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ACI quantitative robot-The power of reading the trends

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In 1962, Everett-Rogers proposed the theory of innovative diffusion, designed to explain how, why, and how quickly new ideas and technologies were spread. The theory explains how a product or technology gains momentum and spreads across a specific population over time. The end result is that people apply a product, technology, or idea. One of the key implications is that the application of a new technology in the population does not occur simultaneously. Instead, certain people and groups are more likely to apply technology at different times, consistent with specific psychological and social characteristics. There are five established applicationcategories for new ideas or products. These categories are defined below.

A The Innovator. “Innovators are adventurous and willing to take the risks. They fundamentally wanted to be the first person to try something new. Their goal is to explore new technologies or innovation and to find opportunities to be drivers of change. 」

B Early App. “Once the benefits of a new innovation start to become obvious, early apps are eager to try. Early apps bought new technology to achieve revolutionary breakthroughs that gave them a huge competitive advantage in their industry. They like to gain more advantages than their peers, and they seem to have the time and money to invest. 」

C Early majority. “The early majority of the mainstream usually focused on innovation in solving specific problems. They look for complete products that are fully tested, adhere to industry standards, and are used by others they know in the industry. They are looking for gradual, proven ways to do what they are already doing. 」

D Later majority. “The late most are risk aversion, applying only new innovations to avoid the embarrassment of being left behind. 」

E The Times. “The outdated people stick to the end. They valued traditional methods of doing things and refused to apply new technologies until they were eliminated by previous systems and forced to do it. 」

Bitcoin has captured the human imagination. Bitcoin’s story is perhaps more tempting than any previous high-tech innovation. It brings the most cutting-edge innovation to one of the foundations of mankind: currency. Given the possibility of revolutionizing such a fundamental concept, Bitcoin underwent several speculative cycles in its brief history. However, it would be a serious mistake to use these cycles as grounds for denying Bitcoin. These cycles are a well-understood psychological phenomenon caused by man’s fascination with new things. Moreover, any excessive emphasis on foam is to see the trees without the forest. Because, in just 12 years, Bitcoin has grown to 135 million users worldwide, with a faster application rate than the Internet, mobile phone, or virtual banking tools, namely PayPal, in the comparable period. At the current application rate, Bitcoin will reach 1 billion users in four years. Bitcoin, like all previous innovative technologies, is following a predictable and transparent application curve, although accelerating.

Such an incremental user base, the dividend period retained to us ordinary people about how long still?

Which track should we choose during the dividend period, and what can we can and do on this track?

These will be left for everyone to sink down to think;

For me personally, why I choose quantitative trading this derivative as a long-term development track, why I choose ACI quantitative robot, below I explain this question from two aspects.

First, the above mentioned Bitcoin development rate and user growth base, then for this market must be more and more user growth base, because this is the market of mankind, is Bitcoin’s original design concept —— decentralization, in the future, more and more people will enter the huge market derived from the digital currency such as bitcoin, Ethereum; the longer time period, one year, two years or five years, this cycle youcan grasp the number of your wealth appreciation (the biggest wealth);

Second, the first thing new users enter the market must face the secondary market, retained in the secondary market will learn currency speculation and trading, so what is the biggest difference between quantitative and labor? To enter the secondary market to do trading, the first is to learn mathematics, physics and chemistry, the second is anti-humanity, to face and accept the market of every market fluctuations, the third is to establish a set of their own trading system and resolutely implement. These three points seem simple, but need the hard conditions: 1, talent; 2, systematic learning and combat; 3,5 or even over 10 years of full-time experience; otherwise why there has been a saying: one profit, two draws, two losses and seven losses. Ask, if every user can make money in the digital money market, where does the money come from? And quantitative trading it is more suitable for ordinary players, it also has a scientific name called algorithm trading, it will replace artificial strategy, with mathematical models and scientific strategy, to achieve a certain conditions, but its profit is a stable long-term absolute value, rather than the short term of wealth; because each of us enter the digital currency secondary market, the original intention is to improve life, achieve wealth growth, increase the happiness index;

Third, why do you choose the ACI quantitative robot as a tool to fry the currency?

1. Select any product to make a comparison, especially the financial industry; here put forward a core: withdrawal rate is linked to risk, and the secondary market price of digital currency fluctuates greatly, a careless will be a large withdrawal, so we choose the product is not its return rate, but two products, product recovery rate is 100%, and 50%, product 20 year rate is 70%, and the withdrawal rate is 10%, the choice is only product 2;

2. Fund utilization rate, not just play finance, as long as you do business you will understand that the nature of business is not related to fund utilization, the greater your capital utilization proves that the more you can do, the more pipeline to profit; (those who play Martin strategy)

3. The concept reflected by the ACI quantitative robot is also consistent with the personal development ideal, It is free and continuously updated and optimized for life, Of course there is no free lunch, After all, everything takes costs, It charges a small transaction fee, To mark 99.99% of the various products on the current market, All exceptions are the lowest 20% profit withdrawals, Take an example here, If 10,000 u profit 1,000 u, Excluding withdrawal servants and exchange fees, Only over 700 u, came up with While the same ACI quantized robot profits 1,000 u, with 10,000 u Remove fees, Final hand 935-940u;

4. API technology interface of trading platform, do quantitative is a core is security and stability, as the three head compliance trading platform —— currency network, I think I don’t need me to introduce, whether from the user base, trading depth or technical security, is the best choice, after all, security and stability is not what we want;

Simply summary, quantification is actually statistics

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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KeyCrew Media Selects ACME Real Estate as Verified Expert for Boutique Brokerage Operations, and LA Market Expertise

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KeyCrew Media, a real estate analytics and media network, has selected Courtney Poulos and her team at ACME Real Estate as a KeyCrew Verified Expert.

LOS ANGELES, CA, December 12, 2025 — KeyCrew Media, a real estate analytics and media network, has selected Courtney Poulos and her team at  ACME Real Estate as a KeyCrew Verified Expert. The boutique Los Angeles brokerage will contribute specialized insights on renovation-resale strategy, boutique brokerage operations, and LA market dynamics.

KeyCrew Verified Experts are carefully selected as prolific market trend authorities who demonstrate exceptional insight and expertise in their fields. These distinguished professionals and companies regularly contribute market insights, expert perspectives, and forward-looking analysis to help audiences navigate complex industry landscapes.

Founded in 2011 by Broker/Owner Courtney Poulos, ACME Real Estate has established itself as a premier boutique brokerage specializing in renovation-resale projects across Los Angeles. Operating in what Poulos calls “the NFL of real estate,” ACME has built its reputation on comprehensive agent training, ethical accountability, and exceptional client experiences without the backing of international capital funding.

ACME Real Estate offers a distinctive “one-stop shop” approach for real estate investors and renovation-resale specialists. The brokerage provides full-spectrum support from acquisition—including deal analysis and cost-benefit evaluation—through in-house design services at any price point, sophisticated appraisal packaging, and premium marketing. With 35 agents completing 178 transaction sides totaling $155 million in sales volume over the past 12 months, ACME has proven that boutique brokerages can compete against corporate giants through superior training and service.

“We’re honored that ACME Real Estate has been selected as a KeyCrew Verified Expert,” said Courtney Poulos, Broker/Owner. “We built ACME to fill a gap in the market—highly trained agents who the public can trust, comprehensive support for renovation-resale investors, and a commitment to quality over scale. This recognition validates what our clients already know: sometimes the underdogs deliver the highest quality service.”

ACME Real Estate’s areas of expertise include:

  • Renovation-Resale Strategy – Comprehensive acquisition analysis, cost estimation, design consultation, and resale marketing for investors
  • Boutique Brokerage Operations – Building and scaling quality-focused independent brokerages in competitive markets
  • Los Angeles Market Dynamics – Deep expertise in LA neighborhoods, market trends, and investment opportunities
  • Agent Training & Development – Mastery-based training programs emphasizing contract expertise and client psychology
  • Premium Property Marketing – High-end photography, printed materials, and strategic positioning for maximum market performance

About ACME Real Estate

ACME Real Estate is a boutique independent brokerage founded in 2011 and based in Los Angeles. With 35 agents and 178 transaction sides totaling $155 million in sales volume over the past 12 months, ACME specializes in renovation-resale projects and provides comprehensive support from acquisition through marketing and sale. The brokerage offers in-house design services at any price point, sophisticated appraisal packaging, and premium marketing execution. ACME serves both real estate investors and traditional buyers and sellers with what Broker/Owner Courtney Poulos describes as “the most concierge, attentive, well-trained group of underdogs you could ever have behind you.” Website: https://acmeflorida.com/

About KeyCrew Media

KeyCrew Media is the next generation real estate intelligence platform that leverages AI-powered analytics and first-person reporting from verified experts to produce forward-looking insights across local markets and niche asset classes. Proprietary market reporting is delivered through KeyCrew’s growing portfolio of niche media properties—including KeyCrew Journal, NextAsset News, and other specialized publications—as well as selectively syndicated to media partners that influence industry decision-makers. Learn more at keycrew.co

Media Contact

Organization: KeyCrew Media

Contact Person: Heather Hook

Website: https://www.keycrew.co

Email: Send Email

City: Baltimore

State: Maryland

Country:United States

Release id:39011

The post KeyCrew Media Selects ACME Real Estate as Verified Expert for Boutique Brokerage Operations, and LA Market Expertise appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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KeyCrew Media Selects Brooke Pfautz as Verified Expert for Vacation Rental Management and Property Technology

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KeyCrew Media, a real estate analytics and media network, has selected Brooke Pfautz, CEO and Founder of Vintory, as a KeyCrew Verified Expert.

NATIONWIDE, December 12, 2025 KeyCrew Media, a real estate analytics and media network, has selected Brooke Pfautz, CEO and Founder of Vintory, as a KeyCrew Verified Expert. Pfautz will contribute data-driven analysis on vacation rental management, property technology innovation, and industry consolidation trends.

KeyCrew Verified Experts are carefully selected as prolific market trend authorities who demonstrate exceptional insight and expertise in their fields. These distinguished professionals regularly contribute market insights, expert perspectives, and forward-looking analysis to help audiences navigate complex industry landscapes.

Brooke Pfautz brings unparalleled expertise to the vacation rental management sector, having helped over 950 companies scale their portfolios through strategic growth initiatives. As founder of both Vintory and Comparent, Pfautz has established herself as a leading voice on data-driven property acquisition, AI integration in hospitality operations, and market consolidation dynamics. Her work encompasses the largest database of vacation rental homeowners globally and the industry’s first comprehensive ranking system through the Comparent 100.

With 18 years of experience in the short-term rental industry, Pfautz successfully scaled Vantage Realty to over 500 properties before its acquisition. She has since focused on revolutionizing how professional vacation rental managers approach growth through Vintory’s data and marketing platform, which aggregates information from over 10 sources to create what she calls “stacked data architecture” — a proprietary approach that provides unprecedented accuracy in homeowner targeting.

Pfautz’s insights on artificial intelligence adoption have positioned her as a forward-thinking industry authority. She advocates that property managers not implementing AI-native tools by 2026 risk competitive obsolescence, emphasizing that data capture — particularly call recordings and guest communications — represents the critical intellectual property that will differentiate winners in an increasingly AI-driven marketplace.

“I’m honored to be selected as a KeyCrew Verified Expert,” said Brooke Pfautz. “The vacation rental management industry is at a pivotal moment where data quality and AI adoption will separate thriving companies from those left behind. Having helped nearly 1,000 companies with their growth strategies, I’ve seen firsthand how the right data and technology stack can transform a mid-sized operator into a market leader. I’m excited to share insights that help property managers navigate consolidation pressures, leverage their unique data assets, and position themselves strategically whether they’re scaling independently or preparing for acquisition.”

Pfautz’s areas of expertise include:

  • Vacation Rental Management Growth Strategies — Proven frameworks for inventory acquisition and scaling beyond 10 million in gross bookings
  • Property Technology & AI Integration — Strategic guidance on AI-native tools, data architecture, and competitive positioning
  • Market Consolidation & M&A Dynamics — Insights on institutional capital trends, acquisition metrics, and positioning for exit
  • Homeowner Data & Marketing Analytics — Expertise in multi-source data aggregation, targeting precision, and marketing ROI optimization

About Vintory

Vintory is a data, sales, and marketing platform that helps professional vacation rental managers grow their inventory through the world’s largest database of vacation rental homeowners. The platform combines proprietary stacked data architecture with tech-enabled marketing services, building targeted campaigns that drive qualified leads through custom CRM and automation systems. Vintory has supported over 950 property management companies with strategic growth initiatives. Website: www.vintory.com

About KeyCrew Media

KeyCrew Media is the next generation real estate intelligence platform that leverages AI-powered analytics and first-person reporting from verified experts to produce forward-looking insights across local markets and niche asset classes. Proprietary market reporting is delivered through KeyCrew’s growing portfolio of niche media properties — including KeyCrew Journal, NextAsset News, and other specialized publications — as well as selectively syndicated to media partners that influence industry decision-makers. Learn more at keycrew.co

Media Contact

Organization: KeyCrew Media

Contact Person: Heather Hook

Website: https://www.keycrew.co

Email: Send Email

City: Baltimore

State: Maryland

Country:United States

Release id:39013

The post KeyCrew Media Selects Brooke Pfautz as Verified Expert for Vacation Rental Management and Property Technology appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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KLOTA Launches Two Free Analysis Tools to Help E-Commerce Brands Improve Search and AI Visibility

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Sweden, 13th Dec 2025 – KLOTA AB, a Sweden-based digital performance and SEO consultancy, has announced the launch of two new free analysis tools designed specifically for serious e-commerce companies seeking stronger visibility, better performance, and clearer insights across search engines and AI-driven platforms. The newly released tools—the AI Visibility Analyzer and the Shopping Feed Analyzer—are currently available as free BETA services and deliver actionable results within approximately 10 minutes via email.

As search behavior rapidly evolves, e-commerce brands are no longer competing only for traditional Google rankings. Increasingly, consumers are discovering products and brands through AI-powered assistants such as ChatGPT, Claude, Perplexity, and Gemini. KLOTA’s new tools are built to address this shift, providing practical diagnostics that help online retailers understand where they stand and what to fix.

The AI Visibility Analyzer focuses on how well a website is seen, accessed, and understood by modern AI search engines and large language models. The tool evaluates critical factors such as AI-bot accessibility (including robots.txt and llms.txt), content clarity and readability, structured data, and core technical SEO elements. Based on this analysis, it generates an easy-to-understand AI Visibility Score ranging from 0 to 100, along with clear, prioritized recommendations that highlight the most impactful improvements.

“This is about helping companies prepare for the next generation of search,” said Anders Karlsson, Contact at KLOTA AB. “Many e-commerce brands are still optimizing only for classic search results, while AI assistants are already shaping how users discover information and products. The AI Visibility Analyzer makes this new landscape measurable and actionable.”

The second tool, the Shopping Feed Analyzer (Google Shopping Feed Analyzer ), is designed for e-commerce businesses actively running Google Shopping and Performance Max (PMax) campaigns. Poor feed quality is a common reason for disapproved products, limited reach, and underperforming ads. KLOTA’s tool performs an automated quality audit of a Google Shopping product feed , reviewing required attributes, product titles and descriptions, pricing accuracy, images, Google product categories, and overall compliance with Google’s specifications.

After the audit, users receive a detailed PDF report that includes an executive summary and a prioritized action list. This enables marketing and e-commerce teams to quickly identify errors, resolve disapprovals, and systematically improve feed quality for better campaign performance.

“Most feed issues are not strategic—they’re technical and fixable,” Karlsson added. “The challenge is knowing exactly where the problems are and what to address first. The Shopping Feed Analyzer removes that guesswork and gives teams a clear roadmap.”

Both tools are offered as free BETA services, reflecting KLOTA’s commitment to sharing expertise and helping e-commerce brands adapt to a more complex digital ecosystem. Once a website URL or product feed is submitted, the analysis is processed automatically and sent by email in about 10 minutes, making the tools accessible even for busy teams with limited technical resources.

While some information within the tools may be presented in English, the insights are designed to be universally applicable for international e-commerce brands aiming to compete more effectively in search, paid media, and AI-driven discovery.

With the launch of these tools, KLOTA reinforces its position as a forward-looking partner for e-commerce growth—bridging traditional SEO, paid shopping performance, and the emerging world of AI visibility.

For more information visit https://www.klota.se .

About KLOTA AB
KLOTA AB is a Sweden-based digital consultancy specializing in SEO, e-commerce optimization, and data-driven performance strategies. The company works with ambitious brands that want to improve visibility, traffic quality, and revenue across search engines, advertising platforms, and AI-powered discovery channels.

Media Contact

Organization: KLOTA AB

Contact Person: Anders Karlsson

Website: https://www.klota.se/

Email: Send Email

Address:Katrinedalsgatan 13A 504 51 BORÅS Sweden

Country:Sweden

Release id:39023

The post KLOTA Launches Two Free Analysis Tools to Help E-Commerce Brands Improve Search and AI Visibility appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section

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Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.

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