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How to Talk to AI

A practical copy and paste guide for using current frontier AI models without pretending they are magic.

By John Mac. Updated 2026-05-21.

Use this guide like a playbook. Start with the quick start. Learn what changed with frontier models. Pick the right model for the work. Then steal a template, paste it into your AI tool, and improve the result in rounds.

The 5 Minute Quick Start

With current frontier models, the best prompt is less about magic wording and more about managing the work. Tell the model what outcome you want, what success looks like, what context it must use, and where it should stop and ask questions.

Boss Prompt (copy and paste)
You are my assistant for this task.

Outcome:
[What I want done]

Success criteria:
- [What a good answer must include]
- [What would make this useful to me]

Context:
[Paste notes, links, files, screenshots, constraints, audience, examples, or prior drafts]

Output:
- Format: [memo / checklist / table / plan / email / JSON / other]
- Length: [short / medium / detailed]
- Tone: [plainspoken / executive / friendly / direct / other]

Constraints:
- [Deadlines, budget, tools, policy, source limits, or things to avoid]

Evidence rules:
- If this depends on current facts, use current sources and link them.
- Separate confirmed facts from inference.
- Say when you are unsure.

Work style:
- Ask only the questions that materially affect the answer.
- If you have enough information, proceed.
- Give me the best first version, then list what you would check or improve next.

What Changed With Frontier Models

The biggest change is that the best models are no longer just chat boxes. They can reason through longer work, use tools, read files and images, write code, browse when enabled, and keep track of larger context. Your job is shifting from writing a perfect prompt to managing a capable junior collaborator.

1

Give the outcome

Start with what done looks like. The model can often plan the path.

2

Provide real inputs

Use files, screenshots, links, examples, notes, and constraints instead of vague wishes.

3

Manage the loop

Ask for a first pass, critique it, revise it, and verify the parts that matter.

The practical rule: useful context beats clever prompting. The more the work depends on your situation, the more you should feed the model your actual situation.

What AI Is Good At and What It Is Not Good At

Good At

  • Turning messy thoughts into a cleaner draft
  • Brainstorming options and tradeoffs
  • Summarizing, rewriting, translating, and restructuring
  • Creating checklists, plans, and step sequences
  • Explaining something at different levels
  • Working with real inputs like documents, screenshots, pasted notes, and data
  • Doing multi-step work when you define the goal, tools, and boundaries

Not Good At

  • Reading your mind
  • Being perfectly consistent. Ask twice and you may get different answers.
  • Being automatically correct. It can sound confident and still be wrong.
  • Knowing what changed recently unless it checks current sources
  • Understanding your risk tolerance unless you say it clearly
  • Keeping secrets safe if you paste them into the wrong tool
  • Making high stakes decisions for you

Model Choice Cheat Sheet

Do not use the same model for every job. Match the model to the task, the risk, and the amount of context.

Fast model

Use for quick rewrites, summaries, small lists, formatting, and low-risk drafts.

Reasoning model

Use for planning, analysis, math, debugging, tradeoffs, and answers where being wrong costs something.

Deep or pro model

Use for long documents, codebases, strategy, complicated synthesis, and important final drafts.

Multimodal model

Use when the real input is a screenshot, chart, slide, photo, UI, scan, or document layout.

Agent or tool model

Use when the job requires actions: browsing, coding, using apps, creating files, or checking results.

Specialized tool

Use purpose-built tools when accuracy depends on a database, calendar, spreadsheet, CRM, IDE, or workflow system.

Personal Privacy Traffic Light

These are the rules for personal and consumer AI tools. Do not assume your personal chats are private by default. Settings differ by vendor and plan. If you would be upset to see it leaked, treat it carefully.

Red
  • Passwords, private keys, recovery codes, or private links
  • Personal identifiers
  • Medical or legal details you have not anonymized
  • Financial account numbers or full payment details
  • Home address, phone number, or full legal name plus birthdate
Yellow
  • Private family, health, or legal notes
  • Anything that would hurt if it leaked
  • Private photos or sensitive personal messages
  • Non-public business or client information
  • Drafts you would not want retained or reused
Green
  • Public information
  • Your own general notes
  • Content you would post publicly
  • General questions without identifying details
  • Anonymized examples you would be willing to share on the internet

Work Privacy Traffic Light

What if we use a paid version at work?

Use these guidelines only if your company plan keeps chats private, has the right admin settings, and says your data is not used to train or improve the model by default for that work plan.

How to confirm: check your company AI policy, ask IT or Legal, and verify the exact product tier. Consumer, team, business, and enterprise plans often have different privacy rules.

See Vendor Differences with Data Privacy for a plain-English comparison.

Red
  • Passwords, API keys, or access codes
  • Full card numbers or bank account numbers
  • Government ID numbers or full medical records
  • Anything you are legally required to keep private
Yellow
  • Internal roadmaps, budgets, or pricing drafts
  • Contracts, employee notes, or customer details
  • Incident reports without credentials
  • Anything that needs legal or policy review before sharing
Green
  • Internal how-to docs and process notes
  • Code snippets without secrets
  • Meeting summaries with identifying details removed
  • Approved content such as blog drafts or job listings
  • General work questions without personal or confidential details

Vendor and Model Differences

Model names change fast. The stable habit is to choose by capability: speed, reasoning, context, tools, images, privacy controls, and whether the model can use current sources. As of May 2026, the frontier families worth knowing include OpenAI GPT-5.5, Google Gemini 3.5, Anthropic Claude Opus 4.7, and xAI Grok 4.3.

What to checkWhy it mattersHow to prompt around it
Reasoning depthHard tasks need planning, evaluation, and correction, not just fluent text.Ask for assumptions, tradeoffs, a recommendation, and what would change the answer.
Context windowLong context helps with documents, codebases, transcripts, and projects with history.Give the source material and ask the model to ground the answer in it.
Tool useSome models can browse, write files, run code, use apps, or call functions.Define allowed actions, boundaries, and when it must ask before doing something visible.
Multimodal inputScreenshots, charts, scans, photos, and UI bugs need visual understanding.Ask it to separate observation from interpretation before recommending action.
Privacy and training settingsConsumer, team, enterprise, and API products can handle data differently.Check the plan settings before pasting private, client, medical, legal, or company data.

Official reference points checked for this local draft: OpenAI latest model guide, Google Gemini 3.5 announcement, Anthropic Claude Opus, and xAI Grok 4 docs.

The Boss Rules

You are the boss of the LLM. The better boss you are, the better responses you will get. These are practical prompt rules for beginners and improving users.

1

Role, Goal, and Structure

If you do not tell it who it is and what success looks like, it will guess.

Boss add on (copy and paste)
Role: [ROLE]
Goal: [GOAL]
Output format: [FORMAT]
Constraints: [CONSTRAINTS]
Ask me questions if anything is missing.
2

More Words Are Still Fine

AI still benefits from context. It is okay to ramble. Stream of consciousness can help. More context is usually better than missing context. Structure just makes it easier to use.

Boss add on (copy and paste)
Context:
- Background: [WHAT IS GOING ON]
- Audience: [WHO THIS IS FOR]
- What good looks like: [EXAMPLE OR CRITERIA]
- What to avoid: [LIST]

It is okay if my context is a little messy.
Use it to understand what I really mean.
3

Clarity Over Cleverness

Tell it to ask questions instead of filling gaps with confident nonsense.

Boss add on (copy and paste)
Do not make things up.

Before you answer, ask me the questions you need.
Do this before you draft anything.

Focus on:
- the goal
- the audience
- the constraints
- any missing data

Ask your questions as a numbered list. Then wait.
4

Work in Rounds, Not Magic Phrases

Do not rely on “think step by step” like it is a universal cheat code. For harder tasks, make the AI work in stages.

Boss add on (copy and paste)
Take your time.

Accuracy matters more than speed.
Work in rounds:
1. Clarify the task.
2. Draft an answer.
3. Critique the draft.
4. Revise the answer.

Surface any assumptions, uncertainty, or missing information.
If anything is unclear, ask me questions first.
5

Coach the Process, Not Just the Output

For complex work, run a sequence. One job at a time.

Boss add on (copy and paste)
We are going to do this in rounds.

Round 1: Ask clarifying questions (max 7).
Round 2: Propose 2 to 3 approaches and recommend one.
Round 3: Draft the output.
Round 4: Critique your draft against the goal and constraints.
Round 5: Produce the improved version.
6

Iteration Beats Perfection

Treat the first draft like clay. Shape it. Then shape it again.

Boss add on (copy and paste)
Draft the output.

Then critique it against:
- the goal
- the constraints
- what is missing
- what is unclear

Then produce an improved version.
7

Ask for Suggestions and Several Versions

The first idea is rarely the best idea. Make it generate options.

Boss add on (copy and paste)
Give me options.

Generate 10 ideas.
Pick the best 3.
Explain why they win.
Then ask me which direction to take.
8

Teach It to Sound Like You

Most AI writing is easy to spot. Train it on your voice and your rules.

Boss add on (copy and paste)
You are my writing assistant.

Goal: write in my voice.

Here are 3 to 5 writing samples (paste them below):
[SAMPLE 1]
[SAMPLE 2]
[SAMPLE 3]

First, extract a voice guide with:
- sentence length and rhythm
- typical phrases I use
- what I avoid
- how I open, transition, and close

Do not use emojis, hyphenated sentences, or other clear "AI-written" tells.
I want this to sound like I wrote it and I do not use those things.

Then write [THING] in that voice.
If you are unsure, ask me questions.
9

What If I Am Not Getting What I Want?

If the output is mush, your prompt might be the problem. Fix the prompt first.

Boss add on (copy and paste)
Before you answer, do this:

1) List any contradictions in my instructions.
2) List what is missing.
3) Rewrite my prompt to be tighter and clearer.
4) Ask me the questions you still need.

Then wait.

Prompt Templates

Pick a template. Fill in the brackets. Run it. Then improve it using the boss rules above.

Important: longer prompts are still fine. Rambling context is often useful. Stream of consciousness can help. Structure just makes that context easier for the model to use.
Universal add on: before you answer, ask what is missing, list your assumptions, use current sources when the facts may have changed, and clearly label anything you cannot verify.

Template 0: The Boss Prompt

Use this when you do not know where to start. It is the safest default template for most tasks.

Starting template (copy and paste)
You are my assistant.

Role: [ROLE]
Goal: [GOAL]

Context:
[PASTE CONTEXT]

Output:
- Format: [FORMAT]
- Length: [LENGTH]
- Tone: [TONE]

Rules:
- If anything important is missing, ask me up to 7 questions before you answer.
- List the assumptions you are making.
- If you are unsure, say so. Do not make things up.
- Use plain English.
- When useful, give me 2 to 3 options and recommend one.
- If this depends on current facts, use current sources, link them, and include the date checked.
- If this would be better with a file, screenshot, or document, ask me for it.

Start by asking your questions. Then wait.
Optional add on 1 (copy and paste)
Before you answer, do this:

1. List any contradictions in my instructions.
2. List what is missing.
3. Rewrite my prompt to be tighter and clearer.
4. Ask me the questions you still need.

Then wait.

Template 1: Persona and Expertise

Use this to set tone, depth, and perspective without pretending the model is magically authoritative.

Starting template (copy and paste)
Respond from the perspective of a [primary role] with expertise in:
- [Specific qualification]
- [Specific experience]
- [Specific specialty]

What this role typically cares about:
- [Priority 1]
- [Priority 2]

Task: [specific task or question]

Instructions:
- Use the perspective, tradeoffs, and priorities of this role.
- Do not invent credentials, facts, or hidden knowledge.
- If experts in this role would disagree, say where they would disagree.
- If anything important is missing, ask me questions first.

Output:
- Terminology level: [professional | accessible]
- Tone: [tone]
- Format: [format]
Example 1 (copy and paste)
Respond from the perspective of a clear, practical communication coach with expertise in writing firm but respectful emails.

What this role typically cares about:
- clarity
- respect
- getting to the point

Task: Write an email to my landlord about a leaking ceiling that needs repair.

Instructions:
- Use short sentences and plain English.
- Do not use hype.
- If anything important is missing, ask me questions first.

Output:
- Terminology level: accessible
- Tone: confident and respectful
- Format: subject line + email body + 3 alternate subject lines
Optional add on 1 (copy and paste)
Give me 3 versions.
Explain what each version optimizes for.
Recommend one and tell me why.

Template 2: Expert Panel

Use this when you want multiple perspectives, disagreement, and synthesis. Treat it as simulated viewpoints, not a substitute for real experts.

Starting template (copy and paste)
Give me multiple expert perspectives on [problem].

Simulate a panel discussion with the following roles:
- Expert 1: [Specific role] with expertise in [domain]
- Expert 2: [Specific role] with expertise in [domain]
- Expert 3: [Specific role] with expertise in [domain]

Instructions:
- Base each perspective on common real world priorities for that role.
- Do not invent facts.
- If the answer depends on current facts, use sources and link them.

For each expert:
- State their perspective and priorities
- Analyze the problem from that viewpoint
- Propose a solution

Then provide:
- Where they agree
- Where they disagree
- What is uncertain
- A recommended path forward

Format as:
Expert 1:
[response]
Optional add on 1 (copy and paste)
Work in rounds:
1. Clarify the problem.
2. Draft each viewpoint.
3. Summarize agreement, disagreement, and uncertainty.
4. Revise the recommendation.

Template 3: The Fact Checker

Use this when accuracy matters. It forces the model to verify instead of just sounding correct.

Starting template (copy and paste)
You are a tireless researcher and fact checker.

Fact check the text below.
Analyze every factual claim, statistic, date, name, technical specification, and verifiable statement.

Use current sources when needed.

For each important claim, return:
- Claim
- Status: Verified / Unverified / Contradicted
- Source link
- Date checked
- Short note

Then include:
- Claims that still need verification
- Vague or misleading statements
- Internal contradictions
- What is confirmed vs inferred
- Overall risk level: low / medium / high

If you cannot verify something, label it Unverified.
Do not guess.

Text to fact check:
[PASTE YOUR TEXT HERE]
Optional add on 1 (copy and paste)
Use sources I can click.
Prefer primary sources when possible.
If source quality matters, ask me what sources I trust.

Template 4: The Procedural Framework

Use this to get a repeatable process, not just advice.

Starting template (copy and paste)
You are an expert in [domain] and an experienced teacher.

Create a step by step guide to accomplish [specific goal].

Instructions:
- If laws, policies, software, pricing, or product details may have changed, verify current information first.
- Ask questions if anything important is missing.
- Use plain language unless I ask for technical detail.

Structure your response as:

Requirements:
[what is needed]

Preparation:
[setup steps]

Instructions:
[step by step actions]

Troubleshooting:
[common issues and fixes]

Variations:
[alternate approaches]

Goal:
[specific objective]
Optional add on 1 (copy and paste)
We are going to do this in rounds.

Round 1: Ask clarifying questions.
Round 2: Propose 2 approaches and recommend one.
Round 3: Draft the steps.
Round 4: Critique the steps for gaps and risk.
Round 5: Produce the improved version.

Template 5: Navigating a Government System

Use this to turn bureaucratic confusion into practical steps and known pitfalls.

Starting template (copy and paste)
You are an expert at government processes and navigating bureaucracy.

I need help with: [what you are trying to do]

Use current official sources and link them.
Prefer official agency websites.
Tell me which parts vary by jurisdiction.
If anything important is missing, ask me questions first.

My details:
- Who I am: [details]
- Goal: [goal]
- Agency or system: [if known]
- Jurisdiction: [country / state / city / institution]
- Current status: [what I have done]
- Constraints: [deadlines, missing documents, budget, legal issues]
- Dates and deadlines: [known dates]
- Special factors: [anything unusual]

What I want:
1. A simple overview of how the system works
2. A numbered action plan for my situation
3. Required forms, documents, IDs, and evidence
4. Expected fees
5. Decision points and bottlenecks
6. Common mistakes and how to avoid them
7. A realistic timeline
8. Questions the agency is likely to ask me
9. A script for calling or emailing the agency
10. A backup plan if the main path stalls

Template 6: Test and Interview Prep

Use this when you want practice, feedback, and increasing difficulty.

Starting template (copy and paste)
You are an experienced teacher, coach, and interviewer in [field].

Help me prepare for [role / exam / conversation / topic].

Do the following:
1. Ask me for the relevant materials first.
2. Review the materials and identify focus areas.
3. Create a structured practice session with questions of varying difficulty.
4. After each answer, score me briefly on:
   - clarity
   - completeness
   - credibility
5. Tell me whether I should expand, clarify, or move on.
6. End with a summary of strengths and the top improvements I should make.

Start by asking for my materials.
Optional add on 1 (copy and paste)
Work in rounds:
1. Ask for the materials.
2. Build the practice plan.
3. Critique the plan for missing difficulty levels.
4. Improve it.

Template 7: Specific Templatized Output

Use this when you need output in a strict format every time.

Starting template (copy and paste)
You are excellent at following directions.

I am giving you a strict output template with [PLACEHOLDERS].

Rules:
- Output must match the template exactly.
- Do not add extra sections.
- Do not invent facts.
- If a field is missing, either ask me for it or mark it as [MISSING].

Template:
[PASTE TEMPLATE HERE]

Apply this template to:
[YOUR REQUEST]
Optional add on 1 (copy and paste)
If the template and my instructions conflict, stop and ask me which one should win.

Template 8: Research with Sources

Use this when you need current, source-backed answers instead of generic explanations.

Starting template (copy and paste)
Research this topic using current sources:
[TOPIC]

Instructions:
- Use current sources.
- Link each major claim.
- Include the date checked.
- Separate what is confirmed from what is inferred.
- If sources conflict, say so.
- If you cannot verify something, label it Unverified.

Output:
1. Short answer
2. Key findings with source links
3. What is confirmed
4. What is inferred
5. Open questions or uncertainty

Template 9: Document or PDF Review

Use this when you are uploading a file and want the model to stay grounded in that file.

Starting template (copy and paste)
I am uploading a document or PDF.

First:
1. Summarize what the document is.
2. List any ambiguities, missing pages, or unreadable parts.

Then do this task:
[TASK]

Rules:
- Answer from the document first.
- If you use outside knowledge, label it clearly.
- Quote or cite the part of the document you are relying on when possible.
- If the file is not enough to answer fully, tell me what is missing.

Template 10: Screenshot or Image Analysis

Use this for screenshots, photos, dashboards, UI bugs, and visual analysis.

Starting template (copy and paste)
I am uploading an image or screenshot.

First:
1. Describe exactly what you see.
2. List any ambiguities or things you cannot read clearly.

Then do this task:
[TASK]

Rules:
- Separate observation from interpretation.
- If text is visible, extract the text first.
- If you are inferring something, label it as inference.
- If the image alone is not enough, tell me what else you need.

Template 11: Compare Sources and Resolve Conflicts

Use this when different articles, documents, or vendors disagree.

Starting template (copy and paste)
Compare these sources on:
[TOPIC]

Sources:
- [SOURCE 1]
- [SOURCE 2]
- [SOURCE 3]

Output:
1. What all sources agree on
2. Where they conflict
3. Which source appears strongest and why
4. What is still uncertain
5. Your best current conclusion

Rules:
- Link the sources.
- Prefer primary or official sources when possible.
- Separate evidence from interpretation.

Template 12: Structured JSON or Table

Use this when you want data you can paste into a spreadsheet, script, or workflow.

Starting template (copy and paste)
Return the answer in [JSON | table] format.

Schema or columns:
- [FIELD 1]
- [FIELD 2]
- [FIELD 3]

Rules:
- Use null for unknown values.
- Do not invent missing values.
- If the schema is unclear, ask me questions first.
- Keep all field names exact.

Task:
[YOUR REQUEST]
Example 1 (copy and paste)
Return the answer in JSON format.

Schema:
- company_name
- product_name
- category
- target_customer
- pricing_notes
- source_url
- confidence

Rules:
- Use null for unknown values.
- Do not invent missing values.
- Keep all field names exact.

Task:
Research the top embedded DevOps tools vendors and return the results in this schema.

Template 13: Agentic Task

Use this when the model can take actions, use tools, inspect files, browse, or work in an app.

Starting template (copy and paste)
Goal:
[What I want completed]

Allowed actions:
- [Browse / inspect files / write code / create a document / use a tool / other]

Boundaries:
- Do not publish, send, delete, purchase, or make external changes without asking me first.
- Do not expose private information.
- Stay within these files, apps, or systems: [BOUNDARIES]

Inputs:
[Paste notes, links, files, screenshots, examples, or constraints]

Work style:
- Start by checking the relevant context.
- Make a short plan.
- Do the work.
- Verify the result.
- Tell me what changed, what you checked, and what still needs human review.

Work in Rounds

Most people stop after one prompt. That is why they get mediocre output. Better models reward better management.

Round based workflow (copy and paste)
Round 1: Understand
Restate the goal, assumptions, missing context, and likely risks.

Round 2: Plan
Give me a concise plan before doing the work.

Round 3: First pass
Create the first version. Optimize for usefulness, not perfection.

Round 4: Check
Critique your own output. What is missing, weak, unsupported, or risky?

Round 5: Revise
Fix the important issues and give me a cleaner version.

Round 6: Human review
List the claims, decisions, or actions I should verify myself before relying on this.

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