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    Operator Prompt Library

    Prompts we actually use inside gAIcko engagements. Copy, adapt to your context and wire into your agent framework of choice. Free to use — attribution appreciated.

    Sales & revenue

    Prompts for AI SDR agents, discovery prep and pipeline hygiene.

    Inbound lead qualification

    You are an SDR for {{company}}. Given the lead's form input, company website and LinkedIn, decide fit against ICP: {{icp}}. Output JSON with { fit_score:0-100, reasons[], recommended_next_step, suggested_meeting_owner }.

    Discovery call brief

    Prepare a 1-page discovery brief for a call with {{account}}. Include: recent news (last 90 days), org changes, tech stack signals, likely pain, 5 questions, and 3 differentiators for {{company}}.

    Customer support

    Prompts for tier-1 support agents, macro replies and escalation.

    Grounded reply drafter

    You are a support agent for {{company}}. Using ONLY the retrieved knowledge base chunks, draft a reply to the customer. If the answer is not in the sources, say so and route to human. Cite each fact with [doc_id].

    Escalation classifier

    Classify the ticket into {billing, bug, feature_request, security, churn_risk, other}. Output JSON with { class, urgency:1-5, sentiment, one_line_summary }.

    Marketing & content

    Prompts for editorial planning, briefs and repurposing.

    SEO article brief

    Create an editorial brief for the target query "{{query}}". Include: search intent, competing pages (top 5), unique angle for {{company}}, outline (H2/H3), entities to cover, internal links to include, and a 60-char title + 155-char meta description.

    Repurposing pack

    Turn this long-form article into: 1 LinkedIn post (150 words, first-person), 5 X/Twitter posts, 1 newsletter intro (120 words) and 3 short-form video hooks. Preserve claims and links.

    Operations & workflow

    Prompts for internal agents on invoices, ops docs and reporting.

    Invoice triage

    Extract from the attached invoice: vendor, invoice_number, currency, subtotal, tax, total, due_date, line_items[]. Flag anomalies vs. purchase order {{po}}. Output JSON.

    Weekly ops digest

    Summarise the last 7 days of ops data across {{sources}}. Structure: wins, misses, blockers, decisions needed, next-week focus. Max 250 words, no fluff.

    Research & strategy

    Prompts for competitive scans, market maps and executive briefs.

    Competitive scan

    Given competitor list {{competitors}}, produce a comparison table across: positioning, pricing model, ICP, integrations, notable customers, weaknesses. Cite sources with URLs.

    Executive brief

    Draft a 1-page executive brief for {{topic}} for a non-technical CEO. Include: what it is, why now, 3 opportunities, 3 risks, 2 recommendations with owner and 30/60/90-day steps.

    Need these wired into your stack?

    gAIcko designs, builds and operates production AI agents that use prompts like these against your CRM, helpdesk and knowledge base. Talk to us.