Training Example: Watershed – Review the Data, Give Your Score & Compare to the Real AI Evaluation

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        "@type": "Organization",
        "name": "Watershed",
        "url": "https://watershed.com",
        "logo": {
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            "url": "https://watershed.com/favicon.svg"
        },
        "contactPoint": [
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                "@type": "ContactPoint",
                "email": "contact@watershed.com",
                "contactType": "customer support",
                "url": "https://watershed.com"
            }
        ]
    },
    {
        "@context": "http://schema.org",
        "@type": "WebSite",
        "@id": "#website",
        "url": "https://watershed.com/",
        "name": "Watershed",
        "potentialAction": {
            "@type": "SearchAction",
            "target": "https://watershed.com/blog/search?q={search_term_string}",
            "query-input": "required name=search_term_string"
        }
    },
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                "@type": "ListItem",
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                "name": "Home"
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    },
    {
        "@context": "https://schema.org",
        "@type": [
            "SoftwareApplication"
        ],
        "name": "Watershed Climate Platform",
        "alternateName": "Watershed",
        "description": "Decarbonise your business. Measure, report and act on your sustainability data in one complete platform.",
        "url": "https://watershed.com",
        "operatingSystem": "Web",
        "applicationCategory": "BusinessApplication",
        "applicationSubCategory": "Sustainability & Carbon Management",
        "brand": {
            "@type": "Brand",
            "name": "Watershed",
            "url": "https://watershed.com"
        },
        "audience": {
            "@type": "Audience",
            "audienceType": "Enterprise, Mid-market"
        },
        "award": "Named a Leader in The Verdantix Green Quadrant™: ESG & Sustainability Reporting Software, 2025",
        "countryOfOrigin": {
            "@type": "Country",
            "name": "United States of America"
        },
        "inLanguage": "en-us"
    }
]

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    {
        "@context": "https://schema.org",
        "@type": "Organization",
        "name": "Watershed",
        "url": "https://watershed.com",
        "logo": {
            "@type": "ImageObject",
            "url": "https://watershed.com/favicon.svg"
        },
        "contactPoint": [
            {
                "@type": "ContactPoint",
                "email": "contact@watershed.com",
                "contactType": "customer support",
                "url": "https://watershed.com"
            }
        ]
    },
    {
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        "@type": "WebSite",
        "@id": "#website",
        "url": "https://watershed.com/",
        "name": "Watershed",
        "potentialAction": {
            "@type": "SearchAction",
            "target": "https://watershed.com/blog/search?q={search_term_string}",
            "query-input": "required name=search_term_string"
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    },
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        "@type": "BreadcrumbList",
        "itemListElement": [
            {
                "@type": "ListItem",
                "position": 1,
                "name": "Home",
                "item": "https://watershed.com"
            },
            {
                "@type": "ListItem",
                "position": 2,
                "name": "The Enterprise Platform for Emissions Measurement and Sustainability Disclosure"
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@type": [
            "SoftwareApplication"
        ],
        "name": "Watershed Climate Platform",
        "alternateName": "Watershed",
        "description": "Decarbonise your business. Measure, report and act on your sustainability data in one complete platform.",
        "url": "https://watershed.com/platform",
        "operatingSystem": "Web",
        "applicationCategory": "BusinessApplication",
        "applicationSubCategory": "Sustainability & Carbon Management",
        "brand": {
            "@type": "Brand",
            "name": "Watershed",
            "url": "https://watershed.com"
        },
        "audience": {
            "@type": "Audience",
            "audienceType": "Enterprise, Mid-market"
        },
        "award": "Named a Leader in The Verdantix Green Quadrant™: ESG & Sustainability Reporting Software, 2025",
        "countryOfOrigin": {
            "@type": "Country",
            "name": "United States of America"
        },
        "inLanguage": "en-us"
    },
    {
        "@context": "https://schema.org",
        "@type": "FAQPage",
        "mainEntity": [
            {
                "@type": "Question",
                "name": "Does Watershed measure scope 3?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed has purpose-built methodologies for all 15 Scope 3 emissions categories."
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed measure water, waste, and pollution data?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, you can measure water, waste, and pollution data, along with all 3 emissions scopes, using the Watershed platform"
                }
            },
            {
                "@type": "Question",
                "name": "Can I bring my own emissions factors or calculation methodology?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed allows you to bring your own emissions factors and methodologies. You can also customize Watershed’s out-of-the-box methodologies and emissions factors to better reflect your business."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed compare to other sustainability platforms?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Watershed has been recognized as the leading enterprise sustainability platform by expert analysts. In the 2025 Green Quadrant market comparison, independent software analyst firm Verdantix found Watershed to have the strongest capabilities of any of the 21 solutions they evaluated in the ESG & Sustainability Reporting market. Watershed was a market leader for data quality & enhancement, regulated reporting and benchmarking. The report compared Watershed with IBM, Sphera, Wolters Kluwer, Cority, Osapiens and Novisto. In addition, the 2024 Forrester Wave compared Watershed to Microsoft, Persefoni, Sweep, and Workiva found Watershed to have the strongest current offering of all software evaluated."
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed measure non-emissions-related environmental data like water and waste?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed supports ingestion of non-emissions related environmental data such as water and waste. We collect and calculate water and waste data for Scope 1 and 2. Additionally, we can collect other non-emissions indicators through supplier surveys."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed handle permissions in data collection and measurement?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Watershed supports extensive data permissions for various stakeholders. The Watershed platform uses Role-Based Access Control (RBAC) and Discretionary Access Control (DAC) to manage data access. Administrators can define detailed permissions, ensuring users only access designated datasets and functionality, create custom roles to address specific needs, and restrict data access by geographic scope or site category. Watershed also supports third-party access with strict limitations and oversight."
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed include any peer benchmarking of measurements?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed provides robust peer benchmarking capabilities across emissions data, ESG targets, and sustainability progress for more than 13,000 global companies, allowing you to compare your carbon footprint and decarbonization efforts against industry peers and best practices. This enables you to set benchmarks against peers and industry averages, and to understand your performance in the context of the wider industry."
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed support Kyoto gas breakdowns?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed supports reporting on specific Kyoto gases (CO2, CH4, N2O, HFCs, PFCs, SF6, NF3) in addition to overall tCO2e. Scope 1 + 2 tCO2e emissions can be broken down by Kyoto gas. You can also upload your own Kyoto gas breakdowns."
                }
            }
        ]
    }
]

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        "@context": "https://schema.org",
        "@type": "Organization",
        "name": "Watershed",
        "url": "https://watershed.com",
        "logo": {
            "@type": "ImageObject",
            "url": "https://watershed.com/favicon.svg"
        },
        "contactPoint": [
            {
                "@type": "ContactPoint",
                "email": "contact@watershed.com",
                "contactType": "customer support",
                "url": "https://watershed.com"
            }
        ]
    },
    {
        "@context": "http://schema.org",
        "@type": "WebSite",
        "@id": "#website",
        "url": "https://watershed.com/",
        "name": "Watershed",
        "potentialAction": {
            "@type": "SearchAction",
            "target": "https://watershed.com/blog/search?q={search_term_string}",
            "query-input": "required name=search_term_string"
        }
    },
    {
        "@context": "https://schema.org",
        "@type": "BreadcrumbList",
        "itemListElement": [
            {
                "@type": "ListItem",
                "position": 1,
                "name": "Home",
                "item": "https://watershed.com"
            },
            {
                "@type": "ListItem",
                "position": 2,
                "name": "Experience the leading sustainability platform"
            }
        ]
    },
    {
        "@context": "https://schema.org",
        "@type": [
            "SoftwareApplication"
        ],
        "name": "Watershed Climate Platform",
        "alternateName": "Watershed",
        "description": "Decarbonise your business. Measure, report and act on your sustainability data in one complete platform.",
        "url": "https://watershed.com/demo",
        "operatingSystem": "Web",
        "applicationCategory": "BusinessApplication",
        "applicationSubCategory": "Sustainability & Carbon Management",
        "brand": {
            "@type": "Brand",
            "name": "Watershed",
            "url": "https://watershed.com"
        },
        "audience": {
            "@type": "Audience",
            "audienceType": "Enterprise, Mid-market"
        },
        "award": "Named a Leader in The Verdantix Green Quadrant™: ESG & Sustainability Reporting Software, 2025",
        "countryOfOrigin": {
            "@type": "Country",
            "name": "United States of America"
        },
        "inLanguage": "en-us"
    },
    {
        "@context": "https://schema.org",
        "@type": "FAQPage",
        "mainEntity": [
            {
                "@type": "Question",
                "name": "Which AI technologies are used in Watershed today?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "In our use of AI, we optimize for performance and efficiency and regularly evaluate the field of technology options. We use various machine learning and generative AI techniques, from classical statistical methods like regression to recent models like LLMs, including Anthropic, OpenAI, and Google Gemini."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed test and ensure AI quality?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Watershed AI products are tested on Watershed-crafted evaluation sets, representative of customer experience. We monitor performance of all deployed models. Every time we make an iteration to the agents, we give them hundreds of tests. For example, our agents had more than 50,000 evaluations ahead of roll out of AI-accelerated Product Footprints."
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed’s use of AI require access to personal data?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "No personal data is ingested or used by any generative AI feature on Watershed."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed ensure the security of \u2028AI models and processed data?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Watershed uses enterprise-level security across its platform to ensure high levels of protection. Read more about our security protocols at trust.watershed.com."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed process personal data for use in AI?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "We only use personal data for account management (username, which is often a person’s name, and email address). This is not used in the context of AI. For our privacy-related policies, please consult trust.watershed.com."
                }
            },
            {
                "@type": "Question",
                "name": "How does Watershed process personal data for use in AI?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": ""
                }
            },
            {
                "@type": "Question",
                "name": "Does Watershed AI allow for human review?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Yes, Watershed surfaces key AI outputs for human review."
                }
            },
            {
                "@type": "Question",
                "name": "What steps do you take to safeguard against errors\u2028and hallucinations in model responses?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Watershed builds in a number of safeguards to minimize errors and hallucinations in the AI outputs and every AI output is surfaced for human review. Among our technical safeguards: We take a multi-agent approach to create checks and balances in the process. Judge agents evaluate the outputs of mapping or reporting agents and are kept separate to reduce confirmation bias. Every agent iteration goes through 50,000+ evaluations, tests designed for consistency and accuracy."
                }
            },
            {
                "@type": "Question",
                "name": "Who works on AI at Watershed?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "Our AI engineers, software engineers, and climate and data scientists work side-by-side to develop and evaluate systems and approaches, integrating and incorporating open source SDKs, libraries, and third-party APIs. We have 21 climate scientists and AI engineers working together to develop and maintain Watershed’s AI systems."
                }
            },
            {
                "@type": "Question",
                "name": "Can I opt-out of using AI in my Watershed instance?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "We can work with customers to opt out of using AI solutions. Because you will lose some AI-dependent functionality when you opt-out, it's best to have a conversation with the team to fully understand the opt-out paths. To request an opt-out, speak with your account manager at the point of purchase or your customer success manager at any point as a customer."
                }
            },
            {
                "@type": "Question",
                "name": "What are Watershed's long-term plans for AI in the platform?",
                "acceptedAnswer": {
                    "@type": "Answer",
                    "text": "We will continue deploying dedicated engineering, product, and data science resources to build out AI use cases in a safe and scalable manner. Future use cases will reflect the best practices above."
                }
            }
        ]
    }
]

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        "name": "Watershed",
        "url": "https://watershed.com",
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            "url": "https://watershed.com/favicon.svg"
        },
        "contactPoint": [
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                "@type": "ContactPoint",
                "email": "contact@watershed.com",
                "contactType": "customer support",
                "url": "https://watershed.com"
            }
        ]
    },
    {
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        "@type": "WebSite",
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            },
            {
                "@type": "ListItem",
                "position": 2,
                "name": "Take an interactive product tour"
            }
        ]
    },
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        "@type": [
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        ],
        "name": "Watershed Climate Platform",
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        "url": "https://watershed.com/product-tours",
        "operatingSystem": "Web",
        "applicationCategory": "BusinessApplication",
        "applicationSubCategory": "Sustainability & Carbon Management",
        "brand": {
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        },
        "audience": {
            "@type": "Audience",
            "audienceType": "Enterprise, Mid-market"
        },
        "award": "Named a Leader in The Verdantix Green Quadrant™: ESG & Sustainability Reporting Software, 2025",
        "countryOfOrigin": {
            "@type": "Country",
            "name": "United States of America"
        },
        "inLanguage": "en-us"
    }
]