How to Do a Content Gap Analysis for SEO: A Step-by-Step Guide

You've been tasked with growing organic traffic. You've run competitor keyword reports in Ahrefs or Semrush, but the list of "opportunities" feels endless and completely disconnected from what you're actually trying to achieve.

Here's the thing: 97% of web pages get zero organic traffic. So random acts of content aren't just inefficient, they're expensive.

Most guides on how to do a content gap analysis get it backwards. They tell you to start with competitor keyword research, which spits out hundreds of low-value keywords and no clear direction. You're left staring at a spreadsheet like "...now what?"

A real content gap analysis isn't a single report you run. It's a systematic technical and editorial audit that tells you what you actually own, where the commercially-valuable opportunities are, and what to do first.

Done properly, closing these gaps can drive a 30-45% organic traffic boost.

In this guide, I'll walk through a practitioner's framework built from running SEO systems at scale. You'll learn how to build a content inventory, map keywords to real business goals, identify your actual competitors, diagnose content health, and prioritize in a world where AI search is eating into organic CTR.

You'll finish with a roadmap tied to business outcomes. Not another keyword dump.

H2: What a Content Gap Analysis Truly Is (And Where Most Guides Fail)

You've run competitor keyword reports in Ahrefs or Semrush. Now you have a spreadsheet full of "opportunities" that's somehow both endless and completely useless. That's not a content gap analysis. That's a data dump.

A real content gap analysis is a systematic audit that diagnoses the delta between the content you have and the content you need to hit your business goals. It's a full health check of your content ecosystem, not a keyword scavenger hunt.

Most guides on how to do a content gap analysis fail because they treat it like a single tool output. Run the "Keyword Gap" report, export the list, done. But that report only shows you terms competitors rank for that you don't. It's useful, sure. It's also just one dimension, and often the most misleading one.

Prioritizing a list of keywords without context is exactly how you end up with 97% of your pages getting zero organic traffic. (Source)

The real gaps exist in six areas:

1. Topics: Missing entire subject clusters your audience actually cares about.
2. Depth: Existing content that's thin where it should be thorough.
3. User Intent: Gaps in the buyer's journey, like missing comparison or pricing content.
4. Format: Over-reliance on blog posts when your niche needs videos, tools, or interactive guides.
5. SERP Feature Ownership: Competitors owning featured snippets, "People Also Ask" boxes, or AI Overview citations that siphon clicks before anyone reaches your site.
6. Technical Health: Pages that can't rank because they're slow, not crawlable, or poorly structured.

Here's the fundamental difference:

Keyword-Centric Gap Analysis (Flawed)	Holistic Content Gap Analysis (Our Method)
Starts with competitor keywords.	Starts with a complete inventory of your own site.
Output: A list of keywords.	Output: A prioritised action plan addressing topics, depth, intent, format, SERP features, and technical health.
Assumes all gaps are equally reachable.	Governed by competitive reach, your domain authority vs. the competition's.
Optimises for traditional "rankings."	Optimises for visibility in an AI-driven SERP where clicks are compressed.

The concept you need to actually internalize is competitive reach. Finding a gap means nothing if you don't have the domain authority to rank for it. Your competitor keyword research has to be filtered by what you can realistically compete for, otherwise you're just generating busy work.

This is why you start with your own site. Not your competitor's keyword list.

H2: Before You Start: Prerequisites, Tools, and Realistic Expectations

What do you actually need before running a content gap analysis? More than most guides admit.

Get your access sorted first. Mid-analysis roadblocks kill momentum fast.

Step 1: Secure mandatory access.

Open Google Search Console and connect it to your site. Non-negotiable. It's the only source showing what Google actually sees for your pages and queries. Verify you also have access to your analytics platform (Google Analytics or similar) to measure traffic and conversions. Without these, you're working blind.

Step 2: Choose your primary SEO research tool.

You need at least one major platform for competitor keyword research. Ahrefs and Semrush are the industry standards. If budget is tight, use their free trials or look at lower-cost alternatives like Ubersuggest. The goal is to compare keyword profiles, not to buy the most expensive suite.

Step 3: Define your commercial context.

Clarify your core business goals and map your customer's journey from awareness to purchase. A content gap is only worth chasing if it serves a commercial intent. If you can't articulate how a keyword maps to a funnel stage, discard it.

Step 4: Budget realistic time.

For a small site (under 500 pages), block 2–4 hours. For a large, complex site with multiple content types, allocate 1–2 full days. Rushing leads to superficial analysis you can't act on.

Step 5: Select tools by your budget tier.

Use this matrix to avoid overspending or under-equipping your team.

Budget Tier	Core Tools	Purpose
Low	Google Search Console, AnswerThePublic, free SEO tool trials	Validate your own data and find question-based gaps.
Mid-Market	Ahrefs or Semrush, Surfer or Clearscope, Screaming Frog	Competitive keyword gaps and content scoring for quality.
Enterprise	DeepCrawl/SiteBulb, MarketMuse, AI visibility trackers (e.g., AI Rank Lab)	Site-wide technical audits, topic modeling, and AI search optimization.

Step 6: Internalize the Domain Rating gatekeeper.

This is the most common oversight. Check your site's Domain Rating (DR) in Ahrefs or similar.

A content gap for a keyword where the top ten results average a DR of 75 is basically a fantasy if your DR is 30. Your analysis has to filter opportunities down to what's actually within your competitive tier. Otherwise you're throwing resources at unwinnable battles.

That's the constraint that separates strategic planning from wishful thinking. And it's why knowing how to do a content gap analysis properly starts here, before you touch a single keyword list.

H2: Step 1: Build Your Complete Content Inventory (The Non-Negotiable Foundation)

You can't analyse gaps in content you don't know exists.

This is the technical foundation that 90% of content gap analyses skip, and it's why they fail. SEO tools like Ahrefs only see what Google has indexed. They miss drafted pages, orphaned content, assets stuck in your CMS workflow. Starting without a full inventory is like auditing a warehouse by reading the shipping manifest while ignoring the back rooms.

When I worked inside large media companies, we found that 15-20% of live content was completely orphaned. No internal links, invisible to competitors, but still indexed and potentially ranking for long-tail terms. These are assets you already own. Your gap analysis has to account for them before you start chasing competitors.

For Small Sites (Under 500 Pages)

Use Screaming Frog SEO Spider. It's free for up to 500 URLs.

1. Open Screaming Frog and paste your domain into the address bar. Click "Start."
2. Wait for the crawl to complete. You'll see a list of all discovered URLs.
3. Filter to HTML pages only: Click "Response Code" in the top menu, then filter for "200" (OK) and "Content" for "HTML."
4. Export the essentials: Go to "Bulk Export" → "All Inlinks." Select these columns: Address, Title 1, H1-1, Word Count, Last Modified, Status Code, Canonical Link Element 1.

This gives you a structured CSV with every live page on your site. The "Word Count" column is the most revealing part. You'll immediately spot thin content that needs expanding rather than replacing with something new.

For Enterprise Sites (500+ Pages)

Desktop crawlers struggle at scale. Use cloud-based alternatives like DeepCrawl or SiteBulb. But here's the move most agencies miss:

Combine your crawl data with a CMS export.

If you use WordPress, run a simple SQL query:

SELECT ID, post_title, post_name, post_date, post_modified, post_status, post_author 
FROM wp_posts 
WHERE post_type = 'post' OR post_type = 'page';

For platforms like Adobe Experience Manager or Sitecore, use their built-in export features. You need editorial metadata that crawlers can't see: content owner, publish status, tags/categories, scheduled publish dates.

Merge the CMS export with your crawl data using the URL as the primary key. The CMS tells you editorial intent. The crawl tells you technical reality. The discrepancies between them are your first actual gaps. Pages that are "published" in the CMS but return 404s, or pages that are live but marked "draft."

The Critical Blind Spot: Orphaned Pages

Run this check in Screaming Frog after your crawl: go to "Internal" → "All," then filter for "Inlinks" equal to 0.

These are your orphaned pages. Live content with no internal navigation pointing to them. They might still get traffic from external links or old social shares, but they're dead weight in your site architecture. Either integrate them into your navigation or redirect them.

Verification

Compare your inventory URL count to Google Search Console's "Indexed Pages" count. They should be close.

If GSC shows 1,200 indexed pages but your crawl found 800, you have a coverage problem. Likely crawl budget issues or incorrect robots.txt directives. Fix this before touching any content strategy, because Google can't rank pages it can't find.

Your deliverable: A single master spreadsheet (I've created a simplified template here) with every URL, its metadata, and its current health status. This isn't busywork. It's what stops you from "discovering" opportunities you already own but forgot about, which, if you're serious about how to do a content gap analysis and competitor keyword research properly, is exactly the kind of thing that derails the whole process before it starts.

H2: Step 2: Map Keywords to Business Goals and User Intent

With your content inventory built, you know what you own. Now you need to understand what people are searching for and why.

Gather your keyword data from three sources. Export the "Queries" report from Google Search Console, that's your first-party truth, the exact queries people use to find your existing pages. Then pull your target keyword list from Ahrefs or Semrush for volume and difficulty data. Finally, add your internal knowledge: branded terms, product names, core solution categories. Combine everything into one spreadsheet.

Classify every keyword by search intent using a four-bucket framework:

1. Informational (Top of Funnel): "What is...", "how to...", "guide to...", The user wants to learn.
2. Commercial Investigation (Middle of Funnel): "best...", "vs...", "reviews...", The user is comparing options.
3. Transactional (Bottom of Funnel): "buy...", "price...", "demo...", The user intends to purchase.
4. Navigational: "[Your Brand] pricing", The user is looking for your specific site.

This intent mapping is your most useful diagnostic tool.

Most B2B sites I audit are drowning in informational content but have severe gaps in commercial and transactional intent clusters.

Cluster related keywords into topics. Group "content gap analysis," "how to do a content gap analysis," and "content gap analysis template" under a parent topic like "Content Gap Analysis." This shows where you can build topical authority rather than chasing isolated keywords. Content grouped into topic clusters drives approximately 30% more organic traffic and holds rankings longer.

Then look at the ratio of informational vs. commercial/transactional keywords you're currently targeting. The gap is almost always in the middle and bottom of the funnel.

Topic Cluster	Keyword Example	Search Intent	Funnel Stage	Typical Content Format
Project Management Software	"what is agile methodology"	Informational	Top	Educational Blog Post
	"asana vs clickup comparison"	Commercial Investigation	Middle	Competitor Comparison Page
	"monday.com pricing plans"	Transactional	Bottom	Detailed Pricing Guide
	"get monday.com demo"	Transactional	Bottom	Demo Request Landing Page

This view stops you from prioritising keywords by search volume alone.

A high-volume informational term like "what is SEO" brings traffic. A lower-volume transactional term like "enterprise SEO software pricing" fills your pipeline. Those are not the same thing, and your analysis, whether that's competitor keyword research or a full audit of how to do a content gap analysis, has to connect search demand to commercial reality.

H2: Step 3: Identify True Competitors and Analyse Their Assets

This is where traditional competitor keyword research fits into the process. Your first job is figuring out who you actually compete with for visibility, and that's often not your direct business rivals.

Step 1: Find Your True Search Competitors Open your SEO platform. In Ahrefs, go to Site Explorer > "Competing Domains". In Semrush, use the "Competitors" tool in Organic Research. You're looking for 3-5 domains that consistently show up alongside you in SERPs for your target keyword clusters. Those are your real competitors for organic attention. Export the list.

Step 2: Run the Content Gap Analysis In Ahrefs, go to the "Content Gap" tool. Input your domain, add the competitor domains from your list, and click "Show keywords". You'll see every keyword those competitors rank for that you don't. That's how to do a content gap analysis at the data level.

Step 3: Filter by Realistic Competitive Reach Your exported list will be massive. Apply a filter for Keyword Difficulty (KD) or Domain Rating (DR) gap. If your site's DR is 35, filter to keywords with KD ≤ 25. This keeps the analysis grounded in what's actually winnable.

Step 4: Export and Clean the Keyword List Export the filtered list to CSV. Remove duplicate keywords, filter out branded terms (your competitors' company names), and cut anything completely irrelevant. What's left is your actual keyword gap list.

Step 5: Conduct the Manual Page Audit (The Differentiator) Automated reports miss nuance. For your top 5-10 gap keywords, go look at the competitor pages that are actually ranking. Open each one and check:

• Structure: How do they use H2s and H3s? Is there a clear FAQ or "People Also Ask" section?
• Depth: What's the word count? Is it a shallow listicle or a real guide?
• Media: Do they use custom diagrams, videos, or interactive elements you don't have?
• Internal Linking: How do they connect to related cluster content or commercial pages?
• CTA Clarity: What's the primary call-to-action, and where does it sit on the page?

Step 6: Benchmark SERP Feature Ownership For each priority keyword, do a manual Google search. Note who owns the featured snippet, who dominates the "People Also Ask" boxes, and who's cited in an AI Overview. When an AI Overview is present, clicks on the #1 organic result drop by 58%. That makes feature ownership a gap worth prioritising.

Insider Note on Data Consistency If you're pulling this data via API for automation (as we do in Spectre), expect a 24-48 hour lag versus the dashboard. For a one-off audit, just use the dashboard. For recurring analysis, document your data source and accept the slight latency.

H2: Step 4: Diagnose Your Content Health and On-Page Gaps

Most content gap analysis stops at keywords. This step goes deeper.

Merge performance data into your inventory. Open your master spreadsheet from Step 1. Add columns for organic traffic (from Google Analytics), bounce rate, and average position and impressions for target keywords (from Google Search Console). Flag any page with less than 10 organic visits per month, a bounce rate above 70%, or a ranking position worse than 20 for its primary keyword. That's your triage list.

Assess content comprehensiveness with scoring tools. For your flagged pages, run them through something like Surfer, Clearscope, or MarketMuse. These tools score your page against top-ranking competitors and surface missing subtopics, related entities, and unanswered questions. Don't chase a perfect score. Look for the most glaring omissions, your "ultimate guide" probably lacks a comparison table, or doesn't answer a specific question that every competitor covers.

Conduct a manual E-E-A-T audit for commercial pages. For your key money pages, product pages, pricing guides, "best X" reviews, you need a human check. AI tools can't reliably assess Experience, Expertise, Authoritativeness, and Trustworthiness. Use this checklist:

• Authorship: Is there a clear, named author with relevant credentials or a byline linking to their profile?
• Citations: Are claims backed by links to authoritative, primary sources (not just other blogs)?
• Experience: Does the content demonstrate first-hand experience? Look for original data, case studies, or specific implementation details.
• Trust: Are there customer reviews, testimonials, secure site indicators (HTTPS), and clear contact information?

Identify technical and UX blockers from your crawl data. Go back to the crawl report from Step 1. Filter for pages that are technically compromised. Look for:

• Thin content: Pages with less than 500 words of substantive text.
• Broken internal links: Links pointing to non-existent pages on your own site.
• Slow page loads: Check Core Web Vitals in Google Search Console. A poor Largest Contentful Paint (LCP) hurts both rankings and user experience.
• Mobile rendering issues: Use Google's Mobile-Friendly Test for individual problem pages.
• Incorrect canonical tags: Pages pointing to another URL as the canonical version, which confuses search engines.

The critical connection to AI search. This technical health check isn't just about traditional rankings. AI Overviews and generative search features are far less likely to cite pages that are slow, not mobile-friendly, or poorly structured.

Google's systems need to easily crawl and understand your content to consider it for citation. If your page fails on basic technical SEO, it's invisible to the new AI-driven search layer. 97% of web pages get zero organic traffic, often because of these foundational issues, not keyword targeting.

Your output here is a refined list: pages underperforming because of quality gaps, not just keyword gaps. You know which pages need a full rewrite, which need a technical fix, and which are basically fine but missing one key section. That sets up the final step: prioritisation.

H2: Step 5: Prioritise for Maximum Impact in the Age of AI Search

Your refined list of content gaps could fill months of work. The mistake is treating every gap as equally urgent.

You need a scored framework that accounts for how AI-driven search actually works now. When an AI Overview appears on a results page, clicks on the #1 organic result drop by 58%. Your priority is no longer just ranking position, it's citation potential.

Download this Impact vs Effort Prioritisation Matrix and populate it with your identified opportunities. Score each item from 1 (low) to 5 (high) for both Impact and Effort.

Define Impact (Score 1-5):

1. Search Volume & Intent: High-volume, transactional/commercial keywords score 5. Low-volume informational keywords score 1-2.
2. Business Goal Alignment: Does this page directly support a top-level company goal (e.g., "Increase free trial sign-ups")? If yes, score 5.
3. SERP Feature Potential: Can you realistically win a Featured Snippet, People Also Ask spot, or AI Overview citation? Analyse the SERP. If the current answers are weak and your content is comprehensive, score this high (4-5). This is your impact multiplier.
4. Traffic Upside: Use Ahrefs' Traffic Potential or similar to estimate the realistic traffic gain.

Define Effort (Score 1-5):

1. Content Creation: A minor update like adding a FAQ section is 1-2 hours (Score 1). A new, data-driven pillar guide is 30-40 hours (Score 5).
2. Technical Work: Adding schema markup is 1 hour (Score 1). Fixing core web vitals across a template might be 20 hours (Score 4).
3. Approval Complexity: Does this need legal review, SME interviews, or design resources? Factor it in.
4. Resource Availability: Do you have the writer, developer, and budget ready now?

Prioritise Your Quadrants:

1. Quick Wins (High Impact, Low Effort): Start here. This is usually updating an existing page to directly answer a People Also Ask question, adding a missing comparison table, or implementing basic schema. These build momentum fast.
2. Major Projects (High Impact, High Effort): Schedule these. Missing pillar pages, comprehensive product comparisons, core service page rewrites. They become the foundation of your topical authority.
3. Fill-Ins (Low Impact, Low Effort): Batch these. Fixing orphaned pages, minor internal linking tweaks, updating old publication dates. Do them when you have capacity.
4. Ignore (Low Impact, High Effort): Be honest and delete these rows. Chasing a high-difficulty keyword with low commercial intent against a site with a DR 30+ point lead on you is just a waste.

Build Your 3-Month Roadmap:

Take your top 5-10 Quick Wins and top 3 Major Projects. Plot them into a calendar. For each item, assign:

• Owner: Who writes, builds, or approves?
• Deadline: Be realistic with the effort scores.
• Task Type: Content, technical, or hybrid?
• Success Metric: Is it ranking, CTR, or conversions?

This is how competitor keyword research and knowing how to do a content gap analysis stop being theoretical exercises. You get an actual plan.

And the plan needs to reflect one real shift: getting cited in an AI Overview is often more valuable than ranking #3 organically. Prioritise accordingly.

H2: How to Fill Content Gaps Efficiently (Without Burning Out Your Team)

You have your prioritised list. Now you need to actually execute on it without running your team into the ground.

1. Create Standardised Content Briefs

Start with a template that pulls in your analysis data. Include:

• Target Keyword & Intent: From Step 2.
• Required Structure: H2/H3 headings derived from competitor analysis and People Also Ask questions (Step 3).
• Competitor Insights: Notes on what top-ranking pages miss.
• E-E-A-T Requirements: Author credentials, citation sources, and first-hand experience flags from your audit (Step 4).

This turns a vague "write about X" into a spec someone can actually work from.

2. Repurpose and Update Before Creating New

Always check your inventory first. Can you expand an underperforming post to cover a new intent?

Updating existing content is 3-4x faster than starting from scratch, and you keep whatever backlinks and ranking signals you've already built. Highest return on effort, by a lot.

3. Use AI as a Force Multiplier, Not a Replacement

AI tools can speed up research and drafting. Use them to generate first drafts or pull together research faster.

But the E-E-A-T signals you identified, the human expertise, the authority, those aren't optional in the final edit. AI gives you the scaffold. You provide everything that actually makes it rank.

4. Systematise Your Production Pipeline

Ad-hoc content projects create burnout. That's just what happens when there's no system underneath.

This is where a platform like Spectre fits in. It connects directly to your gap analysis, takes your prioritised keyword list, researches SERP features and competitor content automatically, and generates complete, optimised briefs. Then its AI drafts the article, structured for both search engines and E-E-A-T. You review, add your insight, publish.

The result is a predictable pipeline, not a quarterly scramble. Founders and marketing leads can scale content without the effort scaling at the same rate.

5. Maintain a Sustainable Cadence

A full gap analysis isn't something you do once. Run a lightweight competitor keyword research check monthly to catch new opportunities early.

Every quarter, do the full technical and editorial audit. That rhythm is what keeps knowing how to do a content gap analysis from becoming a one-time project that slowly goes stale.

H2: Common Mistakes and Troubleshooting Your Analysis

You've done the work, but the results feel off. The gap list is either meaningless or impossibly long. Here's where things probably went wrong.

Mistake 1: Prioritising by Search Volume Alone

You filter your Ahrefs Content Gap report by highest volume and start writing. This is how you end up with a blog full of top-of-funnel "what is" articles that attract visitors who will never convert.

Go back to Step 2 and layer in commercial intent. A keyword with 500 monthly searches that maps to "comparison" or "pricing" intent is often worth more than a 5,000-search informational term.

Mistake 2: Treating Gaps as Only 'Missing Keywords'

Your competitor ranks for "SaaS onboarding checklist." You create a page targeting that phrase, but you still don't rank. The gap wasn't just the keyword, it was the depth, the downloadable template, the embedded video walkthrough, the internal linking to related case studies.

Revisit Step 4's content health audit and Step 5's SERP feature analysis. You're not filling keyword slots. You're matching asset quality.

Mistake 3: Over-Reliance on a Single Tool

No SEO platform has perfect data. Ahrefs might miss keywords Google Search Console shows you're already getting impressions for. A crawler will find orphaned pages your CMS export missed entirely.

Triangulate. Use GSC for first-party validation, Ahrefs or Semrush for competitive gaps, and Screaming Frog for technical completeness. Any single tool will miss roughly 30% of what's actually there.

Mistake 4: Neglecting Middle and Bottom Funnel

This is the most commercially costly one. Your cluster analysis shows ten informational articles on "project management software" but zero pages on "Asana vs Monday.com pricing" or implementation case studies.

Audit your keyword maps specifically for commercial investigation and transactional intent. Lower search volume, but dramatically higher conversion value.

Mistake 5: The One-Off Project Mindset

You run the analysis once, build a backlog of 50 items, and a month later everyone's overwhelmed. Competitors aren't static, and content decays.

Set a quarterly calendar reminder for a full technical and editorial audit. Do a lightweight competitor keyword research check monthly. That's what turns knowing how to do a content gap analysis into an actual habit rather than a recurring crisis.

Troubleshooting: "My Gap List is Still Overwhelming"

You've missed one more filter: competitive reach. A keyword with a Domain Rating requirement of 60 is not a viable target if your site sits at DR 35, regardless of volume or intent.

Sort your final list by Keyword Difficulty or Competition Level inside your tool and cut anything beyond your realistic 12-month authority ceiling. Start with the gaps you can actually win.

Conclusion

Most people think knowing how to do a content gap analysis means running a competitor keyword research report and calling it done. It doesn't. It starts with your own technical inventory, knowing exactly what you own before you look anywhere else.

The goal is commercially-valuable opportunities within your competitive reach, mapped to user intent and real business outcomes.

Prioritisation has changed too. You're not just weighing search volume against difficulty anymore. You're also thinking about SERP feature ownership, and the fact that AI Overviews can reduce clicks on the #1 organic result by 58% (source: goodfirms.co). That changes the calculus.

The output isn't a giant keyword list. It's a prioritised roadmap you can actually act on.

So start today. Download the prioritisation template, open Screaming Frog or your SEO platform, and build your inventory. If executing on that roadmap at scale is the next bottleneck, Spectre can automate the research and writing process, turning your identified gaps into published content that drives growth.

Frequently Asked Questions

How often should you do a content gap analysis?

More often than you probably think.

For most B2B SaaS or mid-sized sites, a full audit quarterly is the right cadence. Then a lighter competitor SERP and top pages check monthly to catch anything emerging in between.

SEO moves fast, especially with AI Overviews changing the picture constantly. Set it and forget it and you'll miss things. [Source: Outerboxdesign.com]

What are the best tools for content gap analysis?

There isn't one. You need a stack.

Start with Google Search Console for first-party data. Add a competitive keyword gap tool like Ahrefs or Semrush. For technical inventory, Screaming Frog works for most sites, DeepCrawl or SiteBulb if you're enterprise. Then layer in content depth tools like MarketMuse, Surfer, or Clearscope if you need them.

Pick based on budget, but don't rely on a single platform. They each catch different things.

How do you prioritize which gaps to fill first?

Use the Impact/Effort framework from Step 5.

Quick wins first, things like updating a page to capture a People Also Ask result. Then move to the heavier lifts, like building out a new pillar page.

One filter that matters more than most people apply: does the keyword actually align with a business goal, and is it within your site's competitive authority tier? If not, it goes lower on the list regardless of volume.

Can AI do a content gap analysis for me?

Parts of it, yes. All of it, no.

AI-powered research tools hit around 87% detection precision versus 62% for older platforms [Source: babylovegrowth.ai], so the acceleration on the research side is real.

But strategic prioritisation, understanding your business context, making editorial calls for E-E-A-T, that still needs a person. Use AI to go faster inside a structured process. Not as a replacement for having one.