ESG Data Scraping Services

No, deliberately. A score requires weighting incommensurable things — emissions against board diversity against water use — and every weighting is an opinion rather than a measurement. The same company routinely gets very different scores from different providers, which tells you the score measures the methodology as much as the company.

We extract the disclosed figures with their qualifiers and page references so you can apply and defend your own methodology. Commercial ratings exist as licensed products; if you need them, licence them.

Because overwriting prior values with restated ones produces a smooth trend that never existed, and keeping only originals compares figures computed on different bases. Both produce confident, wrong reduction percentages.

We keep both as separate records with their own source references and a restated_from value where identifiable, so you can build an as-reported or restated series and see where they diverge. That divergence is often the interesting finding.

About 93%, with low-confidence figures flagged rather than dropped so an analyst can check the specific page. Every figure carries document, page and table caption references.

Extraction is genuinely hard here: multi-level table headers, footnote markers inside values, figures split across pages, inconsistent units within a single report, and qualifiers disclosed only in small print beneath tables. We report the rate rather than a rounded claim because the residual is where the analyst effort goes.

No. Verification is an assurance function requiring access to underlying company data, which we do not have and would not claim to. We extract what is published, exactly as published.

What we do capture is whether a figure was assured, at what level, whether the provider is named, and which metrics were in assurance scope. That is the evidential quality signal available from public disclosure, and it is more useful than an unverifiable accuracy claim from us.

We capture claims as worded with first-seen dates and change detection, including quiet withdrawals and rewordings. We do not assess whether a claim is substantiated.

Substantiation requires evidence about the underlying activity, which is not in the claim. What we provide is a dated claim inventory — exactly what a substantiation review or regulatory assessment starts from. Concluding on substantiation is your assessment or a regulator's, not our pipeline's.

By capturing which of the fifteen categories a company reports, with their labels as published, rather than forcing them into a single total. Companies report different subsets with different labels, and summing incomparable subsets produces a meaningless figure.

Where a company reports a Scope 3 total without category breakdown, we record that and flag the absence. A total covering four categories is not comparable to one covering eleven, and the field structure makes that visible.

Yes, where suppliers publish. Coverage is thinner because smaller and private companies disclose less, and some publish nothing at all.

We give you a realistic coverage estimate for your supplier list during scoping rather than promising universal coverage. For suppliers that publish nothing, no extraction service can help — that gap needs a supplier engagement programme, not a data vendor.

Report-driven rather than on a fixed cadence, since sustainability reports publish annually with some interim disclosures. We monitor for new report publication and process on release.

Claims monitoring on websites and product pages runs weekly, because claim wording changes without any report cycle and quiet withdrawals happen between reports.

We quote individually. The drivers are company universe size, metric breadth, whether claims monitoring is included, and how much of the extraction requires PDF table work versus structured filings.

A focused peer group with core emissions and target metrics sits at the lighter end. Large universes with broad metric coverage and continuous claims monitoring sits higher. One scoping call, a free pilot on your own company list within 48 hours, then a fixed quote. Request a quote.