--- title: "AI Prompts for Sales Outreach: Copy-Paste Library | Prosyo" description: "Copy-paste AI prompts for sales: workspace AI instructions, sequence generation, personalized first lines, step rewrites, SalesGPT, Claude and ChatGPT." url: "https://prosyo.com/docs/ai/ai-prompt-library/" image: "https://prosyo.com/wp-content/uploads/2026/10/Prosyo-wordmark-white-vector.svg" language: "lb" --- # AI Prompts for Sales Outreach: Copy-Paste Library | Prosyo 1. [Prosyo Docs](https://prosyo.com/lb/docs/) 2. [AI and assistants](https://prosyo.com/lb/docs/ai/) 3. AI prompt library for sales outreach Last updated November 6, 2026 4 min read **On this page** - 1. Workspace AI instructions - 2. Generate a whole sequence - 3. Personalized first lines - 4. Improve a step - 5. AI post comments - 6. SalesGPT questions - 7. Claude and ChatGPT prompts - Prompt tips Ready-to-use prompts for every AI feature in Prosyo: workspace AI instructions, sequence generation, personalized lines, step rewrites, SalesGPT, and Claude or ChatGPT. Copy, fill in the brackets, and go. ## 1. Workspace AI instructions# Paste into **Settings → Workspace → Outreach / AI instructions**. Every AI draft follows these rules. **Template** Text ``` We sell: [product, one line]. Customers: [ICP, one line]. Proof: [a result, a customer count or a well-known customer]. Tone: [e.g., friendly, direct, peer-to-peer]. Short sentences. Never: [phrases to avoid, e.g., "I hope this finds you well", emojis, hype words]. LinkedIn invites: under 200 characters, no pitch. LinkedIn messages: under 60 words, end with a question. Emails: under 120 words, plain text, one call to action. Always use the prospect's company or role when it's available. ``` **Example: agency** Text ``` We sell: done-for-you paid social for D2C e-commerce brands. Customers: founders and marketing heads at $2M–$20M revenue brands. Proof: average 38% lower CAC in 90 days across 40+ brands. Tone: confident, casual, no jargon. Never: "synergy", "leverage", fake urgency, emojis. LinkedIn messages: under 50 words, end with a question. ``` ## 2. Generate a whole sequence# Use in **Campaigns → New campaign → Generate with AI**. See [one-click campaigns and AI](https://prosyo.com/lb/docs/campaigns/one-click-templates-and-ai/). **Formula** Text ``` Book [meeting type] with [titles] at [company type, size, region]. Their pain: [problem]. We help by [offer]. Channels: [LinkedIn only / LinkedIn then email]. [N] steps over [N] weeks. Tone: [tone]. Call to action: [CTA]. ``` **Examples** > Book 20-minute demos with VPs of Sales at 50–500 person fintechs in the US. Their pain: SDRs spend half their day researching. We automate research and first lines. LinkedIn then email, 5 steps over 3 weeks. Direct and friendly. CTA: a short demo. > Invite heads of HR at 200+ person companies in the UK to our webinar on retention. LinkedIn only: visit, connect, invite message, one reminder. Warm and helpful. CTA: register. > Re-engage past trial users who didn't convert. Email first, then LinkedIn. Mention we've shipped [feature]. 3 steps, very short, give an easy out. ## 3. Personalized first lines# Use in **Prospects → Enrich with AI → Write personalized line**: under **Personalization source**, choose **Custom prompt** and paste one of these. The result goes into `{{personalized_message}}`. | Goal | Prompt | | --- | --- | | Role-based | `One sentence connecting their current role to [problem]. Under 20 words. No flattery.` | | New job | `Congratulate them on their current role at their company in one natural sentence. Under 18 words.` | | Company-based | `One sentence about something specific their company does, linked to [our offer]. Under 20 words.` | | Peer tone | `Write like a peer who works in the same industry. One sentence, casual, no compliments.` | | Local business | `Mention their city or region naturally in one sentence about [service]. Under 20 words.` | ## 4. Improve a step# Paste your draft into a step. In the box next to **Improve with AI · 1 credit** (it reads “Optional: what to change, e.g. shorter, mention the free audit”), type what AI should change, then click the button. On an empty step the button reads **Write with AI · 1 credit** and the box asks “Optional: what should this step say?”. The writer reads the whole sequence and the step's place in it, and starts from your own draft. - *Make this shorter and end with a question.* - *Remove the pitch. Lead with a question about their team.* - *Rewrite for a founder audience. Less formal.* - *Add one line of social proof about [customer/result].* ## 5. AI post comments# For **Comment on recent post** steps with **Generate by AI**, add guidance in the step body: Text ``` Add a thoughtful, specific reaction to their post in 1–2 sentences. Agree or add one insight from [our field]. No selling, no links, no emojis. ``` ## 6. SalesGPT questions# Press `Ctrl+K` / `⌘K`. See [SalesGPT](https://prosyo.com/lb/docs/ai/salesgpt/). - *Which campaign has the best all-time reply rate? Include the number of people contacted and the number who replied.* - *How many prospects are in each pipeline stage?* - *Summarize the recent unread replies you can see. Which questions need an answer?* - *Write a short email for [audience] about [your offer]. Ask them to [next step]. Use only the facts I have provided.* - *Give me one final follow-up to the email above. Keep the same offer and stay under 60 words.* - *Make that message shorter and warmer without adding claims.* For a specific date range, filter campaign **Reports** and share the dates and figures in your question. To review particular replies, paste those messages into the chat. ## 7. Claude and ChatGPT prompts# Once [Claude](https://prosyo.com/lb/docs/ai/connect-claude/) or [ChatGPT](https://prosyo.com/lb/docs/ai/connect-chatgpt/) is connected: - *Give me a Monday briefing: running campaigns, replies since Friday, and anything that needs attention.* - *Create a 4-step LinkedIn sequence for CTOs at seed-stage startups in Germany, then preview it with a real prospect.* - *Find everyone who asked about pricing this week and draft a reply to each with my calendar link. Don't send.* - *Pause any campaign with a reply rate under 2%.* - *Enroll my "Webinar – attended" list in the attendee follow-up campaign.* (You'll be asked to confirm.) More in [What you can ask Claude and ChatGPT](https://prosyo.com/lb/docs/ai/assistant-commands/). ## Prompt tips# - **Be specific** about the audience, the pain and the outcome. - **Give constraints**: word count, tone, and what to avoid. - **Show an example** of a message you like. - **Always review** AI output before launch, and preview with a real prospect. Most AI actions use 1 credit. Enrichment uses 5 credits and a personalized line 2 credits per prospect. See [AI credits](https://prosyo.com/lb/docs/ai/credits/). ## Related guides [One-click & AI sequences Start a campaign in one click from a proven blueprint, generate a full LinkedIn and email sequence from a prompt, and improve any step with AI.](https://prosyo.com/lb/docs/campaigns/one-click-templates-and-ai/) [Connect Claude Add Prosyo as a custom connector in Claude to check campaigns, draft sequences and reply to prospects from a chat, with confirmation before sending.](https://prosyo.com/lb/docs/ai/connect-claude/) [Connect ChatGPT Add the Prosyo app in ChatGPT to run LinkedIn and email outreach from chat: check campaigns, create drafts and send replies after confirming.](https://prosyo.com/lb/docs/ai/connect-chatgpt/) [Assistant prompts Example prompts for running Prosyo from Claude or ChatGPT: campaigns, prospects, inbox and launches, plus the confirmation rules for sending.](https://prosyo.com/lb/docs/ai/assistant-commands/)