Whale Safe ratings support ship slow-downs; cooperation 59–85%

AI system

System: Whale Safe (near real-time acoustic buoy with automated call detection and classification reviewed by analysts, naturalist sightings, WhaleWatch 2.0 blue whale habitat model, and AIS-based vessel speed report cards)
Model: Not assessed
Release: Exact release not established.
Application developer: Benioff Ocean Science Laboratory, Marine Science Institute, UC Santa Barbara, with Woods Hole Oceanographic Institution, Norwegian University of Science and Technology, UC Santa Cruz, University of Washington, NOAA Southwest Fisheries Science Center and Conserve.io
Role: The detector identified possible whale calls for an analyst to confirm.
Configuration: The deployment used WhaleWatch 2.0.
Inputs and outputs: Not assessed
Autonomy: Not assessed
Workflow: A moored passive acoustic buoy with automated detection and classification (Baumgartner et al. 2019 system) plus analyst review. Sightings from naturalists and NOAA aerial surveys, a daily blue whale habitat model, and AIS tracks processed by Global Fishing Watch. An existing NOAA voluntary speed-reduction zone with BWBS incentives for shipping lines.
Human oversight: Not assessed
Relation to AI: The automated detector on the buoy flags and classifies candidate whale calls, which an analyst confirms before they enter the daily rating. The habitat model is a statistical ensemble and the report cards are AIS arithmetic. The cooperation and risk figures belong to NOAA's and BWBS's voluntary slow-down program, which Whale Safe monitors and publicizes. No cited source separates Whale Safe's contribution from incentives, outreach and retailer pressure. The developer's own news office is the source of the claim that cooperation rose every year since launch.
AI contribution: The automated detector on the buoy flags and classifies candidate whale calls, which an analyst confirms before they enter the daily rating. The habitat model is a statistical ensemble and the report cards are AIS arithmetic. The cooperation and risk figures belong to NOAA's and BWBS's voluntary slow-down program, which Whale Safe monitors and publicizes. No cited source separates Whale Safe's contribution from incentives, outreach and retailer pressure. The developer's own news office is the source of the claim that cooperation rose every year since launch.

Benefits

Outcome identifiers: Not assessed
Benefit: an 85 percent cooperation rate overall by fleets
Category: Improved Environmental Sustainability
Status: Not assessed
Beneficiary groups: Organizations. Society.
Beneficiaries: Not assessed
Reach: Not assessed
Distribution and access: Not assessed
Duration: Not assessed
Expected?: Yes
Costs and harms: Not assessed

Measurement

Studies: Not assessed
Study design: Not assessed
Measurement: Not assessed
Setting and sample: Not assessed
Measures: an 85 percent cooperation rate overall by fleets
Comparison: the 2016 baseline of vessel transits in the area, under the BWBS voluntary speed program that Whale Safe supports (not Whale Safe alone)
Results: Reference: the baseline of transits in the area in 2016. Result: 40% less risk to whales during the 2025 VSR season.
Additional value from AI: Not assessed
Limitations: Not assessed
Denominators: Not assessed
Materials for replication: Not assessed

Money

Kind of value: Not assessed
Amount: Not assessed
Currency and prices: Not assessed
Period and unit: Not assessed
Realization: Not assessed
Recipients and payers: Not assessed
Gross or net: Not assessed
Included costs: Not assessed
Comparison: Not assessed
Method: Not assessed
Return and payback: Not assessed

People and places

Participants: Developer: Benioff Ocean Science Laboratory, Marine Science Institute, UC Santa Barbara, with Woods Hole Oceanographic Institution, Norwegian University of Science and Technology, UC Santa Cruz, University of Washington, NOAA Southwest Fisheries Science Center and Conserve.io. Operator: Shipping companies transiting NOAA's voluntary vessel speed reduction zone in the Santa Barbara Channel; the Protecting Blue Whales and Blue Skies program.
Jurisdictions: Benefit: Santa Barbara Channel, California, United States. Developer: United States.
Ownership and control: Not assessed
Dependencies: Not assessed
Cross-border connections: Not assessed
Geopolitical implications: Not assessed

Follow-up

Conditions for replication: The acoustic buoy is online (the site reported the Santa Barbara system offline on 20 October 2026) and whales vocalize within range. Operators choose to slow in a voluntary zone. Cooperation remains incentive-driven and uneven.
Replication attempts: 1 follow-up entries. Outcome unresolved: 1.
Later findings: 21 September 2022. Two years after the Santa Barbara Channel launch, UC Santa Barbara announced a second Whale Safe system for the San Francisco Bay area with The Marine Mammal Center, and by July 2026 the Santa Barbara Independent reported a record 60 shipping lines in the slow-down program.
Availability: Not assessed
Institutional decision: Not assessed
Grounds: Not assessed
Action and result: Not assessed
Success criterion: Not assessed

Evidence

Source numbers: AIBD-0323-source-0001–0007
Citations: Numbered references below.
Language: Not assessed
Source relationships: Independent, Developer, Operator
Original evidence: Not assessed
Access and versions: Not assessed
Supported findings: Not assessed
Evidence links: Not assessed
Evidence strength: Not assessed
Missing evidence: Not assessed

Grades

Assessed benefits: Organizations. Society.
Depth: Not assessed
Reasons: Organizations: Shipping lines' cooperation rates (59% of distance in 2023 per KCBX; 85% fleet cooperation in a 2024 BWBS report) are program-wide figures. No source attributes a change in any operator's behavior to Whale Safe's ratings or report cards. Society: Strike-risk reductions (about 50% in 2024, 40% against a 2016 baseline in 2025) are BWBS's modeled estimates for participating vessels, not counts of whales saved. None is attributed to Whale Safe.
Observed or intended: Not assessed
Rubric: Not assessed
Assessor and date: Not assessed
Alternative assessments: Not assessed
Fill: Independently studied

Entry details

Kind: Not assessed
Related entries: Not assessed
Field: Marine conservation / shipping. Endangered-species vessel-strike mitigation.
Purpose: Built to tell ship operators, in near real time, when whales are likely present in the shipping lanes. It also grades their cooperation with voluntary 10-knot zones so they slow down. The published ratings and report cards are that intended use.
Dates: Date basis unassessed: 2020 (precision unassessed). Updated: 21 October 2026.
Stage: Not assessed
Version: SHA-256: bc4659cae892…

References

Other identifiers: Not assessed
Category mappings: Not assessed
Brief: Not assessed
Revisions: 5 revisions. Latest: 21 October 2026.

Sources

Peer-reviewed study Independent author

Nazario EC, Bailey H, et al. (2026). The role of species distribution models and multiple data sources in implementing dynamic ocean management. Cambridge Prisms: Coastal Futures, doi:10.1017/cft.2026.10041 (PMC13419462).
News report Independent author

Mongabay (2020). New tool alerts ships when whales are near. But will they slow down? 23 September 2020.
News report Independent author

Wernik A (2024). UCSB's whale collision prevention tool reveals speed limit violations by large ships. KCBX, 11 April 2024.
News report Independent author

Santa Barbara Independent (2026). Record 60 Shipping Lines Take Part in Slowdown Program. 16 July 2026.
Press release Developer

UC Santa Barbara, The Current (2022). Safe Harbor. 21 September 2022 (developer institution's news office).
Press release Deployer

Protecting Blue Whales and Blue Skies (2026). Reducing the Risk of Ship Strikes to Endangered Whales. bluewhalesblueskies.org (programme site).
Press release Developer

Whale Safe (undated). Methodology. whalesafe.com (developer's page).