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Sales and AI in practice
Practical guides to prospecting, AI sales and workflow implementation, based on operating data and explicit evaluation criteria.
Operational data, comparisons and procedures
Sales and AI in practice
Explaining why you contacted a company in a sales email
Connect a verified business fact with your own capability to explain the reason for contacting a prospect. Separate company selection from the reason for contacting it now.
Read articleBuilding a B2B prospect list with fit, contacts and proposal evidence
Build a usable prospect list by checking business fit, the role of each contact and evidence for the proposal. Keep sources, dates and unresolved questions for handover.
Read articleSelecting manufacturing prospects by products and processes
Connect your processes, materials, lot sizes and inspection scope with a prospect’s products. Treat public information as a proposal hypothesis and confirm outsourcing conditions in conversation.
Read articleAssigning approval, exclusions and reply handling before adopting AI sales
Agree on target conditions, verified capabilities, sender identity, exclusions and approval. Define change review, uncertain sending results and reply ownership before operation.
Read articleDefining meaningful sales email replies
Classify information requests, questions, corrections, refusals, opt-outs and automatic replies. Define meaningful replies before evaluation and record owners and next actions.
Read articleChoosing the first call to action in a sales email
Choose one decision for the first sales email. Compare a document offer, contact-role confirmation and meeting request, and prepare the response workflow before sending.
Read articleHanding sales email replies over to human conversations
Record the prospect’s request, latest contact, waiting state, next action, owner and deadline. Include calls and meetings so follow-up is neither missed nor duplicated.
Read articleDo sales email clicks indicate interest?
Treat clicks as a viewing signal rather than confirmed purchasing intent. Account for automated access and record replies, conversations, periods and denominators separately.
Read articleChecking current company information before using it in sales email
Keep source publication dates, event dates and check dates separate. Verify entity, context and planned or completed status before quoting company information in outreach.
Read articleFive checks when B2B sales emails receive no replies
Check prospect fit, the contact’s role, the reason for reaching out, the first request and reply handling before rewriting an unresponsive sales email.
Read articleReviewing AI sales email personalization
Review facts, proposal relevance and readability in each AI draft. Compare multiple drafts for repeated reasons and separate editorial improvement from sales results.
Read articlePlanning sales email volume from available prospects and preparation
Define the prospect pool and measure readiness through fit, contact checks, drafting and approval. Include the capacity to handle replies instead of treating candidate count as send-ready volume.
Read articleHow we evaluated 203 outbound sales emails
P2GM's four-week initial validation produced 203 sends, seven qualified replies, two meetings and two deals. This guide explains rates using sends as the denominator and an evaluation scope that includes human meeting work.
Read articleAI sales pilot KPIs and how to evaluate them
Record valid sends, qualified replies, meetings, exclusion reasons and human review time separately. This guide explains definitions and continuation criteria using P2GM's four-week validation.
Read articlePublic information to check for manufacturing sales outreach
Review changes in equipment, hiring, products, certifications, funded projects and procurement. This guide explains how to read company websites and record facts separately from proposal hypotheses.
Read articleA pre-send checklist for B2B sales email
Review sending conditions, refusal notices, sender information, opt-outs and personal-data handling. This guide uses Consumer Affairs Agency and Personal Information Protection Commission materials to explain operational checks.
Read articleChoosing between AI sales, outsourcing and sales tools
Compare prospecting approaches by who performs the work, company research, human decisions, shared records, internal workload and setup. These criteria help assess each provider's contract conditions.
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