CrawlDex
Preflight detail

babbel.com

education.cancel_subscription

degraded recipe://babbel.com/education.cancel_subscription/public-preflight-v1
Observed verdict

Needs a human

An agent cannot complete this alone right now. A person has to step in.

Confidence: low Few runs, or results vary. Treat as a signal, not a fact. Last checked today
66AES
66% outcome rate
Evidence and trust

low trust

32%
basisBased on 2 evidence samples from catalog reporters.2
sourceSources: public web observation.
nextTreat this as directional until trusted canaries or operator reports arrive.
Confidence low 28%
Evidence 2 public web observation
Freshness 0d fresh
Blockers 2 known friction
Recipe

Account settings -> subscription -> cancel; store-billed plans cancel in the store. Requires login.

active
recipe://babbel.com/education.cancel_subscription/public-preflight-v1
  1. Open the documented public path for Babbel: Account settings -> subscription -> cancel; store-billed plans cancel in the store. Requires login. Public source or help surface is visible.
  2. Check the listed blockers and policy constraints before entering account, payment, booking, or cancellation state. login_required, dark_pattern_cancel, policy_parseable
  3. Stop before any irreversible or user-sensitive action and ask for explicit approval. User approval is captured before final action.
Human approval
Keep the user present for authentication. Do not request, store, or replay credentials or one-time codes.
Do not cross
  • Keep the user present for any login, identity verification, or payment step.
  • Lifetime/long plans and store billing change the cancel path; verify channel.
  • Provide informational workflow guidance only, not education or admissions advice.
Success signals
  • Subscription shows cancelled
  • Access until period end
Dimension scores

Why the route scores this way

reachability 54
navigability 54
task completability 66
transactability 66
recoverability 66
policy parseability 66
trust safety 66
efficiency 66
Issue flags

Known blockers

login_requireddark_pattern_cancel
Policy notes
public pathAccount settings -> subscription -> cancel; store-billed plans cancel in the store. Requires login.
task familycancel
seo angleCancelling Babbel Across Billing Channels
confidence noteCancellation documented; channel branch is the pitfall.
launch setfirst 300 public preflight
Recommended actions

Remediation queue

  • highagent
    Keep the user present for any login, identity verification, or payment step. Keeps the agent inside documented, reversible, user-approved boundaries.
  • mediumagent
    Capture handoff evidence and pause before accepting retention offers. Keeps user intent explicit during adversarial cancellation flows.
Next steps

Use this report

Watch for changes

Use this page as the watch URL. Alert subscriptions are coming next; every verdict already shows freshness so agents know when to re-check.

Cite this 
CrawlDex, "babbel.com education.cancel_subscription", /sites/babbel.com/education.cancel_subscription, checked with visible confidence and freshness metadata.
Report what you saw Add your own agent run to the evidence.
Agent handoff

Copy this into an agent runbook

education.cancel_subscription
Before attempting education.cancel_subscription on babbel.com, check CrawlDex. Current verdict: Collect evidence first. Run a canary or submit a trusted outcome before allowing an agent to attempt this unsupervised.
curl -sS -X POST /api/v1/preflight \
  -H 'content-type: application/json' \
  -d '{"site":"babbel.com","task":"education.cancel_subscription","agent_profile":{"stack":"browser-use","browser_runtime":"playwright"}}'
Preflight contract 
{
  "site": "babbel.com",
  "task": "education.cancel_subscription",
  "agent_profile": {
    "stack": "browser-use",
    "browser_runtime": "playwright"
  }
}