The Ultimate Guide to AI Assistants for SEO & PPC Optimization
Unlocking Peak Performance with an SEO AI Assistant & AI PPC Optimization
The Ultimate Guide to AI Assistants for SEO & PPC Optimization
Unlocking Peak Performance with an SEO AI Assistant & AI PPC Optimization
In the fast-paced world of digital marketing, staying ahead means constantly adapting. The landscape is more competitive and complex than ever, with algorithms evolving daily and consumer attention spans shrinking. For businesses and marketers alike, the sheer volume of tasks required to maintain strong online visibility and ad performance can be overwhelming. Manual optimization, once the standard, is now often inefficient, time-consuming, and prone to human error, leading to wasted ad spend, stagnant rankings, and missed conversion opportunities.
Imagine a world where your digital marketing efforts are not just reactive but predictive, where every decision is backed by vast amounts of data, and repetitive tasks are handled with unparalleled precision. This isn't a futuristic dream; it's the reality offered by AI assistants. These intelligent co-pilots are transforming how businesses approach both search engine optimization (SEO) and pay-per-click (PPC) advertising.
This comprehensive guide will explore how AI assistants are revolutionizing both SEO and PPC optimization, with a special emphasis on the unique challenges and opportunities within Amazon's competitive marketplace. We'll show you how to harness the power of an Amazon PPC AI assistant and other AI SEO tools to achieve unparalleled growth, empower your team, and establish a dominant online presence. Get ready to discover your new path to smarter, faster, and more effective marketing.
Why Traditional SEO and PPC Fall Short in Today's Digital Landscape
The digital marketing landscape has become a labyrinth of algorithms, data points, and fierce competition. What worked even a few years ago might be obsolete today, leaving many businesses struggling to keep up.
The Ever-Evolving SEO Algorithm Challenge
Google's algorithms are in a constant state of flux, with major updates like Core Web Vitals, helpful content updates, and the increasing emphasis on E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness) redefining what it takes to rank. Manually tracking these changes, auditing your site, and implementing fixes across hundreds or thousands of pages is a monumental task. Without intelligent assistance, businesses often find themselves falling behind, losing visibility to competitors who are quicker to adapt.
PPC Complexity: Managing Bids, Keywords, and Budgets
PPC optimization is a high-stakes game. Managing bids across thousands of keywords, constantly refining targeting, identifying negative keywords, and allocating budgets effectively requires granular detail and constant vigilance. Whether it's Google Ads, Meta Ads, or the highly specialized Amazon advertising platform, the competitive landscape means every penny counts. A slight miscalculation can lead to significant wasted ad spend and a poor return on investment (ROI). The sheer volume of data and variables makes it incredibly difficult for human marketers to consistently make optimal decisions in real-time.
The Time-Drain of Manual Optimization
Consider the hours spent on tasks like:
- Keyword research: Sifting through endless data, identifying trends, and analyzing competitor strategies.
- Ad copy testing: Manually creating, launching, and analyzing multiple ad variations.
- Bid adjustments: Constantly tweaking bids based on performance, time of day, device, and audience.
- Technical SEO audits: Identifying broken links, crawl errors, and site speed issues.
- Performance reporting: Compiling data from disparate sources into coherent reports.
These repetitive, often tedious tasks consume valuable time that human strategists could dedicate to higher-level planning, creative development, and strategic thinking. This is where the power of an AI assistant truly shines.
Enter the AI Assistant: Your New Digital Marketing Co-Pilot
Gone are the days when AI was a buzzword for the distant future. Today, an AI assistant for marketing is a tangible, powerful partner designed to augment human capabilities, not replace them.
What Exactly is an AI Assistant for Marketing?
An AI assistant in marketing is more than just a simple tool; it's an intelligent, predictive, and automating partner leveraging machine learning, natural language processing, and advanced analytics. It processes vast datasets, identifies patterns, forecasts trends, and executes tasks with precision and speed far beyond human capacity. Think of it as a highly skilled, tireless co-pilot that helps you navigate the complexities of digital marketing, making data-driven decisions in real-time. It's about empowering marketers to achieve more with less effort, allowing them to focus on strategy and creativity while the AI handles the heavy lifting of optimization.
The Core Benefits of AI-Driven Optimization
Integrating an AI SEO assistant or an AI PPC optimization platform offers a multitude of benefits that directly address the pain points of modern marketing:
- Efficiency: Automate Repetitive Tasks, Free Up Human Strategists AI excels at automating mundane, time-consuming tasks like bid adjustments, negative keyword identification, and technical audits. This frees up your marketing team to focus on strategic planning, creative content development, and deeper customer engagement.
- Accuracy & Precision: Data-Driven Decisions, Reduced Human Error AI processes millions of data points in seconds, identifying optimal strategies based on real-time performance. This eliminates guesswork, reduces the potential for human error, and ensures decisions are always backed by objective data, leading to better outcomes.
- Scalability: Manage More Campaigns/Projects Without Proportional Increase in Resources Whether you're a small business or a large agency, AI allows you to manage and optimize a greater volume of campaigns and projects without needing to exponentially increase your team size. This is particularly valuable for growing e-commerce stores or agencies looking to scale their client base.
- Predictive Power: Forecast Trends, Identify Opportunities Proactively AI can analyze historical data and current trends to predict future performance, identify emerging keyword opportunities, or anticipate shifts in audience behavior. This proactive approach allows marketers to adapt strategies before competitors, gaining a significant edge.
- Unbiased Analysis: Remove Guesswork and Emotional Bias Human decision-making can sometimes be influenced by intuition or emotional bias. AI, however, operates purely on data, providing objective insights and recommendations that might otherwise be overlooked, ensuring the most effective strategies are always implemented.
Revolutionizing Search: How an SEO AI Assistant Supercharges Your Rankings
An SEO AI assistant is rapidly becoming an indispensable asset for businesses aiming to dominate search engine results. These AI SEO tools go beyond basic analytics, offering sophisticated insights and automation that elevate your organic presence.
AI for Keyword Research & Content Optimization
- Discovering Hidden Gems and Long-Tail Opportunities: Traditional keyword research can be exhaustive. AI-powered keyword research for SEO tools analyze vast datasets, identify trending topics, predict future search intent, and uncover long-tail keywords that human researchers might miss. These tools can even analyze the semantic relationships between keywords, helping you target broader topics more effectively.
- Analyzing Competitor Content Gaps: An SEO AI assistant can quickly scan competitor content, identify what they're ranking for, and pinpoint content gaps on your own site. This allows you to create highly targeted content that fills these voids and attracts new organic traffic.
- Optimizing Existing Content for Better Relevance and Depth: Beyond generating new ideas, AI content optimization tools analyze your existing pages against top-ranking content for target keywords. They provide actionable recommendations on how to improve content depth, readability, keyword usage, and overall relevance, ensuring your content truly stands out.
AI-Powered Technical SEO Audits & Recommendations
Technical SEO is the backbone of a healthy website, but it's often complex and time-consuming. Technical SEO AI tools automate the auditing process, swiftly identifying issues that could be hindering your rankings:
- Identifying crawl errors, broken links, and site speed issues: AI can continuously monitor your site, flagging critical technical problems in real-time.
- Providing actionable fixes: Instead of just identifying problems, advanced AI SEO tools offer clear, step-by-step recommendations for resolving them, saving your development team countless hours.
AI for Content Generation & Ideation (Briefly mention)
While AI can generate content, its most powerful role is often as an enhancer of human output. An SEO AI assistant can help with content ideation, outline generation, and even assist in writing drafts by providing data-backed insights on what resonates with your audience. This allows human content creators to focus on refining the message and adding unique value, leveraging AI to accelerate the initial creation process.
(If you're looking to compare SEO AI tools for small business, consider how they integrate these features to provide maximum value for your budget. The best AI SEO tools offer a balance of automation and actionable insights, driving AI-driven SEO strategies forward.)
Maximizing ROI: The Power of AI in PPC Optimization
For paid advertising, AI PPC optimization is a game-changer, transforming campaigns from educated guesses into data-driven powerhouses. It’s about getting more out of every advertising dollar, whether you're running Google Ads, Meta Ads, or other platforms.
Beyond Manual Bidding: AI-Driven Bid Management
One of the most significant benefits of an AI assistant for Google Ads optimization (and other platforms) is its ability to manage bids in real-time. AI algorithms analyze a multitude of factors – including competition, time of day, device type, audience demographics, historical performance, and even external signals like weather or news events – to adjust bids dynamically. This ensures you're paying the optimal price for each click, maximizing your ROI and achieving your campaign goals. This level of granular, continuous adjustment is simply impossible for humans to execute manually.
Intelligent Keyword Discovery & Negative Keyword Suggestions
Effective keyword management is crucial for PPC optimization. AI tools don't just find keywords; they identify high-performing search terms that you might be missing and, just as importantly, suggest negative keywords that are wasting your budget.
- Uncover Profitable Keywords: AI analyzes search queries that lead to conversions, helping you expand your reach with relevant, high-intent keywords.
- Eliminate Wasteful Spend: By identifying irrelevant search terms that trigger your ads, AI automatically suggests negative keywords, preventing your budget from being spent on clicks that won't convert. This is a key component of effective PPC optimization strategies.
Ad Copy Generation & Optimization with AI
Creating compelling ad copy that resonates with your audience and drives clicks is an art and a science. AI tools assist by:
- A/B Testing at Scale: Automatically generating and testing numerous ad variations to identify the most effective headlines, descriptions, and calls to action.
- Performance Prediction: Using historical data, AI can predict which ad creatives are likely to perform best before they even launch.
- Dynamic Ad Creation: Adapting ad copy in real-time based on user intent, location, and other contextual factors.
Granular Audience Targeting & Segmentation
AI enhances audience targeting by analyzing vast datasets to identify and segment the most profitable customer groups. It can uncover subtle patterns in behavior, interests, and demographics that lead to higher conversion rates, allowing for incredibly precise targeting that maximizes ad relevance. This is critical for eCommerce PPC optimization where reaching the right buyer at the right time is paramount.
(Effective PPC campaign management with AI means more than just automation; it means leveraging intelligent insights to achieve superior PPC performance improvement. Many PPC automation tools and Google Ads optimization tools now incorporate AI to provide a comprehensive PPC optimization checklist with AI features, streamlining your workflow and boosting your results. The benefits of AI in PPC management extend far beyond time-saving, directly impacting your bottom line.)
Deep Dive: The Indispensable Amazon PPC AI Assistant
For e-commerce sellers, especially those on Amazon FBA, the marketplace presents a unique beast in advertising. An Amazon PPC AI assistant is not just beneficial; it's often indispensable for success.
Why Amazon PPC is Different (and More Complex)
Amazon PPC operates within its own ecosystem, distinct from Google or Meta. Key differences include:
- Product-Centric Ads: Ads are intrinsically linked to product listings.
- ACOS Focus: The primary metric for success is often Advertising Cost of Sales (ACOS), a direct measure of ad spend efficiency relative to sales.
- Competitive Bidding: A highly competitive environment where thousands of sellers vie for prime ad placements.
- Unique Ad Types: Sponsored Products, Sponsored Brands, Sponsored Display, each with their own nuances.
- Seller Central Integration: Requires deep integration with Amazon's platform for data and campaign management.
The complexity of managing multiple campaigns, hundreds of keywords/ASINs, and constantly adjusting bids to maintain a healthy ACOS can quickly overwhelm even experienced sellers. This is where the AI for Amazon PPC truly shines.
How an AI Assistant Transforms Amazon Advertising
An Amazon PPC AI assistant acts as your personal optimization engine, handling the intricate details of your campaigns:
- Automated Bid Adjustments for Products/Keywords: AI constantly monitors performance at the keyword and ASIN level, automatically adjusting bids up or down based on your target ACOS, conversion rates, and competitive landscape. This ensures optimal spend for every impression.
- Budget Allocation Across Campaigns for Optimal Performance: Intelligent assistants can dynamically shift budget between campaigns that are over-performing or under-performing, ensuring your ad spend is always directed to where it will generate the highest ROI.
- Product Targeting and ASIN Harvesting: AI can identify high-converting competitor ASINs for product targeting campaigns and automate the process of harvesting profitable customer search terms from automatic campaigns into manual ones.
- Negative Keyword Suggestions Specific to Amazon: Beyond generic negative keywords, an Amazon PPC AI assistant identifies specific irrelevant search terms that are unique to the Amazon shopping experience, protecting your budget from wasted clicks.
Key Features to Look for in an Amazon PPC AI Assistant
When choosing an Amazon advertising tool or Amazon PPC software, look for these critical features:
- Real-time Analytics & Reporting: Instant access to performance data and customizable dashboards.
- Rule-Based Automation & Customization: The ability to set specific rules and strategies that the AI will follow, giving you control while still leveraging automation.
- Seamless Integration with Amazon Seller Central: Essential for accurate data synchronization and campaign execution.
- ACOS Optimization Focus: Tools specifically designed to help sellers achieve and maintain their target ACOS.
- Keyword & ASIN Research Capabilities: Integrated tools for discovering new opportunities.
Real-World Impact: Case Study/Example
Consider an Amazon FBA seller managing 100+ SKUs. Manually optimizing their numerous campaigns for all products and keywords would take dozens of hours per week. By implementing an Amazon PPC AI assistant, the seller automated bid adjustments, identified hundreds of negative keywords, and dynamically allocated budgets. Within three months, their overall ACOS dropped by 20%, while sales from ads increased by 30%. The AI handled the continuous, granular optimization, allowing the seller to focus on product sourcing and inventory management. This illustrates how to use AI for Amazon PPC optimization effectively.
(For best AI tools for Amazon FBA sellers PPC, consider solutions that offer robust automation, deep analytics, and strategic control. Learning how to choose an Amazon PPC AI tool involves evaluating these features against your specific business needs and scale. The ability to automate Amazon PPC campaigns with AI is a game-changer for scalability and profitability.)
Bridging the Gap: How AI Unifies SEO & PPC Strategies
While often managed in silos, SEO and PPC are two sides of the same digital marketing coin. AI is the catalyst that helps bridge this gap, creating powerful synergies for holistic digital growth.
Synergies for Holistic Digital Growth
An AI assistant can analyze data from both organic search and paid campaigns to identify shared opportunities. For example:
- High-performing PPC keywords: Keywords that convert well in your paid campaigns often indicate strong commercial intent. An SEO AI assistant can use these insights to prioritize content creation or optimization efforts for organic search, targeting high-value terms.
- Organic search trends: AI can identify emerging organic search trends or topics where your site has strong authority. These insights can then inform your PPC strategy, allowing you to launch targeted campaigns for related keywords, capturing traffic at various stages of the customer journey.
Data-Driven Insights Across Channels
AI's ability to analyze vast datasets from both realms provides a comprehensive view of your digital performance. This allows for:
- Unified Customer Journey Mapping: Understanding how users interact with your brand across both paid and organic touchpoints.
- Holistic Budget Allocation: Making more informed decisions on where to invest marketing dollars for maximum overall impact, rather than optimizing channels independently.
- Content Strategy Reinforcement: Using PPC data to validate content ideas for SEO, and vice-versa, ensuring your content strategy is always aligned with user intent and commercial goals.
Your Questions About AI Assistants for Marketing, Answered
Navigating the world of AI in marketing often brings up a host of questions. Here are some of the most common ones, addressed directly:
1. What exactly is an SEO AI assistant and how does it work to improve rankings?
An SEO AI assistant is a software tool powered by machine learning that automates and enhances various SEO tasks. It works by analyzing vast amounts of data (website content, competitor strategies, search trends, technical issues) to provide actionable recommendations. It improves rankings by identifying keyword opportunities, optimizing content for relevance, conducting technical audits, monitoring backlinks, and adapting to algorithm changes faster than manual methods, all aimed at improving your site's visibility and authority.
2. Can AI PPC optimization truly deliver better results than human management?
Yes, AI PPC optimization can often deliver superior results to human management, especially in complex, large-scale campaigns. AI's ability to process millions of data points in real-time, make continuous bid adjustments, identify granular targeting opportunities, and quickly adapt to market changes far exceeds human capacity. While human strategy remains crucial for high-level goals and creative direction, AI excels at the tactical, data-intensive execution, leading to higher ROI and efficiency.
3. How does an Amazon PPC AI assistant specifically help FBA sellers?
An Amazon PPC AI assistant specifically helps FBA sellers by automating the highly complex and competitive Amazon advertising ecosystem. It manages bids at a granular level for individual products and keywords, optimizes budget allocation, identifies profitable product targeting opportunities, and suggests negative keywords to reduce wasted spend. This allows sellers to maintain a healthy ACOS, increase sales velocity, and scale their advertising efforts without constant manual intervention, which is critical for profitability on Amazon.
4. Are AI SEO tools suitable for small businesses with limited budgets?
Absolutely. Many AI SEO tools are designed with scalability in mind, offering tiered pricing plans that make them accessible for small businesses. For companies with limited in-house teams or budgets, an AI SEO assistant can act as an extension of their marketing department, providing expert-level analysis and automation at a fraction of the cost of hiring additional specialists. They help level the playing field against larger competitors.
5. What are the best AI tools for Amazon FBA sellers PPC and what features should I look for?
The best AI tools for Amazon FBA sellers PPC typically include features like automated bid optimization, budget management, keyword and ASIN harvesting, negative keyword suggestions, real-time performance analytics, and customizable rule-based automation. Look for tools that integrate seamlessly with Amazon Seller Central, offer clear reporting on ACOS and ROI, and provide strong customer support.
6. How can AI automate my Amazon PPC campaigns without losing control?
AI can automate Amazon PPC campaigns while still giving you control through customizable rules and strategies. You define your goals (e.g., target ACOS, desired ROI), and the AI works within those parameters. You can set specific automation rules, review AI-generated recommendations before implementation, and always override or adjust settings. The AI acts as an intelligent executor of your strategy, not a replacement for it.
7. What are the key benefits of AI in PPC management beyond just saving time?
Beyond saving time, the key benefits of AI in PPC management include:
- Higher ROI: More precise bid management and targeting lead to better ad spend efficiency.
- Improved Accuracy: Data-driven decisions eliminate guesswork and human error.
- Scalability: Manage more campaigns and products without proportional resource increases.
- Proactive Optimization: AI identifies opportunities and threats faster, allowing for rapid adaptation.
- Unbiased Insights: Objective analysis leading to optimal strategies.
8. Will an AI assistant eventually replace my marketing team or agency?
No, an AI assistant is designed to empower, not replace, your marketing team or agency. It automates repetitive, data-intensive tasks, freeing up human marketers to focus on creativity, high-level strategy, client relationships, and tasks that require emotional intelligence and nuanced understanding. AI acts as a powerful co-pilot, making your team more efficient, effective, and capable of achieving better results.
9. How do I choose the right AI SEO or PPC tool for my specific needs?
To choose the right AI SEO or PPC tool, consider:
- Your specific goals: Are you focused more on organic growth, paid ad ROI, or Amazon sales?
- Features and capabilities: Does it offer the specific automations and insights you need (e.g., bid management, content optimization, technical audits)?
- Ease of use and integration: Is the interface intuitive, and does it integrate with your existing platforms (e.g., Google Ads, Seller Central)?
- Scalability: Can the tool grow with your business?
- Support and training: What kind of customer support and educational resources are available?
- Pricing: Does it fit within your budget?
10. Can AI help with keyword research for both SEO and PPC simultaneously?
Yes, AI is exceptionally good at AI-powered keyword research for SEO and PPC simultaneously. It can analyze search intent, competition, and conversion potential across both channels. Insights from high-performing PPC keywords can inform your SEO content strategy, and organic search trends can reveal new opportunities for paid campaigns, creating a powerful synergistic effect.
11. What kind of ROI can I expect from AI-driven optimization?
The ROI from AI-driven optimization can vary widely based on your starting point, industry, and implementation, but it's generally significant. Businesses often report improvements ranging from 15% to 50% or more in areas like ACOS reduction, increased conversion rates, higher organic rankings, and substantial time savings. The key is consistent application and strategic oversight.
12. How do AI tools handle technical SEO aspects like site audits and error identification?
AI tools handle technical SEO AI aspects by continuously crawling and analyzing your website, similar to search engine bots. They automatically identify common issues like broken links, crawl errors, duplicate content, slow page load times, missing schema markup, and mobile usability problems. These tools then often provide prioritized lists of issues with specific, actionable recommendations for remediation, streamlining the traditionally complex and manual process of technical SEO.
Choosing the Right AI Assistant: What to Consider
The market for AI assistants is growing rapidly, offering a diverse range of solutions. Making the right choice requires careful consideration of your specific needs and goals.
Features and Capabilities
Evaluate the core functionalities. Does the tool offer:
- Comprehensive automation for bids, budgets, and negative keywords?
- Advanced analytics and reporting dashboards?
- Specialized support for platforms like Amazon, Google Ads, or social media?
- Keyword research, content optimization, and technical SEO auditing?
- Predictive modeling and forecasting?
Ease of Use and Integration
A powerful tool is only effective if it's usable. Look for:
- An intuitive, user-friendly interface that doesn't require extensive training.
- Seamless integration with your existing marketing platforms (e.g., Google Analytics, Google Ads, Amazon Seller Central).
- Clear visualizations and actionable insights, not just raw data.
Support and Scalability
Consider the level of customer support offered and whether the tool can grow with your business.
- Is there responsive customer service?
- Are there resources like tutorials, guides, and webinars?
- Can the platform handle increasing campaign volume or additional products as your business scales?
The Optimirox Difference
At Optimirox, we understand the challenges and opportunities of modern digital marketing. Our AI assistant platform is engineered to deliver a holistic, integrated approach to both SEO and PPC optimization. We don't just provide data; we deliver actionable insights and intelligent automation that does the work for you. With a strong focus on Amazon PPC AI assistant capabilities, alongside robust solutions for Google Ads and organic search, Optimirox empowers businesses and marketers to achieve superior ROI, scale their efforts, and spend less time on tedious tasks, ultimately driving unparalleled growth. We are your co-pilot for a smarter, more efficient future.
Conclusion
The digital marketing landscape is complex, but it doesn't have to be overwhelming. AI assistants for SEO and PPC optimization are not just a trend; they are the future, empowering marketers to achieve unprecedented levels of efficiency, accuracy, and profitability. From supercharging your organic rankings with an SEO AI assistant to maximizing your ad spend with AI PPC optimization and dominating the Amazon marketplace with a specialized Amazon PPC AI assistant, these intelligent tools are redefining what's possible.
AI isn't replacing human ingenuity; it's amplifying it. By embracing AI SEO tools and automated PPC solutions, you free your team to focus on high-level strategy, creativity, and customer engagement, transforming your digital marketing from a reactive struggle into a proactive growth engine.
Ready to transform your digital marketing with intelligent automation and achieve peak performance? Learn how Optimirox's AI-powered solutions can elevate your SEO and PPC performance today.
Explore Optimirox's AI Solutions and Transform Your Marketing Now!
Image Placeholders:
- Image 1: A conceptual graphic showing a human marketer collaborating with an AI robot or dashboard, symbolizing "co-pilot."
- Alt Text: AI Assistant for Digital Marketing: Human and AI collaboration for SEO and PPC optimization.
- Image 2: A graph or chart illustrating declining ROI or increased time spent on manual PPC/SEO tasks before AI.
- Alt Text: Challenges of Manual PPC Optimization: Wasted ad spend and declining ROI without AI assistance.
- Image 3: A dashboard screenshot (conceptual) showing AI-driven keyword research or content optimization suggestions for SEO.
- Alt Text: SEO AI Assistant Dashboard: AI-powered keyword research and content optimization recommendations.
- Image 4: A conceptual image showing data flowing into an AI system and optimized ad campaigns coming out, representing PPC automation.
- Alt Text: AI PPC Optimization: Automated bid management and intelligent ad copy generation for maximizing ROI.
- Image 5: A graphic showing Amazon products being optimized by an AI, with arrows pointing to improved ACOS and sales.
- Alt Text: Amazon PPC AI Assistant: Automated bid adjustments and budget optimization for FBA sellers.
Internal Links (Examples - actual links would go to specific Optimirox pages):
- Optimirox's AI-powered solutions
[Learn more about our SEO AI Assistant](https://optimirox.com/seo-ai-assistant)[Discover our PPC Optimization Platform](https://optimirox.com/ppc-optimization)[Specialized Amazon PPC Tools](https://optimirox.com/amazon-ppc-tools)[Case Studies & Success Stories](https://optimirox.com/case-studies)
External Links (Examples - actual links would go to high-authority, non-competitor sources):
[Google Search Central](https://developers.google.com/search/blog/updates)(For algorithm updates discussion)[Amazon Advertising](https://advertising.amazon.com/)(For Amazon PPC context)[HubSpot Blog on AI in Marketing](https://blog.hubspot.com/marketing/ai-in-marketing)(For general AI trends)
Jack Miro
Jack Miro is a contributor to the AI Platform blog.
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