THEMES ACROSS ANNUAL REPORTS

Find the patterns that run through a stack of annual reports

Read one annual report and you learn about a company. Read twenty from the same sector, or ten years from one company, and different things surface: the risk every board started naming in the same year, the strategy word that spread through a sector, the promise that returns every year without a result attached. Upload the set to a Search+ workspace, ask for themes, then trace each theme back to the reports and pages that carry it.

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Last updated October 2026

How to find themes across annual reports

  1. Assemble the set you want to read across

    Upload the annual reports, mostly PDFs, in as many batches as the set needs; early years that exist only as scanned print editions can join them, because Search+ reads scans with OCR. A useful set has one clear shape: one company over many years, or several companies in one sector for the same year.

  2. Set the lens in Workspace Context

    Describe what you are looking for, for example "I am studying how retailers talk about supply chain resilience; name the company and year for every point and quote the original wording". The lens then shapes every answer.

  3. Ask for themes, then trace each one

    Start broad, such as asking which risks recur across the set, and then follow each theme with its own question. Citations show which reports and pages a theme rests on, so a pattern carried by one report stands out from one carried by all of them.

Cross-report questions to ask

Emerging risks

Across these sector reports, which principal risks appear in most of them this year, and which first appeared only recently?

Strategy vocabulary

Which strategic priorities or phrases do most of these companies use, and how does each one describe what it means in practice?

Recurring promises

Over these ten years of one company's reports, which commitments or targets are repeated year after year, and is a result ever reported?

Where the sector disagrees

On the outlook for demand, which of these companies sound confident and which sound cautious, quoting each?

Shared explanations

What reasons do these reports give for margin pressure, and which reasons are cited by more than one company?

What to look for across a set of annual reports

Recurrence, not volume

A theme matters when it shows up across many reports or many years, not when one report mentions it at length. Ask which reports in the set raise a point, and check the citations to see how widely it is shared.

First appearances

In a run of years, the report where a risk, a segment or a target first appears often marks a change in thinking. Ask when a theme first shows up and read that passage.

Same word, different meaning

Terms such as resilience, transformation or sustainable growth are used loosely. Compare how each report defines or backs up the term before treating it as one shared theme.

Claims without follow-through

Some statements return every year with no measured result. Ask whether later reports report progress against an earlier commitment.

Disagreement is a theme too

Where companies in one sector read the same conditions differently, the contrast is itself useful. Ask for the spread of views, not just the consensus.

Themes you can trace

Search+ finds themes and repeated claims across a set of documents and traces a claim to the passages that support it, with citations to each report.

Kinds of theme across annual reports

Theme typeAn exampleA question to ask Search+
Shared riskSeveral companies add the same new principal risk in one yearWhich principal risks appear in most of these reports?
Strategy languageA phrase spreads across a sector's chair lettersWhich strategic phrases recur, and how does each company use them?
Repeated commitmentA target restated each year without a resultWhich commitments repeat across the years, and is progress reported?
Divergent outlookPeers describing the same market in opposite termsWhich reports are optimistic about demand and which are cautious?
Common explanationMany reports blame the same cost for lower marginsWhich causes of margin change are cited by more than one company?
Quiet exitA theme that fades from later reportsWhich topics prominent in early reports are absent from recent ones?

What theme-finding in Search+ is

Theme-finding is asking Search+ in chat what recurs, repeats or conflicts across the annual reports in a workspace. The answer names each theme with inline citations to the reports and passages behind it, and you can trace any theme further with a follow-up question.

It is not a coded dataset or a statistical text analysis. There are no frequency counts or charts; it is a cited reading of the set that you check and refine yourself.

Questions about themes across annual reports

How many annual reports should go into one theme search?
Enough to make a pattern meaningful and with one clear shape, such as a sector for one year or one company across a decade. Mixing unrelated companies and years makes themes harder to read. When the set is large, Deep Analysis (beta) lets you ask Search+ to synthesize across all of it, with each point still cited to its report.
Can it tell me when a risk first appeared in a company's reports?
With several years of reports in the workspace, ask in which year a risk is first mentioned. The answer cites the earliest passage it finds so you can confirm it, and checking the year before helps rule out an earlier mention it missed.
Does it count how often each theme appears?
No. It tells you which reports raise a theme and cites them, but it does not produce frequency counts. You can see the spread by looking at which reports the citations come from.
Can it spot where companies in a sector disagree?
Yes. Ask for the range of views on a topic, such as pricing or demand, and the answer quotes each company with a citation, so differences in tone and substance are visible.
Is a sector theme a signal to invest or sell?
Search+ does not give investment advice. It shows what the reports say and where, and the themes are a cited reading of the text that you interpret yourself.
Could it invent a theme that is not really there?
AI answers can overstate or miss things. Every theme comes with citations, so open them and check that the passages support the pattern before you rely on it.

Read the set, not just the report

Start a workspace, upload a sector's annual reports or a decade of one company's, and ask what keeps coming back.

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