Aipedia: Ecologists and environmental consultants

AI in corporate nature and biodiversity reporting

Aipedia, by the Apex broking team · Last reviewed 2026-10-30

Consultants may use AI tools to produce biodiversity and nature-related disclosures for corporate clients, but metrics nobody can verify create greenwashing risk. Investors and lenders may rely on the figures, which changes who can claim and how PI applies.

Part of: AI in Ecologists and environmental consultants

In short

Corporate clients want to report their nature-related impacts and dependencies, and AI biodiversity reporting tools were among the topics at CIEEM’s 2025 Summer Conference. Consultants use AI to estimate footprints from location and land use data, draft disclosures and benchmark against peers. The risks are unverifiable or biased metrics, overstated claims and misreading of the client’s data. Unlike planning ecology, the people relying on the work may include investors and the public, and claims may involve regulatory or reputational losses. PI may respond to negligence claims, but its scope for this work needs checking.

How AI is used in nature reporting

Nature-related reporting asks companies to explain how their operations and supply chains affect and depend on nature. Consultants help clients map sites against sensitive areas, estimate biodiversity impacts, set metrics and targets and draft disclosures. AI tools can process large location datasets, estimate habitat or species exposure, and generate draft text and charts. CIEEM’s 2025 Summer Conference included AI biodiversity reporting tools.

This is a different kind of work from site-based ecology. The client may never commission a field survey, and the outputs are aggregated indicators rather than site findings.

The audience is different too. A planning ecology report is read by a client, a local authority and perhaps an inspector, and it is tested against survey evidence. A corporate disclosure may be read by investors, lenders, customers and campaigners, and it is tested against public data and the company’s own behaviour. That widens the group of people who might say they relied on the work.

The duties that apply

The CIEEM Code applies to members doing this work: competence (clause 3), objectivity, accuracy and impartiality (clause 4), and responsibility (clause 10). Impartiality matters when a client wants a favourable story. The supplementary notes require members to state the limitations of information relied on.

The ISEP advice note, as described for CIWEM, names bias and interpretability and accountability among the main AI risks. Both are acute in reporting tools whose models and datasets are not open to inspection.

What can go wrong

The failure modes in AI-assisted nature reporting differ from planning work:

Unverifiable metrics: indicators produced by a tool whose method cannot be explained or reproduced;
Greenwashing: draft text that overstates positive impacts or understates dependencies;
Data errors: wrong site locations or land use inputs that skew exposure scores;
Inconsistency: disclosures that conflict with the client’s planning ecology or net gain reports.

Illustrative scenario. A consultancy uses an AI tool to estimate a retailer’s supply chain impact on sensitive habitats and drafts a disclosure describing the impact as low. Campaigners later show that the tool’s land use data was out of date and several suppliers sit next to protected sites. The client faces criticism and questions from investors, withdraws the disclosure and claims the cost of correction and reputational harm from the consultant.

Site-level baselines from AI habitat mapping and net gain calculations sometimes feed into corporate reporting, so errors can travel.

How PI usually responds and how it differs

A client’s claim that disclosure advice was negligent is a professional negligence claim, and PI commonly responds subject to the terms. Several differences from planning ecology are worth checking with your broker. Is ESG or sustainability reporting within your declared activities? Are claims by third parties such as investors covered where they relied on published material? Are fines or penalties imposed on the client excluded, as they commonly are? Does the policy exclude assurance or certification work? Apex has guides to PI for sustainability and ESG consultants and PI for ESG and climate advisory.

Practical controls

Nature reporting needs controls built for aggregated, public-facing outputs:

document the method behind every AI-produced metric and test it against known sites;
check location and land use inputs against current data;
have a competent ecologist review any statement about impacts on sensitive habitats;
state limitations and uncertainty in the disclosure, not only in the internal file;
agree in your appointment who may rely on your work.

How Apex helps

Apex arranges PI for ecologists and environmental consultants whose work extends into corporate reporting. A broker reviews whether your activities description and policy cover AI-assisted disclosure work. See the AI in ecology consultancy overview and the environmental consultants PI guide.

Sources

Frequently asked

Is corporate nature reporting covered by an ecologist’s PI?

Not automatically. Policies are underwritten on the activities you declare. If your work has moved from site ecology into corporate reporting, tell your broker so the activities description and any third party reliance are reviewed.

What makes AI biodiversity metrics risky?

Many tools rely on models and datasets that cannot easily be inspected, so the metric may be hard to explain or reproduce. The ISEP advice note names bias and interpretability among the main AI risks, and those are hard to defend if a disclosure is challenged.

Should I tell the client which AI tools produced the metrics?

Yes. The CIEEM Code supplementary notes ask members to state the limitations of information relied on, and that includes the tools and data behind each metric. Clear disclosure also helps the client explain its figures if they are questioned.

Can investors claim against a consultant over a disclosure?

Possibly, depending on whether they relied on your work and whether you owed them a duty. Limiting reliance in your appointment and stating limitations clearly in published material both help manage that exposure.

Check your PI covers how you use AI

Tell us about your firm and the work you do. A broker will review how your current PI treats AI-assisted work, or arrange new cover. No fee for a quote. Or call 0117 325 0027.

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Apex Insurance Brokers Limited is authorised and regulated by the Financial Conduct Authority. Registered in England and Wales, company number 07014570. This page is general information about how AI is used in the profession and how insurance may respond. It is not legal, regulatory or insurance advice on your circumstances, and it does not guarantee that cover will be available or on what terms.