This week
01 · Tonight
Pick one repetitive task you do weekly and write the steps on paper.
Clarity beats tools. AI only helps once the work is visible.
02 · Tomorrow
Open the prompt library and run 3 prompts on a real email, meeting note, or spreadsheet.
Muscle memory forms faster on your own work than on demos.
03 · This week
Create a “verify before send” rule for anything customer- or money-facing.
Confidence without verification is how AI quietly creates risk.
04 · Next Monday
Use the opportunity canvas scorecard on one candidate task - frequency, data, risk, measurability.
A small, reversible, measurable win is the best place to begin.
First-project scorecard
Score each 1 (Not yet) · 2 (Somewhat) · 3 (Yes). 15+ is a strong first project.
Frequent
Happens every week or every day.
Score: ___ / 3
Meaningful
Consumes enough time or attention to matter.
Score: ___ / 3
Repeatable
A capable employee could write down the usual steps.
Score: ___ / 3
Data ready
Needed information is accessible and reasonably clean.
Score: ___ / 3
Reversible
A mistake can be caught, corrected, or held for approval.
Score: ___ / 3
Measurable
You can tell whether it saved time or improved an outcome.
Score: ___ / 3
AI limitations pocket card
Hallucinations
It can invent names, dates, policies, or sources with total confidence.
Fix: Ask for sources. Verify anything important against your records.
Math mistakes
Language models are not calculators. Totals and percentages can drift.
Fix: Have it show steps, then check in a spreadsheet.
Outdated information
It may not know your latest prices, inventory, or local rules.
Fix: Paste current context. Prefer tools connected to your data.
Missing context
It does not know your customers, culture, or what “good” looks like here.
Fix: Feed examples. Keep a human on tone and relationships.
Overconfidence
Fluent answers feel finished even when they are wrong.
Fix: Treat every output as a draft until you approve it.
Glossary
- Model
- The AI “brain” trained on lots of text. ChatGPT, Claude, and Gemini are products built on models.
- Prompt
- The instructions and context you give the model. Better prompts = better drafts.
- Token
- A chunk of text the model reads or writes - roughly a short word or part of a word. Longer chats use more tokens.
- Hallucination
- When the model invents names, dates, policies, or sources with total confidence.
- Agent
- Software that pursues an outcome across multiple steps - not just one chat reply.
- Tool
- A capability the agent can call: search your CRM, read a calendar, create a task, send email.
- Child lock
- A hard stop outside the model’s control - usually human approval before send, pay, or delete.
- Workflow
- A connected sequence across apps so work moves without copy-paste every time.
- Context
- The facts, examples, and constraints you feed the model so it works like it knows your business.
- Training data
- What the model learned from in the past. It is not a live feed of your books, inventory, or today’s rules.
Prompt library (40)
Categories: Email, Sales, Ops, Finance, Marketing. Full interactive copy buttons live on the workshop page.
1. Rewrite a stiff email · Any
Rewrite this email so it sounds like a capable small-business owner: clear, warm, and short. Keep the facts. Remove corporate fluff. [PASTE EMAIL]
Tone is the first thing customers notice - and the easiest win.
2. Apology that rebuilds trust · Services
Draft a short apology email for a late delivery. Own the mistake, say what we are doing next, and offer one concrete make-good. No over-apologizing. Context: [WHAT WENT WRONG]
Structure beats emotion when you are under pressure.
3. Follow up without being pushy · Sales
Write a 4-sentence follow-up to someone who asked for a quote two weeks ago and went quiet. Helpful, not needy. Include one soft next step. Original ask: [CONTEXT]
Most lost deals die from silence, not from a bad offer.
4. Meeting notes to action list · Any
Turn these messy notes into: (1) a 5-bullet summary, (2) decisions made, (3) open questions, (4) action items with owners. [PASTE NOTES]
Capture the meeting once; reuse the structure forever.
5. Decline politely · Any
Write a polite no to this request. Leave the door open for future work. Two short paragraphs max. Request: [PASTE]
A clean no protects your calendar and your reputation.
6. Vendor status chase · Ops
Draft a firm but professional email asking for a status update on a late order. Ask for a date, not a vague assurance. Order details: [PASTE]
Specific asks get specific answers.
7. Internal handoff note · Ops
Write a handoff note for a teammate covering this account while I am out. Include status, next deadline, landmines, and who to call. [PASTE CONTEXT]
Handoffs fail when context lives only in one person’s head.
8. Customer FAQ reply · Retail
Answer this customer question using only the facts below. If something is missing, say what you need before answering. Keep it under 120 words. Facts: [PASTE] Question: [PASTE]
Grounding the model in your facts cuts hallucinations.
Sales
1. Qualify a web lead · Services
Here is a website inquiry. Score fit High / Med / Low for our business. List missing info. Draft a reply that either books a call or politely redirects. Our offer: [1–2 SENTENCES] Inquiry: [PASTE]
Triage first, charm second.
2. Discovery call agenda · Any
Build a 20-minute discovery agenda for this prospect. 5 questions max, ordered so we learn budget, timeline, and decision process early. Prospect: [PASTE]
Good questions beat a polished pitch.
3. Proposal outline · Contractor
Outline a one-page proposal: problem, approach, scope in / out, timeline, price range, next step. Plain English for a non-technical buyer. Job details: [PASTE]
Structure is half the sale.
4. Objection handler · Any
The prospect said: “[OBJECTION]”. Give me 3 response options: empathize, reframe with a question, and a soft close. Keep each under 40 words.
Practice responses before the call, not during it.
5. Win-back list message · Retail
Using this customer list, draft 5 short win-back messages for people who have not ordered in 60+ days. Personal, non-spammy, one clear offer each. [PASTE LIST OR NOTES]
Quiet customers are cheaper to win than cold leads.
6. Compare two quotes · Any
Compare these two vendor quotes side by side: price, scope, timeline, risks, and what I should ask before choosing. Quote A: [PASTE] Quote B: [PASTE]
A checklist beats gut feel when numbers blur together.
7. Referral ask · Services
Draft a short referral ask to a happy client. Specific about who is a good fit. Easy to forward. No guilt. Client context: [PASTE]
Happy clients refer when you make it easy.
8. Pipeline weekly review · Any
Here is my pipeline snapshot. Which deals need a move this week, which should I close-lost, and what is the single highest-leverage action? [PASTE PIPELINE]
Attention is the scarce resource in sales.
Ops
1. Job slipping behind · Contractor
Here is my job list with status and last update. Which jobs are falling behind, and what should I ask each crew lead tomorrow morning? [PASTE LIST]
Early flags beat Friday fire drills.
2. SOP from a walkthrough · Any
Turn this messy description of how we do [TASK] into a numbered SOP a new hire could follow. Flag steps that need judgment vs steps that are mechanical. [PASTE DESCRIPTION]
If you cannot write the steps, you cannot automate them.
3. Vendor onboarding checklist · Any
Create a checklist for onboarding a new vendor: docs we need, systems to add them to, first order test, and who owns each step.
Onboarding chaos becomes permanent process debt.
4. Inventory reorder logic · Retail
Using this sales and stock snapshot, which SKUs should I reorder this week, which can wait, and what am I missing to decide well? [PASTE DATA]
Stockouts and overstock both start as fuzzy judgment.
5. Shift coverage plan · Services
Two people called out. Here is the schedule and skills. Propose a coverage plan and the texts I should send. [PASTE SCHEDULE]
Calm plans beat reactive scrambling.
6. Incident write-up · Any
Turn these notes into a short incident write-up: what happened, impact, root cause (best guess), fix, and prevention. Stick to facts. [PASTE NOTES]
Clear write-ups stop the same mistake twice.
7. Customer complaint triage · Services
Triage this complaint: severity, likely cause, who should handle it, and a first reply draft. Flag anything that needs a manager. [PASTE COMPLAINT]
Speed plus judgment beats a perfect late reply.
8. Weekly ops standup agenda · Any
Build a 15-minute Monday standup agenda for a 5-person team. Focus on blockers, deadlines, and one metric. No status theater.
Short meetings need a spine.
Finance
1. Spot unusual expenses · CPA / Bookkeeper
Compare this month vs last for Client A. Call out unusual expenses and draft a client email in plain English. [PASTE NUMBERS OR NOTES]
Anomalies deserve a human look before the client sees them.
2. Cash forecast questions · Owner
I have these receivables, payables, and known bills for the next 30 days. What questions should I answer before I decide on a big purchase? [PASTE]
Cash decisions fail from missing questions, not missing math.
3. Invoice reminder sequence · Any
Write a 3-step overdue invoice reminder sequence: day 3, day 10, day 21. Firm, respectful, escalating. Include subject lines.
Collections get easier with a playbook.
4. Explain a bill to a client · Services
Explain this invoice line by line in plain English for a non-finance client. No jargon. Offer one place they can ask questions. [PASTE INVOICE SUMMARY]
Confused clients delay payment.
5. Bid total check · Contractor
Materials $[X], markup [Y]%, labor [Z] days at $[RATE]/day. Show the math step by step for the bid total. I will verify in a spreadsheet.
Language models are not calculators - force the steps.
6. Budget vs actual review · Owner
Here is budget vs actual for the quarter. Highlight the top 5 variances, ask clarifying questions, and suggest 2 cuts that would not hurt customers. [PASTE]
Variance without a story is just noise.
7. Payment plan options · Services
A client owes $[AMOUNT] and asked for a plan. Propose 3 options with dates and a short script for the call. Protect cash flow without burning the relationship.
Structure turns an awkward ask into a decision.
8. Tax question prep · Owner
I want to ask my CPA about [TOPIC]. List the documents I should bring and 5 precise questions. Do not invent credits or deadlines.
Better questions make the CPA hour worth more.
Marketing
1. Social post from a win · Any
Turn this customer win into one LinkedIn post and one short Instagram caption. Specific, humble, no hype words. Win: [PASTE]
Proof beats adjectives.
2. Event follow-up blast · Any
I met these people at an AACCNJ mixer. Draft a personal follow-up email template with blanks for name and one detail from our chat. Notes: [PASTE]
Mixer cards die without a same-week follow-up.
3. Service page rewrite · Services
Rewrite this service page for a busy NJ business owner. Lead with the problem, then the outcome, then proof. Cut fluff. [PASTE DRAFT]
Clarity converts better than cleverness.
4. Google review reply · Retail
Draft replies to these Google reviews: one 5-star, one 3-star, one 1-star. Brand voice: warm and direct. Never argue in public. [PASTE REVIEWS]
Public replies are part of the product.
5. Offer one-pager · Any
Create a one-page offer: who it is for, what they get, what it costs, what happens next. Use this rough offer: [PASTE]
A crisp offer is easier to sell and easier to deliver.
6. Seasonal hours post · Retail
Draft a short post about our hours change. Use only these facts. If a date or tax holiday is mentioned, leave a blank for me to fill - do not invent dates. Facts: [PASTE]
Stale local facts are how AI embarrasses you in public.
7. Case study skeleton · Services
Turn this project into a case study skeleton: situation, constraint, what we did, result, quote placeholder. Keep it honest. [PASTE NOTES]
Case studies sell while you sleep - if you capture them.
8. Competitor teardown (fair) · Any
Compare our offer to this competitor’s public page. Be fair. List where we win, where they win, and one improvement we should make without copying them. Us: [PASTE] Them: [PASTE]
Honest comparison beats insecure copying.