reporting and corrected the assertion that no detection counts or operational use had been published.", "record_fields": [ "account", "replication" ], "source_refs": [ "AIBD-0252-source-0001", "AIBD-0252-source-0002", "AIBD-0252-source-0003" ], "reviewed_on": "2026-10-24" }, "review_state": "reviewed", "coverage": "partial", "display": { "answer": "Thermal cameras observed an area used by whales and vessels. People reviewed each AI detection before Vessel Traffic Service operators relayed alerts by radio.", "editor_note": "" } } }, "summary": { "total": 91, "addressed": 91, "known": 29, "reviewed": 15, "record_mapped": 14, "not_assessed": 62, "complete": false, "by_state": { "value_present": 29, "not_reported": 0, "unresolved": 0, "not_assessed": 62, "not_applicable": 0, "withheld": 0, "source_unavailable": 0 } } } }