Research notes
Methods for evaluating company data, applying human review, and keeping outreach decisions separate from a returned record.
An honest comparison of manual outbound prospecting versus agent-native tools like okki go — covering the agent workflow, email verification API documentation, service features, and when an AI email writer actually earns its place in a B2B sales stack.
Read the method noteDefine, diagnose, and improve B2B data quality through decision impact, identity, freshness, qualification, deliverability, workflow, and metrics.
Read the method noteBuild prospect lists that preserve fit rationale, source provenance, freshness, qualification context, and correction paths.
Read the method noteI evaluated okki-go as an AI SDR, missed the SPF DKIM DMARC guidance, and paid for it. Here’s what RevOps teams should evaluate in lead generation and ABM.
Read the method noteRevOps checklist for evaluating okki-go vs Artisan AI. Covers what permissions does okki go require, intent data, email campaign hygiene, and what to check in API email verification documentation.
Read the method noteSet length by the evidence required for one credible next step, then remove everything that does not support it.
Read the method noteDiagnose acceptance, routing, and measurement failures before increasing activity; change one decision rule at a time.
Read the method noteA cost-control buyer's FAQ on okki-go, the okki go workflow for founders, the okki go agent workflow, and what revenue operations teams should evaluate in hard bounce rate during lead generation and email validation reviews.
Read the method noteCold email outreach is a targeted, permission-aware process for contacting business prospects who have not interacted with you. Start with legal and sender
Read the method noteUse verified business triggers to open a relevant question without turning public personal details into forced familiarity.
Read the method note