Help me draft an evidence-based sustainability report for [ORGANIZATION] covering [REPORTING PERIOD]. The intended readers are [AUDIENCE], and the report will be used for [PURPOSE]. Use only the source material and metrics I provide in [AVAILABLE DATA]. Create a report in plain language with these sections: executive summary; organization and reporting boundary; governance and accountability; material sustainability topics; performance data; initiatives and results; risks and limitations; goals and action plan; and methodology or data notes. For each material topic, explain why it matters to this organization, name the relevant operational boundary, report the available baseline and current value with units and period, and distinguish an achieved result from a target. Build a compact action-plan table with columns for issue, action, owner role, milestone, metric, baseline, target, reporting cadence, and dependencies. Assign owners only from roles or teams I supplied. If a metric is unavailable, label it "data gap" and recommend a collection method, source system, and accountable owner rather than estimating it. Avoid vague claims such as "eco-friendly," "carbon neutral," or "sustainable" unless my evidence supports the exact claim and boundary. Do not calculate emissions, savings, compliance status, or assurance conclusions from incomplete information. Flag statements that may need legal, technical, finance, or independent-assurance review. Output 900 to 1,300 words plus the action-plan table, followed by a short "evidence gaps and decisions needed" list. Before answering, check that every numerical claim has a source, unit, period, and boundary, and that targets do not read as completed results. Ask up to three clarifying questions only if a required input is missing.
Fill in
| Placeholder | What to enter | Example |
|---|---|---|
| [ORGANIZATION] | Provide the organization name, sector, size, and main operations. | Northline Foods, a 180-person regional frozen-food manufacturer with one plant and two distribution centers. |
| [REPORTING PERIOD] | State the period the report covers and any comparison period. | January to December 2025, compared with calendar 2024 where available. |
| [AUDIENCE] | Name the primary readers, such as customers, employees, lenders, or board members. | Retail customers, employees, and the board audit committee. |
| [PURPOSE] | Explain why you are producing the report and where it will be used. | A first annual report to support customer questionnaires and internal operating priorities. |
| [AVAILABLE DATA] | Paste verified metrics, initiatives, source systems, policies, and known data gaps. | Plant electricity: 4.1 GWh in 2025 and 4.4 GWh in 2024 from utility invoices; landfill waste: 312 tons in 2025; no verified Scope 1 or 2 inventory; safety rate from HR dashboard; packaging-reduction pilot results. |
How to use
- Gather invoices, utility data, procurement records, policy documents, and owner names before pasting the inputs.
- Paste the prompt with a bounded reporting period and label any estimates or missing data in your source notes.
- Check every figure for unit, source, time period, and operational boundary before publishing it.
- Follow up with: "Convert the action plan into a quarterly tracker, keeping all missing values labeled as data gaps."
Variations
Materiality workshop
Use this before drafting when you need to choose which sustainability topics deserve attention.
Design a materiality workshop for [ORGANIZATION], which operates in [SECTOR] and has these stakeholders: [STAKEHOLDERS]. Using these known concerns and evidence: [INPUTS], produce a 90-minute agenda, participant roles, pre-read questions, scoring criteria for business impact and stakeholder importance, and a decision log template. Do not claim a topic is material without evidence. Include a short survey with no more than ten questions and a method for documenting disagreements. Ask up to three questions only if essential information is missing.
Metric data plan
Use this when the report has weak data and you need a credible measurement plan.
Create a sustainability-metric data plan for [ORGANIZATION] and these priority topics: [TOPICS]. Current data sources and gaps are [CURRENT DATA]. For each metric, specify definition, organizational boundary, unit, source system, data owner role, collection frequency, quality checks, and evidence to retain. Prioritize metrics that can be collected within [TIMEFRAME]. Do not estimate missing values or assume emissions factors. Finish with a 30-, 60-, and 90-day implementation plan and flag items needing technical assurance.
Customer questionnaire
Use this to answer a customer sustainability questionnaire from verified company records.
Help answer this customer sustainability questionnaire: [QUESTIONNAIRE]. Use only these company records: [EVIDENCE]. For each question, provide a direct answer, supporting evidence, reporting boundary, and any limitation or data gap. If the questionnaire asks for a certification, emissions figure, or policy not evidenced here, say that it is not currently verified and propose the owner who should confirm it. Format the result as a response table. Organization context: [ORGANIZATION]. Ask up to three questions only if required.
Tips
- Set the reporting boundary before comparing performance: include or exclude leased sites, contractors, and distribution consistently across periods.
- Keep targets separate from results; a goal to reduce waste by 10% is not evidence that waste fell by 10%.
- Use absolute values alongside intensity metrics, because intensity can improve while total impacts rise with growth.
- Retain source files and calculation notes for each published number so finance, customers, or assurance providers can trace it.
FAQ
Can AI calculate our carbon footprint from a few utility bills?
It can help organize the data and identify missing inputs, but a defensible inventory needs appropriate boundaries, activity data, factors, and methodological review.
Do we need to report every sustainability topic?
No. Focus on topics that are material to your operations and stakeholders, while disclosing important limits in your coverage.
Can we call a product sustainable?
Use precise, supportable descriptions instead. Broad environmental claims can create legal and reputational risk when their basis or boundary is unclear.