5 prompts built for agency operators running 15–50 person teams.
Not theory. Copy, paste, and watch 5 broken processes start working.
72.5%
Computer use accuracy vs 61.4% on Sonnet 4.5
4.3×
Problem-solving leap ARC-AGI-2: 13.6% → 58.3%
2.7×
Better business decisions Vending-Bench simulation
Claude Sonnet 4.6 dropped February 17, 2026.
These prompts are built for it — and the gap from 4.5 matters.
Why 4.6 changes everything for agency operators
◈
Office tasks: #1 in the world. Sonnet 4.6 scores 1,633 Elo on GDPval-AA — ahead of every competitor including GPT-5.2 (1,462) and Opus 4.6 (1,606). Real documents. Real business reasoning. Real results.
◈
Holds your entire agency in its head. The 1M token context window means it can process your full client history, briefs, campaign data, and SOPs in one session — and reason across all of it without losing the thread.
◈
Preferred over Opus 4.5 — at Sonnet pricing. 59% of early testers chose 4.6 over the much more expensive Opus tier. Frontier intelligence. Same cost. The window where early movers get the edge is open right now.
Most agencies are still running generic ChatGPT prompts from 2023. The prompts below are built for where AI actually is today.
Five Workflows
01
Diagnosis
The Bottleneck Audit
Find exactly where you're hemorrhaging hours and margin
+
Most agency owners know something is wrong — they just can't name it precisely. This prompt acts as a structured diagnostic: you describe your agency, it returns a ranked breakdown of where operational time is being lost and what it's actually costing you annually. Use this once a quarter.
→ Prompt
You are an operations consultant specializing in marketing agencies with 10–50 employees. Your job is to identify the hidden costs destroying my margin.
My agency at a glance:
- Team size: [number of people]
- Annual revenue: [approximate revenue]
- Services we deliver: [e.g. SEO, paid media, content, branding]
- Tools we currently use: [list your main tools]
- The task I hate most each week: [describe it briefly]
- The task that takes my team the most time: [describe it]
Based on this, do the following:
1. Identify my top 3 operational bottlenecks by time cost
2. Estimate the annual cost of each in hours AND euros/dollars (assume avg team cost of €45/hour)
3. Rank them by ROI of solving — which one unlocked would have the greatest ripple effect?
4. For each bottleneck, name the root cause: is it a process problem, a tool problem, or a people problem?
5. End with one sentence: "If I were running your agency, the first thing I would automate is ___"
Expected output: a clear cost diagnosis you can act on in 30 minutes.
02
Client Work
The Reporting Machine
Turn 3 hours of report-writing into 8 minutes
+
Client reporting is the single most common time-killer in agencies — averaging 48–100 hours per month industry-wide. This prompt turns raw data and bullets into a polished, client-ready narrative. No fluff, no filler, no hours lost formatting.
→ Prompt
You are a senior account strategist writing a monthly performance report for a marketing agency client. Your tone is clear, confident, and consultative — never defensive.
Client context:
- Client name/industry: [client name and what they do]
- Their main goal this month was: [e.g. increase leads, grow brand awareness]
- Channels we manage: [e.g. Google Ads, LinkedIn, email]
Raw results (paste your numbers here):
[Paste raw metrics — CTR, conversions, spend, impressions, whatever you have]
Write a client report that:
1. Opens with a 2-sentence executive summary: what worked, one honest challenge
2. Covers each channel in a dedicated section with: result → what it means → what we're doing about it
3. Acknowledges anything that underperformed — with a clear explanation and next action
4. Closes with 3 specific priorities for next month and the expected outcome of each
5. Tone: direct, expert, never corporate. They hired us to think, not to spin.
Do NOT use phrases like "we're excited to share" or "as you can see." Just state what happened and why it matters.
Expected output: a client-ready report draft in under 2 minutes.
03
Team Infrastructure
SOPs From Chaos
Stop losing institutional knowledge when people leave
+
30% of agency employees turn over annually. Every person who leaves takes undocumented knowledge with them. This prompt converts a messy verbal description of how something gets done into a clean, actionable SOP — complete with decision trees. Use it during offboarding, or to capture what lives only in your head.
→ Prompt
You are an operations architect helping a marketing agency document its internal processes before institutional knowledge is lost.
I'm going to describe a workflow to you — possibly disorganized. Your job is to turn it into a clean Standard Operating Procedure (SOP).
The workflow I'm describing: [Describe how this process actually works today — be messy, use real language, don't polish it]
Who typically does this: [role/s]
How often: [daily / weekly / per client / etc.]
Tools involved: [list any tools or platforms]
What "done well" looks like: [what's the ideal outcome?]
Turn this into a structured SOP that includes:
1. Purpose: one sentence — why this process exists
2. Who owns it: role responsible + who to escalate to
3. Step-by-step instructions: numbered, specific, no assumptions
4. Decision tree: for the 2–3 most common "what if" moments in this process
5. Quality check: how do we know this was done correctly?
6. Common mistakes: the top 2 errors people make and how to avoid them
Write it as if handing it to a new hire on their first day. Clear language, zero ambiguity.
Expected output: a complete SOP ready to drop into Notion or your team wiki.
04
Margin Protection
The Scope Creep Detector
Stop giving away work you should be billing for
+
Scope creep silently erodes 5–15% of agency margin per project. The problem isn't that clients ask for more — it's that you don't have a clean way to name it, quantify it, and have the conversation without it becoming awkward. This prompt does that for you.
→ Prompt
You are a senior account director at a marketing agency. You are direct, professional, and commercially sharp. Your job is to protect margin without damaging client relationships.
Original project scope:
[Paste or describe what was agreed at the start — deliverables, timeline, what's included]
What the client is now asking for:
[Describe the new request — be specific]
My hourly team cost: [€/hr or $/hr]
Estimated time this new request will take: [hours or days]
Do the following:
1. Assess: Is this inside scope, a grey area, or clearly out of scope? Explain briefly.
2. Calculate: What is the estimated cost of fulfilling this request?
3. Draft a response to the client that:
- Acknowledges their request warmly
- Names clearly that this falls outside the agreed scope
- States the additional investment required
- Offers two options: add it as a paid change order, or defer to a future retainer discussion
4. Also draft a brief internal note for the account manager explaining how to handle the call if the client pushes back.
Tone for client message: professional, confident, not apologetic. We're adding value — we should be paid for it.
Expected output: a ready-to-send client message + an internal call prep note.
05
The Upgrade
Build Your Own System Prompt
The difference between a generic AI tool and a custom system lives here
+
This is the meta-prompt. Most people interact with Claude like a search engine — they type a question and get an answer. But the real power is in the system prompt: the persistent instructions that turn Claude into an AI that thinks like your agency, not like the internet. Use this prompt to build your own.
→ Prompt
I want to build a custom system prompt that turns Claude into an AI version of our agency's senior strategist. Help me construct it.
Answer these questions first, then I'll give you my answers:
1. What role should this AI play? (e.g. account manager, content strategist, operations lead)
2. What are the top 5 tasks it will help with most often?
3. What tone should it always use? (e.g. direct, consultative, warm but commercial)
4. What should it NEVER do or say? (e.g. never apologize for pricing, never give generic advice)
5. What context does it need about our business to be useful? (e.g. our ICP, our services, our pricing model)
---
My answers:
Role: [e.g. Senior SEO Strategist]
Top 5 tasks: [list them]
Tone: [describe it]
Never do: [your constraints]
Context about us: [your agency overview, services, clients, positioning]
Now build me a complete system prompt — ready to paste directly into Claude's system prompt field — that will make it think and respond like our agency's best employee on this topic. Include specific instructions for how it should handle ambiguous requests, when to ask clarifying questions, and how to format its answers.
Expected output: a production-ready system prompt you can deploy immediately. This is the first step toward a custom AI system built for your specific workflow.