Learn · the method

ESG analysis of a company, one cited claim at a time

An ESG analysis of a company is a set of claims about what it actually does, each tied to the page that supports it, with a written reason wherever sources disagree. The score or verdict is the last line, not the first, and Botminds' ESG Research builds every answer that way.

Updated · 13 min read

An ESG analysis of a company answers a specific question about what the company does on environmental, social or governance matters, and it is only as good as the claims it is built from. Each claim, such as "71% of 2025 soy volume was verified deforestation-free", should carry the document and page it comes from, the period and denominator it uses, whether anyone outside the company checked it, and, where another source says something different, a written reason for which one stands. The verdict comes last and is read off the claims. That is harder than it sounds, because the pages are long, often in the company's own language, and the outside sources disagree with them. Botminds' ESG Research is an agentic solution that does this work claim by claim: agents read the company's own documents and outside sources, return each claim beside its page, explain each disagreement, and leave the decisions to an analyst.

The worked example in this guide is one question from the solution's fictional sample firm, Quillfield Capital, about a fictional Brazilian soy processor it holds. The regulatory and research sources are linked where they appear.

One ESG analysis as a claim register: five claims, each with its page

ClaimSource pageReadingStatus
Committed to deforestation- and conversion-free soy in Brazil by 31 December 2025, cut-off 1 August 2020Soy policy, p. 3 (Portuguese)0.97Reader and second reader agree
71% of 2025 volume verified: 2.84 of 4.00 million tonnesSupplier report 2025, p. 42 (Portuguese)0.95Agree
Limited assurance by an outside auditor, covering volume from direct suppliers onlyAssurance report, p. 2 (Portuguese)0.93Agree
29% bought through indirect suppliers; 34% of that traced to the farmSustainability report, p. 87, scanned table C.3 (Portuguese)0.86 / 0.85Below 0.90: confirmed by the analyst against the original
First bond target (85% by 2025) missed at 71.0%; coupon steps up 25 basis points from 15 November 2026Sustainability-linked bond progress report, p. 6 (English)0.98Agree
Fictional sample issuer Marquessa Foods S.A. in Botminds' ESG Research. 'Reading' is the confidence the reading agent and a second, blind reader on a different model family assign to the passage; claims enter the house view from 0.90 or after a person confirms them. Verdict: 'Committed, and partly audited.'

What is an ESG analysis of a company?

It is an evidence-backed answer to a question an investor needs answered before a decision: a vote, an engagement meeting, a purchase, an exclusion test or a sentence in a client report. "Is the deforestation commitment real?" is a question; "the company's ESG score is BB" is not an analysis of anything. The analysis is the chain from the question to the pages that answer it, and its unit is the claim.

Framing it that way changes what the work produces. A score-first analysis starts from a vendor rating and looks for reasons to agree or disagree with it. A claim-first analysis starts from what the company wrote, what outsiders found and what can be checked, and arrives at a view the firm can defend line by line. How a vendor's ESG score is calculated shows why the first approach inherits every choice the rater made.

What is an ESG claim, and what makes one defensible?

An ESG claim is any statement about a company's or a product's sustainability characteristics that someone might rely on. It is defensible when a stranger can open the page it rests on and reach the same reading. The UK's anti-greenwashing guidance states the standard the FCA applies to firms' own claims: they "should be correct and capable of being substantiated", and firms "should be able to support those claims with robust and credible evidence" (FCA FG24/3, April 2024).

The SEC's examiners found what happens without it. Their 2021 review listed "unsubstantiated claims regarding investment practices (e.g., only investing in companies with “high employee satisfaction”)" and "a lack of policies and procedures to ensure firms obtained reasonable support for ESG-related marketing claims" (SEC Division of Examinations, Risk Alert, April 9, 2021). A firm's marketing claim is usually an analyst's claim about an issuer, repeated. If the analyst's claim had no page, neither does the marketing.

"Where claims are only true if certain conditions apply, those should be clearly and prominently stated."

FCA, Finalised Guidance FG24/3 on the anti-greenwashing rule

The FCA's line on conditions is the one analysts most often break. "Verified" with the words "for direct suppliers" dropped is a different claim. "100% traceability" said by a chief executive on an earnings call, measuring direct suppliers to the farm, is a different claim from "71% verified" measuring all purchases. Both are true on their own terms, and an analysis that keeps only the headline number turns two true statements into one misleading one.

An ESG analysis example: one question, five claims

Take the sample question: "Does Marquessa Foods have a deforestation-free soy commitment in Brazil, and is it audited?" The agents planned a reading of 14 sources and 1,072 pages, ten of them the company's own documents, eight in Portuguese and one a scanned annex. They returned five claims, shown in the register at the top of this guide, and a verdict built from them: "Committed, and partly audited."

Every word of the verdict maps to a row. "Committed" is the policy on page 3. "Partly" is the arithmetic of pages 42 and 87: 71% verified, 29% through indirect suppliers, only 34% of which is traced to the farm. "Audited" is page 2 of the assurance report, read for its scope: the auditor's limited assurance covers verified volume from direct suppliers, and the report says in so many words that it did not cover volume bought from indirect suppliers. A reader who disagrees with the verdict can point to the row they would read differently.

The answer as an analyst sees it: verdict first, each claim beside its page

ESG Research Ask screen for fictional Marquessa Foods S.A.: verdict 'Committed, and partly audited' with confidence 0.93 and the label Checked twice; a summary paragraph; buttons to save to a research note, share with holding PMs, watch the question and export with sources; then rows of claims, each with a page thumbnail, the Portuguese original, the English line, and a check column showing the reading confidence and that the Reader and Checker agree; and a side panel listing each agent's step and time.
Botminds' ESG Research on fictional sample data. Each claim can be confirmed, edited or rejected; the verdict is drafted from the claims and changes if they do.

How to find ESG data on a company

Start with the company's own documents and read outward. Each source can prove some things and not others, and an analysis is stronger when it knows which. The table is the order in which the sample analysis reads, and what each source is good for.

Where ESG data on a company lives, and what each source can and cannot prove

SourceWhat it can proveWhat it cannot
Policy documentsWhat the company has committed to, from when, with what cut-off dateWhether it is done
Sustainability and supplier reportsVolumes, percentages, methods and targets, with their denominatorsAnything the company chose not to report
Assurance statementWhich figures an outside practitioner checked, and to what levelFigures outside its stated scope
Annual report and regulator filingsRevenue exposure, governance, legal proceedings, segment dataOperational detail below segment level
Bond frameworks and progress reportsTargets that cost money when missed, and the resultTargets the company did not tie to its financing
NGO reports and newsAllegations and alternative calculationsThe company’s own denominator, unless they say so
Public registersEmbargoes, sanctions, labour-inspection findings, with datesContext or remediation
Vendor ratings and controversy feedsWhat a rater concluded and whenAnything newer than the rater’s last update
Our guide to source types, as the ESG Research agents read them for one issuer question. Source order is a firm's choice; the sample firm ranks audited issuer figures first and vendor entries last.

Two practical points save hours. Find the assurance statement before quoting any figure, because it tells you which numbers someone outside the company checked. And note the language of each document: a report published in Portuguese and summarised in English is two documents, and the qualifiers live in the original.

How to read a sustainability report for claims, not adjectives

Read for numbers with their denominators, periods and scopes, and skip the adjectives. Sustainability reports are written to persuade, and research on them is blunt. Analysing the disclosures of companies that support the TCFD recommendations with a language model, Bingler, Kraus, Leippold and Webersinke concluded "that the firms’ TCFD support is mostly cheap talk and that firms cherry-pick to report primarily non-material climate risk information" (Finance Research Letters 47, 2022, abstract).

Four questions turn a page into claims. What exactly is counted, and over what total? Over which period, and is it the latest? Which part of the business does it cover: own operations, direct suppliers, the whole chain? And did anyone outside the company check it? The sample's NGO and the company used the same verified tonnage, 2.84 million tonnes, and reached 58% and 71% because one divided by everything the company handled, including 0.89 million tonnes traded for third parties, and the other by its own purchases. Neither number is wrong; the claim is incomplete without its denominator.

The source page: the Portuguese original beside the English, the cited passage lit in both

ESG Research source viewer for the fictional Relatório de Fornecedores de Soja 2025, page 42 of 64: the Portuguese original on the left and the English translation on the right, the sentence '71% of the soy volume purchased (2.84 million tonnes out of a total of 4.00 million) was verified as deforestation- and conversion-free' highlighted in both, with a table of direct suppliers 2.84 Mt 100% verified and indirect suppliers 1.16 Mt being rolled out; a side panel with the Issuer Reader and blind Checker both at 0.95, where the page is used, and buttons to flag the translation or download the original file.
Fictional sample document in ESG Research. The table under the cited sentence is where the qualifier lives: verification is complete for direct suppliers only.

How to verify ESG claims: scope, period, denominator and assurance

Verifying a claim means checking it against a second, independent reading of the same page, and against what an outside party has attested. The first check is mechanical and should be done every time. The second depends on the assurance statement, read for its scope and level.

Assurance comes in two levels. Under EU law a limited assurance conclusion is usually expressed negatively, as a statement that the practitioner has identified no matter suggesting the subject matter is materially misstated, and it involves fewer tests than reasonable assurance (Directive (EU) 2022/2464, recitals). The 2026 Omnibus directive dropped the plan to move EU sustainability reports to reasonable assurance, so limited assurance will remain the norm for the reports most analysts read. The practical consequence is that "assured" almost always means "a practitioner found nothing wrong in the part it looked at", and the part it looked at is written on the first pages of the statement.

From a page to a claim the house view can use

  1. Agent

    Issuer Reader

    Reads the passage in the original language and returns the sentence, the page and an English line.

    Never: Infers a value that is not written

  2. Agent

    Checker

    Re-reads the same passage blind, on a different model family, and scores its confidence.

    Never: Keeps a statement without a page

  3. Agent

    Contradiction agent

    Compares the claim with every other source and names the reason for each difference.

    Never: Averages two figures

  4. A person decides

    ESG research analyst

    Confirms the claim, or reads the original herself when the readings fall below 0.90, and decides each disagreement with a reason.

  5. A person decides

    Head of sustainable investing

    Approves a house-view change only after reading the cited pages and the decided disagreements.

How a claim moves from a page into a house view in Botminds' ESG Research. A claim is shown from a confidence of 0.80 and enters the house view from 0.90 or after a person confirms it.

In the sample, the scanned table on page 87 was read at 0.86 and 0.85, below the house view's threshold of 0.90, so saving was blocked until the analyst opened the original table and confirmed the values with a reason. That is what a confidence threshold is for: it decides which claims a person must read rather than skim.

When sources disagree, rank them and write the reason

Disagreement is normal and informative; an analysis that hides it is weaker than one that explains it. The sample question produced four disagreements. The NGO's 58% differed by denominator. The chief executive's "100% traceability" was a different measure. A vendor entry saying there was no time-bound commitment was older than the policy. And two farms supplying the company's indirect suppliers appeared on a federal embargo register that no company document mentioned, a new finding that went to the engagement agenda.

A written source order makes these decisions repeatable: audited company figures, then unaudited company figures, then regulators, then NGOs, then vendors. The order proposes; the analyst decides and records a reason code, such as "company figure stands; outside figure noted (different denominator)". Why rating vendors disagree with each other is the same problem one level up.

An ESG analysis template you can use

The template below is the claim register at the top of this guide, made general. A spreadsheet can hold it; what matters is that every column is filled for every claim before the verdict is written.

An ESG analysis template: the columns every claim needs

  1. The question

    One sentence, with the issuer, the topic and the period. A vague question produces an unfalsifiable answer.

  2. The claim

    One statement, with its number, unit, denominator and scope, and any condition it depends on.

  3. Document, page and passage

    In the original language, with the English line beside it if you translated.

  4. Source type and date

    Company audited, company unaudited, regulator, NGO or vendor; and when it was true.

  5. Second reading

    Who, or what, re-read the passage independently, and whether they agreed.

  6. Assurance scope

    Whether an outside practitioner covered this exact figure, and at what level.

  7. Disagreements and reasons

    Every other source that says something different, and why: denominator, period, measure, scope, stale or unsupported.

  8. Verdict and what would change it

    Drafted from the claims, last. Name the document that would move it.

Our template, generalised from the claim structure ESG Research produces for each answer.

Why the score is the last line, not the first

A score is a summary of claims somebody else selected, measured and weighted. Research on ESG funds shows how far scores can drift from conduct: Raghunandan and Rajgopal found that ESG funds held companies with worse records of compliance with labour and environmental laws than other funds of the same managers, yet, in the authors' words, "Despite these findings, ESG funds hold portfolio firms with higher average ESG scores" (Review of Accounting Studies 27(3), 2022). Berg, Kölbel and Rigobon add that more than half of the disagreement between raters is about measurement of the same attributes (Review of Finance, 2022).

None of this makes vendor scores useless. It makes them inputs: a vendor score tells the analyst where a rater looked and what it concluded, and the analysis decides whether the company's own pages bear it out. In the sample firm, the issuer page shows the house view with its evidence, and the three vendors' views beside it, each with its date.

Where ESG Research fits in a company analysis, and where it stops

The solution does the reading, the second reading, the comparison and the drafting, and it refuses what it cannot cite: a question no source answers gets "Not stated in any source" with the list of places the agents looked. It does not decide which source stands, does not approve a house view, and does not replace the licensed vendor data a firm already buys, which it reads as one dated source among many.

A claim below the threshold waits for the analyst to read the original

ESG Research confirmation dialog for the claim 'Not yet verified': the fictional Relatório de Sustentabilidade 2025, page 87, a scanned table C.3 read at 0.86 by the Reader and 0.85 by the Checker, both reading 29% and 34%; the original Portuguese table of soy traceability by supplier type with the indirect row and a note highlighted; a reason menu set to 'Read the original table; value confirmed'; a ticked box 'I read the original page myself, not only the English line'; and a Confirm the claim button.
Botminds' ESG Research on fictional sample data. Saving to the house view stays blocked until a person confirms a low-confidence claim against the original page, with a reason.

To run your own questions through the same method, start from ESG Research with a sample of your issuers and the questions your desk asked last quarter.

Questions people ask

What should an ESG analysis of a company include?

A specific question, the claims that answer it, each with its document, page, period, denominator and assurance scope, the disagreements between sources with a reason for each, and a verdict drawn from the claims. The FCA's guidance asks for claims that are "correct and capable of being substantiated".

How do I find ESG data on a company?

Start with the company's policies, sustainability and supplier reports, assurance statement and regulator filings, then add NGO reports, public registers and vendor ratings, each dated. Read the assurance statement first: it tells you which figures an outsider checked.

How do you verify an ESG claim?

Re-read the passage independently, check its denominator, period and scope against the claim as written, and check whether an assurance statement covers that exact figure. Limited assurance, the common level, means a practitioner found nothing to suggest a material misstatement in the part it examined.

What is the difference between an ESG analysis and an ESG score?

An analysis answers a question with cited claims; a score summarises a rater's selection, measurement and weighting of many claims. Peer-reviewed research finds scores can track the volume of disclosure more than conduct, so an analysis treats a score as one dated input.

Can an ESG analysis use vendor data?

Yes, as a source with a date and a rank. In the sample firm's source order, vendor entries rank below the company's own audited and unaudited figures, regulators and NGOs, and a vendor entry older than the company's latest document on the topic is flagged as stale.

How long does an ESG analysis of one company take?

By hand, our estimate is 1 to 3 hours for one focused question, most of it finding, reading and translating. In the sample run, the agents produced the cited answer to the soy question in 2 minutes 41 seconds; the analyst's decisions came after.

ESG Research.
See it on your own files.

An agentic solution from Botminds. Ask a plain question about any issuer; agents read the issuer's own reports and outside sources at once, in the original language, explain where sources disagree, refuse what they cannot cite, and hand the answer to an analyst to save and to the ESG lead to approve into the house view. Book a demo, or explore how it works.