AI Lead Enricher & Personalizer — From a raw lead list to send-ready outreach

Turns a raw lead list into a send-ready outreach package: firmographic enrichment, email verification, and fact-grounded personalized cold-outreach messages — plus a "can I send this?" verdict for every lead.

What it does

Most tools give you either raw data or a blind draft. This actor closes the whole chain in one run:

enrich → VERIFY the email → write a send-ready FULL message → send-readiness gate.

Connect a Maps/Leads Finder scraper's dataset directly, or paste your own list, and get a prioritized "contact these first" table instead of rows you still have to think about.

Why it's different

1. One chain, one run — enrichment + verification + a complete message together (most tools give you only data, or only text).
2. Groundedness / anti-hallucination — every message ships with the single fact it is grounded on; fabricated personalization is flagged deterministically (no silent "Nobel-prize" hallucinations).
3. Send-Readiness gate — every lead gets a Send / Verify / Skip verdict: no blind sending → bounce + domain-reputation protection.
4. Multilingual + anti-slop — clean, cliché-free copy. Pick the output language (English / Türkçe / Deutsch / Español / Français) or use Auto to detect it per lead from the domain's country suffix (.com.tr → Turkish, .de → German, .fr → French …). Wrong-language outreach kills conversion — this fixes it.
5. ICP qualification gate — define your ideal customer (industry / country / keywords); leads that don't fit are filtered out before the paid step. You don't pay to process junk leads.
6. Multi-touch follow-up sequence — instead of a single email, generate a 2–4 touch follow-up sequence (most replies come from follow-ups), produced in a single LLM call.
7. Cost-preview gate — run with onayliLeadSayisi = 0 first: the actor reports how many leads it found and the estimated events/cost without processing or charging. Approve, then run again.

Input

Field	Description
leads	The lead list — any of {company, website, name, title, email, industry, size, country}. A scraper dataset can be connected directly.
enrichFields	Which firmographic fields to fill when missing (email is verify-only, never fabricated).
outreachTone	Message tone (friendly-professional / formal / direct / consultative / warm).
outreachTouches	1 = single email; 2–4 = multi-touch follow-up sequence.
senderOffer	Your value proposition (appears in the message).
language	Output language: English / Türkçe / Deutsch / Español / Français, or Auto (detect from domain).
icpSectors / icpCountries / icpKeywords / icpMinScore	(Optional) ideal-customer profile; leads below the threshold are filtered out for free.
model	(Advanced) LLM model — the default is fast and economical.
onayliLeadSayisi	0 = preview (count + cost, no charge); N = process the first N qualified leads.

Output

Delivered in two layers:

• Dataset (table) — one row per lead, sorted by priority. Columns: Priority · Fit · Company · Person · Title · Industry · Email · Deliverability · Language · Message Subject · Sequence · Basis · Decision · Reason. Scan, sort, filter, and export directly. Leads removed by the ICP gate appear last with a Filter out decision (full transparency).
• Full data on each row: the enriched fields plus email_verification (deliverability / score / reason), outreach_message (touch 1), outreach_sequence (all touches when outreachTouches > 1), groundedness, send_readiness, and personalization_facts.
• Run summary (last record): verdict_distribution (send / verify / skip), total_to_send, and a priority-ranked contact_first list — your "where do I start" answer.

How to use

1. Collect leads with a scraper (Maps / Leads Finder), or paste your own list.
2. Connect the output to this actor as leads.
3. Set tone, language, and (optionally) your ICP. Run once with onayliLeadSayisi = 0 to preview the count and cost.
4. Approve by setting onayliLeadSayisi, run again, and grab the prioritized decision table from the Dataset tab.

Data & compliance

Only publicly available business data (business email, company industry, etc.) is processed. No private/personal data is created, and emails are never fabricated.

Pricing (Pay-Per-Event)

You only pay for what you use — no monthly subscription. Three events:

• actor-start — one charge per run (fixed platform/orchestration cost).
• lead-enriched — charged once per qualified lead that is processed (one enrichment pass).
• message-generated — charged once per lead for the generated outreach message/sequence.

Leads filtered out by the ICP gate are never charged. Run with onayliLeadSayisi = 0 first to see the exact estimated event counts before spending anything.