MARKET RESEARCH

Competitor Changelog Classifier and Log

Polls competitors' changelog and release-notes pages, classifies each new entry by theme and significance with Perplexity, and appends an enriched row to a Coda tracking table.

CategoryMarket Research
Enginesim
Difficultyintermediate
Triggerschedule
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerSchedule polls competitor changelog URLs
  • ActionFirecrawl scrapes and splits changelog into dated entriesFirecrawl
  • LogicDedupe entries against already-logged IDs in CodaCodaCoda
  • ActionPerplexity classifies category, summary, and significancePerplexityPerplexity
  • OutputAppend enriched entries as rows in Coda tableCodaCoda

What it does

Keeps a tidy, searchable record of everything your competitors ship. It pulls new changelog entries, has an LLM tag each one (feature, fix, deprecation, security, AI/ML) and rate its strategic significance, then files it in a Coda table so product and marketing can scan months of competitor activity at a glance.

When to use it

Use it when you want a durable, structured archive of competitor releases rather than one-off pings — ideal for building battlecards, spotting roadmap patterns, and prepping QBRs.

How it works

  1. 1A schedule runs every few hours across your list of competitor changelog URLs.
  2. 2Firecrawl scrapes each changelog and extracts individual entries with their dates.
  3. 3A logic step compares entry IDs against Coda to keep only entries not already logged.
  4. 4Perplexity classifies each new entry: category, one-line summary, and a high/medium/low significance score with reasoning.
  5. 5Each enriched entry is appended as a new row in the Coda changelog table.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect FirecrawlCrawl, scrape, structured extract.
  2. 2
    Connect PerplexitySearch-grounded answers with citations.
  3. 3
    Connect CodaDocs, packs, automations.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

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