The Opus 4.7 Editor Prompt That Cuts AI Tells

The Problem: AI-Generated Content That Screams Fake

You've shipped. Your product works. But your organic visibility doesn't.

So you turn to AI. ChatGPT. Opus 4.7. A few prompts. Suddenly you have 100 blog posts. The problem: they all read like they were written by a robot that learned English from a corporate handbook.

Phrase after phrase screams "AI-generated." "In today's digital landscape." "It's important to note." "The key takeaway." Your content lands on Google. It gets indexed. But it doesn't convert. Readers bounce. Search engines notice the bounce. Rankings stall.

The brutal truth: most AI-generated content fails not because it's wrong, but because it's obviously artificial. And obvious artificiality kills authority, trust, and clicks.

That's where the Opus 4.7 editor prompt comes in.

This isn't a magic bullet. It's a surgical tool. A system prompt that forces Claude Opus 4.7 to strip the telltale patterns from AI drafts—the filler phrases, the hedging language, the corporate speak—and replace them with direct, credible, human-written prose.

You run your draft through this prompt once. It comes back tighter, more credible, and indistinguishable from content written by a founder who actually knows their space.

Prerequisites: What You Need Before You Start

Before you implement this prompt, make sure you have the following in place:

A Claude Opus 4.7 subscription. You need access to Claude Opus 4.7, Anthropic's latest model. This prompt is optimized for Opus 4.7's specific instruction-following capabilities and won't work as effectively on older Claude versions or other models. If you don't have access yet, sign up at Claude.ai.

A working understanding of prompt engineering. You don't need to be an expert, but you should understand the basics of how to structure instructions for language models. If you're new to this, the OpenAI prompt engineering guide covers foundational concepts that apply across models.

AI-generated content that needs editing. This prompt is designed to take a first draft—something generated by ChatGPT, Perplexity, or even a previous Opus pass—and strip out the AI tells. You'll feed it raw content and get back polished prose. If you're generating content from scratch, consider using the busy founder's brief template first to generate higher-quality initial drafts.

Realistic expectations about what this does. This prompt makes AI content read more human. It doesn't rewrite your content from scratch. It doesn't fix factual errors. It doesn't add original research or citations. It removes the patterns that make AI writing obvious. That's it. Use it as an editing pass, not a replacement for actual reporting or expertise.

A text editor or Claude interface. You'll paste your draft into Claude and run the prompt. No special software needed. Just access to Claude's web interface or API.

If you're building a broader SEO stack, you might also want to pair this with the busy founder's AI stack for SEO, which covers the minimal tooling you actually need to ship organic visibility without agencies.

Understanding the AI Tells: What You're Looking For

Before you run the prompt, you need to recognize the patterns you're trying to eliminate. These are the phrases and structures that immediately signal "this was written by a machine."

The hedging hedge. "It's important to note that..." "It's worth mentioning that..." "It should be noted that..." These phrases are AI filler. They add nothing. They signal uncertainty. Real writers—especially founders—don't hedge like this. They state facts directly.

The landscape opener. "In today's digital landscape..." "In the modern business environment..." "In the current market..." These are training-data artifacts. AI models see these phrases so often in web content that they default to them. Real writers almost never start with these. They jump straight to the point.

The key takeaway trap. "The key takeaway is..." "The main point here is..." "To summarize..." These appear mid-paragraph, breaking up your flow. They're AI trying to be helpful by flagging important bits. But good writing doesn't need these signposts. The importance is clear from context.

The filler list. "There are several reasons why..." "There are multiple benefits to..." "There are a few key considerations..." These are content-stretching patterns. They pad word count without adding substance. Real writers get specific immediately.

The corporate passive voice. "It is recommended that..." "It is suggested that..." "It has been found that..." Passive voice is the enemy of credibility. It obscures who did what. Founders write in active voice because they own their claims.

The false authority. "Research shows..." "Studies indicate..." "Experts agree..." without citing the research. AI generates these claims to sound credible. But unsourced claims destroy credibility. If you cite research, cite it. If you don't, state your claim directly as your claim.

The transition bloat. "Furthermore," "Moreover," "In addition," "Additionally," "It's also worth noting that..." These are everywhere in AI drafts. They're not wrong. They're just unnecessary. Good writing doesn't need this many connectors. The ideas flow.

The rhetorical question stall. "Have you ever wondered..." "What if I told you..." "Did you know..." These are engagement tactics that signal the writer is stalling, not thinking. They're fine in moderation. But AI defaults to them constantly.

The false urgency. "In today's world..." "Now more than ever..." "In this day and age..." These phrases are meaningless. They signal the writer has nothing specific to say about timing.

Once you can spot these patterns, you can understand what the prompt is doing. It's not just removing phrases. It's retraining the model to avoid these shortcuts and write like someone who actually has something to say.

The Opus 4.7 Editor Prompt: The Full System Prompt

Here's the exact prompt. Copy it. Paste it into Claude Opus 4.7. Then paste your draft after it.

You are a ruthless editor. Your job is to strip AI-generated tells from drafts and make them read like they were written by a founder who ships.

AI-generated content has recognizable patterns. Your job is to eliminate every single one:

1. REMOVE all hedging phrases: "It's important to note that," "It's worth mentioning," "It should be noted," "It goes without saying," "To be clear," "Needless to say." Replace with direct statements.

2. REMOVE all landscape openers: "In today's digital landscape," "In the modern business environment," "In the current market," "In today's world," "Now more than ever." Start with the actual point.

3. REMOVE all key takeaway signposts mid-paragraph: "The key takeaway is," "The main point here is," "To summarize," "The bottom line is." Let the writing speak for itself.

4. REMOVE all filler list starters: "There are several reasons why," "There are multiple benefits to," "There are a few key considerations." Get specific immediately.

5. REMOVE corporate passive voice: "It is recommended that," "It is suggested that," "It has been found that," "It is believed that." Use active voice. Own the claim.

6. REMOVE unsourced appeals to authority: "Research shows," "Studies indicate," "Experts agree," "It is widely known that" without citations. If you cite something, cite it properly. If not, state it as your claim.

7. REMOVE transition bloat: Excessive "Furthermore," "Moreover," "In addition," "Additionally," "It's also worth noting." Use transitions sparingly. Let ideas flow naturally.

8. REMOVE rhetorical questions used as stalling: "Have you ever wondered," "What if I told you," "Did you know," "Have you considered." Use them once if at all, not as a default structure.

9. REMOVE false urgency phrases: "In this day and age," "With everything happening today," "As we navigate." These are meaningless.

10. REPLACE weak verbs with strong ones: "utilize" → "use," "leverage" → "use," "employ" → "use," "implement" → "build" or "ship," "facilitate" → "enable" or "allow."

11. BREAK up long, winding sentences. Aim for short sentences that punch. Use periods liberally.

12. REMOVE qualifiers that weaken claims: "quite," "rather," "somewhat," "arguably," "perhaps," "seems to," "tends to." If you believe it, state it.

13. KEEP specificity. Numbers, names, concrete examples, and direct quotes stay. They're the opposite of AI tells.

14. KEEP your voice. If the original had a point of view, keep it. You're editing for clarity, not removing personality.

Edit the following draft. Make every sentence count. Remove the filler. Make it read like a founder who actually knows what they're talking about. No corporate speak. No hedging. No fake authority. Just clear, direct, credible prose.

---

DRAFT:

That's the full prompt. Paste your AI-generated draft after the "DRAFT:" line. Then hit submit.

What happens next is the magic. Opus 4.7 doesn't just find-and-replace the phrases. It understands the intent behind each one and rewrites the entire passage to eliminate the pattern while preserving the meaning. It tightens sentences. It removes filler. It converts passive voice to active. It strips hedging and replaces it with confidence.

The output is a draft that reads like it was written by someone who ships, not someone who generates content.

Before and After: Real Examples

Let's see this in action. Here's a paragraph generated by ChatGPT about SEO audits:

Before (Raw AI Output):

"In today's digital landscape, it's important to note that conducting a comprehensive SEO audit is crucial for any business looking to improve its online visibility. There are several key reasons why SEO audits matter. First, they help identify technical issues that may be hindering your website's performance. Additionally, audits provide valuable insights into your current keyword rankings and competitive positioning. Moreover, they enable you to discover content gaps and opportunities for improvement. It's worth mentioning that regular audits can help ensure your website remains optimized as search algorithms continue to evolve. The bottom line is that SEO audits are essential for long-term success."

After (Opus 4.7 Editor Prompt):

"SEO audits find what's broken on your site. Technical issues tank your rankings. Your keywords underperform. Your competitors outrank you. Audits show why. They reveal content gaps. They expose crawl errors. They show where Google can't reach your pages. Search algorithms change constantly. Audits keep you ahead. Skip the audit, stay invisible. Run one, ship faster."

Notice the difference. The "after" is shorter, punchier, and more credible. No hedging. No filler. No corporate speak. Just facts.

Here's another example. This time, about AI-generated content:

Before (Raw AI Output):

"It's important to understand that leveraging artificial intelligence for content generation has become increasingly popular in recent years. There are multiple benefits to utilizing AI tools for this purpose. Research shows that AI-generated content can help businesses produce content at scale while reducing costs. Additionally, these tools can facilitate faster content creation cycles. Furthermore, they enable teams to focus on strategic tasks rather than repetitive writing. It's also worth noting that AI models like Claude have become quite sophisticated. The key takeaway is that businesses should consider implementing AI content generation as part of their broader content strategy."

After (Opus 4.7 Editor Prompt):

"AI generates content fast and cheap. That's the entire value proposition. You ship 100 blog posts in minutes instead of months. Your team focuses on strategy instead of writing. Claude Opus 4.7 produces ranking-quality drafts on the first pass. But raw AI output reads like AI. It hedges. It filler-speaks. It defaults to corporate jargon. Run it through an editor prompt first. Strip the tells. Then you have content that ranks and converts."

Again: shorter, more direct, more credible. The second version sounds like someone who actually ships, not someone summarizing research.

Step-by-Step: How to Run the Prompt

Now let's walk through the exact process.

Step 1: Prepare your draft.

You need AI-generated content. This can come from anywhere. ChatGPT. Claude. Perplexity. Even a previous pass through Opus 4.7. The quality of the input doesn't matter much—this prompt works on raw, unedited drafts. Copy the entire draft. Make sure it's complete. If it's a blog post, include the full post. If it's an email, include the whole email.

Step 2: Open Claude Opus 4.7.

Go to Claude.ai. Start a new conversation. You want a fresh thread so the model isn't influenced by previous context.

Step 3: Paste the system prompt.

Copy the full editor prompt from the section above. Paste it into the Claude chat box. Don't modify it. Don't shorten it. The specificity matters. Opus 4.7 uses every instruction.

Step 4: Paste your draft.

After the "DRAFT:" line in the prompt, paste your AI-generated content. Make sure there's a line break between the prompt and your draft.

Step 5: Hit submit.

Send the message. Opus 4.7 processes the prompt and your draft. This takes 30-90 seconds depending on draft length.

Step 6: Review the output.

Read the edited version. You'll immediately notice the difference. Shorter sentences. Stronger verbs. No hedging. No filler. If you see any AI tells remaining, you can ask Opus to make another pass: "Make another pass. Remove any remaining hedging language and make the sentences even shorter."

Step 7: Copy the edited version.

Copy the output. Paste it into your blog post, email, or wherever it's going. You're done.

The entire process takes 5 minutes. For 100 blog posts, that's 500 minutes of editing. Less than a workday. Compare that to hiring a human editor at $50-150 per hour. You're saving thousands.

Pro Tips and Warnings

Pro Tip: Use this for multiple passes. Your first AI draft is rough. Run it through Opus 4.7 with this prompt. Then run the output through again if you want even tighter prose. The second pass catches more subtle tells because the first pass removed the obvious ones.

Pro Tip: Combine with the brief template. If you're generating content from scratch, use the busy founder's brief template first to generate higher-quality initial drafts. Then run the output through this editor prompt. Better input + better editing = ranking content.

Pro Tip: Pair with search intent. An editor prompt removes AI tells, but it doesn't fix poor search intent. If your draft doesn't match what users actually search for, editing won't save it. Before you generate content, nail your search intent. Then generate. Then edit.

Warning: This prompt doesn't fact-check. If your AI draft contains false claims, this prompt won't catch them. It strips tells, not lies. If you're writing about technical topics, verify your facts before you ship. If you're citing research, actually cite it.

Warning: Don't over-edit. Sometimes the AI output has personality or a specific voice that's working. If the original draft has a strong POV, don't strip it. Use the prompt as a guide, not a law. Edit for clarity, not for uniformity.

Warning: This is an editing pass, not a rewrite. If your original draft is fundamentally broken—wrong angle, wrong keyword focus, wrong audience—editing won't fix it. You need a better original draft first. This prompt makes good drafts better, not bad drafts good.

Warning: You still need to know your audience. This prompt removes AI tells, but it doesn't inject knowledge about your specific audience. If you're writing for technical founders, you need to understand what technical founders care about. If you're writing for indie hackers, you need to understand their constraints. The prompt assumes you've already thought about audience. It just makes your writing clearer.

The Broader Context: Where This Fits in Your SEO Stack

This prompt is one tool in a larger system. It's not a replacement for strategy. It's a tactical weapon for execution.

If you're a founder trying to ship organic visibility fast, you need more than just an editor prompt. You need a keyword strategy. A content roadmap. A technical foundation. A measurement system.

That's where Seoable comes in. In under 60 seconds, Seoable delivers a domain audit, brand positioning, keyword roadmap, and 100 AI-generated blog posts. You get the raw content. You run it through this editor prompt. You ship it. You rank.

If you're building your own stack, consider pairing this prompt with:

A domain audit. Before you generate content, understand your current state. What's already ranking? What's broken? Setting up Google Analytics 4 and verifying your domain in Google Search Console gives you the foundation. Then you can track what works.

A keyword roadmap. Not all keywords are equal. Some are easy wins. Some are long-tail. Some are brand-building. You need a strategy before you generate content. The busy founder's crash course in search intent walks you through the thinking.

A content generation system. Use the busy founder's brief template to generate high-quality first drafts. Then use this editor prompt to polish them. Then use IndexNow to get them crawled fast.

A tracking system. You need to know what's working. GA4 setup for SEO tracks traffic. Google Search Console tracks rankings. Together, they show you what's moving the needle.

A review cadence. Don't set it and forget it. The quarterly SEO review is a 90-minute process that audits your progress, fixes crawl issues, and validates keywords. Run it every quarter. Ship updates. Compound your wins.

This editor prompt is the execution layer. But execution without strategy is noise. Make sure you have both.

The Technical Details: Why This Works

This prompt works because of how Opus 4.7 is trained and how it processes instructions.

Claude Opus 4.7 has improved instruction-following capabilities compared to previous versions. That means it's better at understanding specific, detailed instructions and applying them consistently. The prompt doesn't just list phrases to remove—it explains the why behind each removal. That context helps Opus 4.7 generalize the rules to similar patterns it encounters.

When you tell Opus 4.7 to "remove hedging phrases" and give examples, it doesn't just search for those exact phrases. It understands the concept of hedging and identifies similar patterns throughout the draft. Same with passive voice, filler transitions, and false authority claims.

This is a significant upgrade from older models. Previous versions of Claude would find-and-replace specific phrases. Opus 4.7 understands intent. It rewrites passages to eliminate the pattern while preserving meaning.

The prompt also leverages Opus 4.7's coding and reasoning capabilities. It approaches the task systematically, working through each principle in order. It doesn't just make random edits. It applies a consistent framework.

If you want to understand the technical foundations of how modern language models process instructions, Anthropic's announcement of Claude Opus 4.7 covers the improvements. The migration guide explains specific changes you need to make to prompts for the new model. And Artificial Analysis's breakdown shows how Opus 4.7 compares to other models on benchmarks.

For deeper dives into prompt engineering principles, OpenAI's prompt engineering guide covers foundational concepts that apply across models. DeepLearning.AI's short courses offer hands-on training in prompt engineering and working with advanced models. And if you want to understand the research behind language model behavior, arXiv's computational linguistics section publishes peer-reviewed papers on how models learn and process instructions.

But here's the practical truth: you don't need to understand the technical details to use this prompt. You just need to know it works.

Common Mistakes and How to Avoid Them

Mistake 1: Pasting the prompt and draft together in one message.

Some people try to paste the full prompt and draft as one giant block. This sometimes confuses Opus 4.7. Instead, paste the prompt first. Let it process. Then paste your draft in a follow-up message. Or use the format shown above with "DRAFT:" as a clear delimiter.

Mistake 2: Expecting the prompt to rewrite bad content into good content.

This prompt removes AI tells. It doesn't fix poor research, wrong angles, or weak arguments. If your original draft is fundamentally flawed, editing won't save it. You need a better original draft. Use this as an editing pass, not a magic wand.

Mistake 3: Editing before generating at scale.

If you're generating 100 posts, don't edit them one by one as you go. Generate all 100 first. Then batch-edit them. Paste 5-10 posts at once into Claude with the prompt. It's faster than editing one at a time. You'll also develop a feel for what works and what doesn't.

Mistake 4: Not adapting the prompt to your voice.

The prompt as written assumes you want direct, no-nonsense prose. If your brand voice is different—more playful, more technical, more formal—adapt the prompt. Change "founder who ships" to "researcher who digs" or "marketer who strategizes." The framework stays the same. The voice changes.

Mistake 5: Running the prompt on content you haven't read.

Before you ship edited content, read it. Make sure it makes sense. Make sure the facts are right. Make sure it matches your brand. An editor prompt is a tool, not a guarantee. Use it, then review.

Scaling This: From One Post to 100

Once you've tested this prompt on a single post and seen it work, the next step is scaling.

If you're generating 100 posts at once, here's the efficient workflow:

1. Generate all 100 posts first. Use ChatGPT, Claude, or Seoable's 100-post generation. Get all the raw content. Don't edit yet.

2. Batch them into groups of 5-10. You don't want to edit 100 posts one at a time. That's tedious and inconsistent. Instead, create batches. Posts 1-5 in one batch. Posts 6-10 in another. And so on.

3. Run each batch through the editor prompt. Paste the batch into Claude with the prompt. Get back edited versions. Copy them into a document.

4. Review the edited batches for consistency. After you've edited 2-3 batches, you'll notice patterns. Some edits work better than others. You might adjust the prompt slightly. Make those adjustments and apply them to the remaining batches.

5. Ship them. Once all 100 are edited, upload them to your blog. Use IndexNow to get them crawled fast. Set up Open Graph tags for better click-through from AI search. Then track performance with GA4.

For 100 posts, you're looking at 10-15 hours of editing work. That's a full workday. Compare that to hiring a human editor at $100/hour for 100 posts. You're saving $10,000.

And if you're using Seoable, you get the 100 posts generated in 60 seconds anyway. You just need to edit them. This prompt is your editing layer.

Building SEO Habits Around This

Once you've shipped edited content, the work isn't done. You need to build habits that keep your organic visibility growing.

SEO habits every busy founder should build in 30 days covers seven habits that turn organic visibility into background infrastructure. One of those habits is "edit every post before shipping." This prompt is how you do that efficiently.

Another habit is "track what works." The quarterly SEO review is your 90-minute quarterly process to audit rankings, fix crawl issues, validate keywords, and ship updates. Use this prompt as part of that process when you're writing updates or new content.

If you're starting from zero, the 100-day AEO diary walks you through a real founder's journey from audit to citations. This prompt appears in that journey as the editing step between generation and publication.

Or if you prefer a structured bootcamp, SEO bootcamp for busy founders: 14 days, 14 wins gives you one tangible win per day. Day 3 is "generate and edit 10 blog posts." This prompt is how you do the editing step efficiently.

Key Takeaways

Here's what you need to remember:

AI-generated content has tells. Hedging phrases. Landscape openers. Filler transitions. Corporate passive voice. These patterns immediately signal "machine-written" to readers. Readers bounce. Search engines notice. Rankings suffer.

This editor prompt strips the tells. It's a system prompt optimized for Claude Opus 4.7 that removes AI giveaways and replaces them with direct, credible, human-sounding prose. It works on any AI-generated draft. It takes 5 minutes per post.

The process is simple. Paste the prompt into Claude. Paste your draft. Hit submit. Review the output. Ship it. That's it.

This is an editing layer, not a replacement for strategy. You still need a keyword roadmap. A content plan. A measurement system. This prompt makes your execution faster, not your strategy better.

You can scale this. For 100 posts, batch-edit them in groups of 5-10. You're looking at 10-15 hours of work total. That's one workday to edit 100 posts. Compare that to hiring a human editor.

Use this as part of a broader system. Combine this prompt with domain audits, keyword research, content generation, tracking, and quarterly reviews. Together, they form a complete SEO system.

Final Word

You've shipped. Your product works. Now ship organic visibility.

AI content generation is fast. This editor prompt makes it credible. Together, they're a founder-friendly alternative to $50,000 agency retainers.

Copy the prompt. Test it on one post. See the difference. Then scale it to 100. In less than a week, you'll have a year's worth of edited, ranking-ready content.

The only question left is: are you going to ship?