MARKET RESEARCH

Roll Up Cross-Competitor Earnings Themes Each Quarter

At quarter close, aggregate every competitor signal collected that quarter, cluster recurring strategic themes across the cohort.

CategoryMarket Research
Enginesim
Difficultyintermediate
Triggerschedule
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerQuarter-close schedule
  • ActionRead the quarter's collected signal rowsAirtableAirtable
  • ActionCluster strategic themes and count competitor coverageOpenAI
  • LogicRank themes by prevalence and momentum vs prior quarter
  • OutputPublish ranked theme rollup to Airtable boardAirtableAirtable

What it does

Looks across all the per-competitor signals captured during a quarter and answers the higher-order question: what themes are the whole cohort converging on? It clusters strategy language across filings and calls — pricing moves, AI investment, cost discipline, market expansion — ranks them by how many competitors mention them, and publishes a cross-competitor theme rollup.

When to use it

Use it at the end of each earnings season to brief leadership on industry-wide direction rather than single-company news. It turns a quarter of individual signals into a one-page view of where the market is heading.

How it works

  1. 1A quarter-close schedule triggers the rollup.
  2. 2The workflow reads the quarter's collected signal rows from the source board.
  3. 3OpenAI clusters the language into recurring strategic themes and counts competitor coverage per theme.
  4. 4A logic step ranks themes by prevalence and momentum versus the prior quarter.
  5. 5The ranked rollup is published to an Airtable board, with each theme linked to its supporting competitor signals.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect OpenAIModels, embeddings, files.
  2. 2
    Connect AirtableBases, tables, views, automations.
  3. 3
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  4. 4
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  5. 5
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

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