CONTENT CREATION

Scan Evergreen Pages for Outdated Year References and Stats, File Linear Issues

Crawls your published evergreen library weekly, uses OpenAI to flag stale year mentions, expired stats, and dated claims.

CategoryContent Creation
Enginesim
Difficultyintermediate
Triggerschedule
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerWeekly schedule
  • ActionCrawl published evergreen URLsFirecrawl
  • ActionFlag stale years, stats, and dated claimsOpenAI
  • LogicDrop clean pages, group by severity
  • OutputOpen Linear issue per flagged pageLinearLinear

What it does

Beyond traffic decay, this catches factual rot. Each week it crawls your evergreen URLs, and OpenAI scans the text for outdated year references, stats likely past their shelf life, deprecated product names, and time-sensitive claims. Every page with findings becomes a Linear issue listing the exact lines to update.

When to use it

Use it when accuracy, not just ranking, matters — pricing pages, how-to guides, statistics roundups. It surfaces "as of 2023" and stale figures before a reader or a competitor does, independent of whether traffic has dropped yet.

How it works

  1. 1A weekly schedule triggers the run.
  2. 2Firecrawl crawls the list of published evergreen URLs and returns clean page text.
  3. 3OpenAI inspects each page for stale years, expired stats, and dated claims, returning specific flagged passages.
  4. 4A logic step drops pages with no findings and groups the rest by severity.
  5. 5The workflow opens a Linear issue per flagged page with the passages and suggested updates, labeled by severity.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect FirecrawlCrawl, scrape, structured extract.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Connect LinearIssues, projects, cycles, triage.
  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.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.