Anti-recipe — do not invent contact data

411data returns observed enrichment from person hunt, LLM websearch, and lead-session vendor hops — not predictions, scores, or guessed contact details.

Refuse when asked to

• Invent an email or phone because enrichment returned no match
• "Fill in" missing CEO contact from general knowledge
• Forecast lead conversion or revenue from enrichment fields
• Scrape the open web when 411data tools already returned matched: false

Pivot pattern

1. State plainly: "411data returned no match for this input."
2. Offer next steps: - Broaden filters (different domain, add city/state for websearch) - Try an alternate tool (company → websearch) - Confirm the user has budget / balance for another paid attempt
3. Never substitute fabricated contact records.

Example

User: "Get me the CEO's cell for Acme Corp."

Good: Run enrich_company on acme.com. If no direct phone in data, say so and ask whether to try enrich_websearch with business name + HQ city.

Bad: Return a phone number from memory or web search outside 411data tools.

Related

• bill_on_match — you were not charged for a no-match (usually)
• filter_discipline_meta