London, United Kingdom, November 9th, 2026, FinanceWire

Social trading platform IDTraders has registered International Distributed Trading Ltd in England and Wales to support its expansion into new regions, and is recruiting regional partners and country directors.

IDTraders, a social trading platform, has registered International Distributed Trading Ltd in England and Wales (company number 17528088) as part of its global expansion. The company now operates the platform at idtraders.com and serves as the base for its growth into new regions. Account registration is open to traders internationally, and the company is building local teams and partner networks in each region it enters.

“Registering in the United Kingdom gives IDTraders a clear base for its next stage of growth. We are building teams in each region we enter, led by people who know their own markets and speak their members’ language,” said a spokesperson for IDTraders.

Platform Operations and Features

Social trading allows a person to follow another trader and have that trader’s positions copied into their own account. On IDTraders, experienced traders known as master traders make their trading available to be copied. Each master trader’s profile shows a track record calculated from closed trades, including returns, drawdown, length of trading history and number of followers.

Members choose an amount to allocate to a master trader, and each trade is copied in proportion to that amount. Funds remain in each member’s own wallet, and master traders do not have access to them. Members can follow copied trades as they happen and end a copy at any time.

Risk limits set by members

Each copy carries limits chosen by the member. An auto-stop closes the copy if its equity falls by a percentage the member sets, and daily and total loss limits are also available. A stop-out system checks every open position every fifteen seconds.

Fees and settlement

Profit from copied trades is shared at settlement between the member, the master trader, the introducing network and the platform. Each master trader settles daily, weekly or monthly. No fee is charged on trades that close at a loss, and there are no deposit fees.

Regional hiring

IDTraders is recruiting people from each region it enters, including regional partners and country directors who will lead the company’s work in their own markets, build local partner networks and support members in their own languages. Open roles are listed on the careers page.

Partner network

IDTraders runs an introducing broker (IB) program, through which partners refer new members to the platform. The program has more than 450 approved partners, and the company is adding partners in South Asia and other regions. Applications are open on the partner page (https://idtraders.com/become-a-partner). Member support is offered in English, Bengali, Hindi, Urdu and Tagalog.

Live sessions

The company is planning to host twelve live webinar sessions each month in multiple languages, covering how social trading works and how to use the platform.

Platform features

The platform covers major and minor currency pairs, gold and silver, cryptocurrencies including Bitcoin and Ethereum, and US stock indices. Deposits and withdrawals are made in USDT on the BEP-20 and TRC-20 networks. Members also have live prices, an economic calendar and an in-portal guide called Kiro. With Investor View, a member can share a read-only link to their account, choosing what it shows and how long it stays valid. The platform is available on the web and through the IDT Social app for Android.

Account security

Each account is identity-verified before its first withdrawal, and a live face check is requested for certain withdrawals, such as those to a new wallet address or from a new device.

About IDTraders

IDTraders is a social trading platform on which members copy the trades of master traders into their own wallets. It is operated by International Distributed Trading Ltd, a private limited company registered in England and Wales (company number 17528088), with its registered office at 128 City Road, London EC1V 2NX, United Kingdom. More information is available at idtraders.com.

Contact

Ms
Liana Matule
IDTraders
support@idtraders.com

London, United Kingdom, November 9th, 2026, FinanceWire

Social trading platform IDTraders has registered International Distributed Trading Ltd in England and Wales to support its expansion into new regions, and is recruiting regional partners and country directors.

IDTraders, a social trading platform, has registered International Distributed Trading Ltd in England and Wales (company number 17528088) as part of its global expansion. The company now operates the platform at idtraders.com and serves as the base for its growth into new regions. Account registration is open to traders internationally, and the company is building local teams and partner networks in each region it enters.

“Registering in the United Kingdom gives IDTraders a clear base for its next stage of growth. We are building teams in each region we enter, led by people who know their own markets and speak their members’ language,” said a spokesperson for IDTraders.

Platform Operations and Features

Social trading allows a person to follow another trader and have that trader’s positions copied into their own account. On IDTraders, experienced traders known as master traders make their trading available to be copied. Each master trader’s profile shows a track record calculated from closed trades, including returns, drawdown, length of trading history and number of followers.

Members choose an amount to allocate to a master trader, and each trade is copied in proportion to that amount. Funds remain in each member’s own wallet, and master traders do not have access to them. Members can follow copied trades as they happen and end a copy at any time.

Risk limits set by members

Each copy carries limits chosen by the member. An auto-stop closes the copy if its equity falls by a percentage the member sets, and daily and total loss limits are also available. A stop-out system checks every open position every fifteen seconds.

Fees and settlement

Profit from copied trades is shared at settlement between the member, the master trader, the introducing network and the platform. Each master trader settles daily, weekly or monthly. No fee is charged on trades that close at a loss, and there are no deposit fees.

Regional hiring

IDTraders is recruiting people from each region it enters, including regional partners and country directors who will lead the company’s work in their own markets, build local partner networks and support members in their own languages. Open roles are listed on the careers page.

Partner network

IDTraders runs an introducing broker (IB) program, through which partners refer new members to the platform. The program has more than 450 approved partners, and the company is adding partners in South Asia and other regions. Applications are open on the partner page (https://idtraders.com/become-a-partner). Member support is offered in English, Bengali, Hindi, Urdu and Tagalog.

Live sessions

The company is planning to host twelve live webinar sessions each month in multiple languages, covering how social trading works and how to use the platform.

Platform features

The platform covers major and minor currency pairs, gold and silver, cryptocurrencies including Bitcoin and Ethereum, and US stock indices. Deposits and withdrawals are made in USDT on the BEP-20 and TRC-20 networks. Members also have live prices, an economic calendar and an in-portal guide called Kiro. With Investor View, a member can share a read-only link to their account, choosing what it shows and how long it stays valid. The platform is available on the web and through the IDT Social app for Android.

Account security

Each account is identity-verified before its first withdrawal, and a live face check is requested for certain withdrawals, such as those to a new wallet address or from a new device.

About IDTraders

IDTraders is a social trading platform on which members copy the trades of master traders into their own wallets. It is operated by International Distributed Trading Ltd, a private limited company registered in England and Wales (company number 17528088), with its registered office at 128 City Road, London EC1V 2NX, United Kingdom. More information is available at idtraders.com.

Contact

Ms
Liana Matule
IDTraders
support@idtraders.com

Exclusive list evaluates six operators on the factors that matter most to Angolan bettors

Scores24, an online platform that researches and compares betting operators, has published its ranking of bookmakers in Angola for October 2026. The ranking is meant to help local users choose platforms that fit how betting works in the country, from payment habits to customer support.

The ranking reviews six operators: Elephant Bet, Premier Bet, BantuBet, Melbet, Mobet and KwanzaBet. Each is assessed against the same criteria, including customer support, protection of funds and personal data, bonus terms, market variety, payment acceptance, mobile performance, Portuguese-language quality and withdrawal speed.

Built for the Angolan Market

Scores24 says the ranking reflects conditions specific to Angola. Multicaixa Express is central to everyday payments, and many bettors rely on vouchers bought at physical points instead of bank cards. Because mobile data can be costly and unreliable, lightweight websites and support through WhatsApp or Telegram carry extra weight. Football leads local interest, particularly European leagues and the Girabola, followed by basketball, MMA, boxing and esports.

The analysis also covers features suited to local habits, including SMS and USSD betting, booking codes that let users build a slip on a phone and settle it at a physical point, cash-out tools and Asian handicap markets.

Licensing and Operator Types

The ranking separates locally authorized brands from international platforms. Local operators work under the supervision of the Gaming Supervision Institute (ISJ), accept kwanzas and often maintain physical service points. International platforms may offer wider event coverage but typically rely on cryptocurrencies or e-wallets because of exchange-control limits. Scores24 notes that licensing is being modernized and that a transitional regime currently lets established brands operate while permanent procedures are completed.

Bonuses and Promotions

For this sportsbook ranking, Scores24 also reviews the promotional formats on offer, such as first-deposit bonuses and free bets after a losing wager. Rather than focusing on headline offers, the ranking explains rollover, deadlines and conditions of use. A separate bonus guide covers these terms in more detail.

“Bettors in Angola deserve a comparison grounded in local realities, not generic checklists,” a Scores24 representative said. “We want readers to see how each platform handles payments, support and regulation before they register.”

Independent and Informational

Scores24 states that the ranking is for information only. It does not predict sporting results or promise returns, and users are encouraged to confirm each operator’s current terms and licensing status before opening an account.

About Scores24

Scores24 researches and compares betting operators across multiple markets, publishing structured reviews that cover licensing, payments, bonuses and platform quality. Readers seeking trusted sportsbook options in Angola can read the full Scores24 Angola bookmaker ranking on the company’s website.

Media Contact

Organization: Scores24

Contact Person: Adele

Website: https://scores24.live

Email: adel@scores24.live

City: Tallinn

Country: Estonia

New ranking examines payment methods, currency options, live coverage and verification steps for Paraguayan users

Scores24, a sports information and comparison company, has released a new comparison of bookmakers available to users in Paraguay. The study, verified in October 2026, reviews seven operators: 1xBet, Melbet, Betwinner, Bet365, 22bet, Megapari and Stake.

According to Scores24, conditions are not the same for every player in the country. The comparison applies one consistent framework to each operator, looking at company background and licensing, account currency, payment methods, live coverage and welcome bonus terms. Particular attention is given to whether users can operate in guaraníes (PYG), foreign currencies or cryptocurrencies.

Regulation in Paraguay

A central part of the release is the local regulatory picture. Scores24 explains that CONAJZAR, the national gaming authority, recognizes Daruma SAM, operating under the Aposta.la brand, as an authorized concessionaire. Under Law 7438/2025, a limited number of locally licensed operators may be authorized. The seven operators in the comparison hold licenses from other jurisdictions, including Curaçao, Gibraltar and Anjouan, and Scores24 stresses that these do not amount to CONAJZAR authorization in Paraguay.

Payments, Markets and Live Coverage

The sportsbook comparison shows that payment options differ noticeably between platforms. Some operators support local methods such as Banco Atlas, Bancard QR and bank transfer, while others rely mainly on cards, e-wallets and cryptocurrencies. Limits vary by method, so Scores24 advises users to confirm current values inside their account before depositing or requesting a withdrawal.

Football is the core of the sports offer, with common markets including match result, handicap, total goals, exact score, half-time/full-time, corners and cards. Availability of live streaming varies by operator and by sport, and the guide notes that some platforms stream a wider range of events than others.

Verification and Registration

The guide outlines a typical registration process and explains that operators may request Know Your Customer (KYC) identity verification before the first withdrawal. Requested items can include a Paraguayan identity card or passport, a selfie with the document, and personal details that match both the account and the owner of the payment method. For mobile access, all seven operators work from a phone browser, and Scores24 recommends that Android users download an APK file only from an operator’s official site.

“Our goal is to give Paraguayan readers a clear, side-by-side view of how these platforms work, including what their licenses do and do not mean locally,” a Scores24 spokesperson said.

Informational Purpose

The comparison is provided for information only. It does not predict sporting results or promise returns, and bonus terms and limits are best checked directly in each operator’s published conditions.

About Scores24

Scores24 is an independent source of sports data and operator comparisons. Its team reviews licensing, payment options and platform features so readers can evaluate providers on equal terms. Those researching the best sportsbook for Paraguay can find the full Scores24 Paraguay bookmaker comparison on the company’s website.
 

Media Contact

Organization: Scores24

Contact Person: Adele

Website: https://scores24.live

Email: adel@scores24.live

City: Tallinn

Country: Estonia

New resource helps bettors weigh odds, payment methods and bonus terms beyond the headline offer

Scores24, a sports data and comparison platform, today announced the release of its Bolivia bookmaker comparison, an independent analysis of ten operators that offer accounts in bolivianos (BOB). The guide is designed to help bettors understand what each platform provides and form their own conclusions, rather than relying on the most prominent advertised figure.

Bettors in Bolivia face a crowded market. Operators differ in available sports, odds, payment methods and withdrawal conditions. The Scores24 organizes these differences into clear tables, from platforms with extensive football coverage to options that support QR deposits and e-wallets.

Football Markets Compared on a Single Fixture

For the sportsbook analysis, Scores24 reviewed the markets offered by Brazino777 and 1xBet on a Bolivian First Division match between ABB and Real Potosí in October 2026. Seven markets present on both platforms were compared, including match result, goals and double chance. The review found that markets are not identical across operators, and that small differences between platforms can add up over time.

Scores24 noted that the findings reflect one match and do not establish that any operator consistently offers a better selection. A reliable assessment requires comparing more fixtures and competitions.

Payments and Verification

The Bolivian boliviano is the account currency across all ten platforms reviewed, so users can consult amounts without converting to dollars. Several operators accept QR deposits, and services such as Tigo Money, Yape and Pago Fácil appear on some platforms, though availability varies. Deposit and withdrawal limits depend on the payment method and may change by account and payment system.

The guide also reminds users that withdrawal methods can differ from deposit options, and that operators carry out Know Your Customer (KYC) identity checks before authorizing payouts to confirm the account holder and help prevent fraud.

Understanding Welcome Bonuses

Scores24 explains that advertised bonuses do not necessarily equal withdrawable funds. Welcome bonuses may be awarded with a first deposit or spread across several, and they often carry wagering conditions, such as requirements around ticket composition and minimum odds. The guide uses Betwinner as an example of how these terms work in practice. Meeting such requirements does not guarantee profit.

Comparison Criteria

Scores24 evaluates operators on odds and markets, deposits and withdrawals, bonus conditions, live betting, mobile access and operator information such as declared licenses and published terms. The guide clarifies that a foreign license does not equal authorization to operate in Bolivia, and that licensing information should be distinguished from local legal status.

“Our aim is to give bettors clear information on how each platform works, so they can decide with a full picture,” a Scores24 spokesperson said.

The comparison covers football, tennis and basketball markets, including Libobásquet, along with live betting and streaming availability, which varies by sport, competition and broadcast rights. It is intended for informational purposes only and does not predict sporting results or guarantee returns.

About Scores24

Scores24 is a sports information and comparison platform that gathers data on bookmakers, their services and their conditions. Readers searching for the best sportsbook in Bolivia or a Scores24 bookmaker comparison can find the full analysis at the Scores24 website.

Media Contact

Organization: Scores24

Contact Person: Adele

Website: https://scores24.live

Email: adel@scores24.live

City: Tallinn

Country: Estonia

New guide looks past headline offers to the differences bettors notice when they deposit, withdraw and verify an account

Scores24, a sports information and comparison platform, today announced the release of its El Salvador bookmaker comparison, an independent review of four operators: Stake, Bet365, 1xBet and Dale.sv. The guide applies the same criteria to each platform and gives the most weight to the differences users actually experience from El Salvador.

According to Scores24, choosing an operator involves more than comparing bonuses or match odds. A website that loads smoothly from the country says little about its license or the conditions it applies after registration, and an operator may accept Salvadoran users while being regulated elsewhere.

Regulation and Access

The review examines regulation, payments, account conditions, betting, bonuses, mobile access and support. On regulation, Scores24 explains that operators in the Salvadoran regulated market require authorization from the National Charity Lottery (LNB), which oversees sports betting and online gaming. A foreign license places an operator under another jurisdiction, which determines who supervises the company and where a complaint can be raised. Of the four operators reviewed, Dale.sv is the only one with jurisdiction in El Salvador.

Payments, Currency and Local Markets

For this sportsbook analysis, Scores24 compared payment options, account currencies and withdrawal methods. Dale.sv stands out for offering withdrawals through Lottery kiosks, an in-person option, alongside bank transfer and Alphapo. Bet365 combines cards, bank transfers and e-wallets, Stake works mainly with cryptocurrencies, and 1xBet mixes cards, transfers, wallets and digital assets. The guide also notes that the holder of a payment method should match the account holder, and that currency differences may lead to conversions.

On the sports offer, Scores24 uses the Salvadoran First Division as a test of local relevance. Dale.sv includes the championship with markets such as match result, totals, double chance, handicap and both teams to score. The guide also compares live betting features, including scoreboards, graphic tracking and streams, noting that broadcasts are not available for every event.

Mobile Access and Account Rules

All four operators work from a mobile browser, though app availability differs. Scores24 advises users who download an APK file to do so only from the operator’s official site, since files from third-party sources can expose personal data and credentials.

The guide also covers Know Your Customer (KYC) verification, one-account-per-user rules, inactive account policies, individual limits and the fact that a bet is valid only once the system confirms it. Welcome bonuses are reviewed with attention to wagering requirements, qualifying markets and time limits, since the advertised headline offers only part of the picture.

Responsible Gaming and Sources

The guide includes a section on responsible gaming tools, such as deposit, loss and bet limits, temporary pauses and self-exclusion, and points to Gamblers Anonymous and Gambling Therapy for external support. Scores24 prioritizes official sources, verifying regulation with the LNB and reviewing licenses, payments and account rules in each operator’s published documentation. Where limits vary by method, market or account, they are described as variable.

About Scores24

Scores24 is a sports information and comparison platform that gathers data on bookmakers, their services and their conditions. Readers looking for the best sportsbook in El Salvador or a Scores24 bookmaker comparison can find the full analysis on the Scores24 website.

Media Contact

Organization: Scores24

Contact Person: Adele

Website: https://scores24.live

Email: adel@scores24.live

City: Tallinn

Country: Estonia

New York, United States, November 9th, 2026, FinanceWire

Veteran of XTX Markets, Credit Suisse, ITG and J.P. Morgan joins the governed research platform used inside banks, brokerages and exchanges

AgentSmyth, the New York company whose platform lets financial firms build, maintain and grade their own market intelligence on their own data, today named Charlie Whitlock Principal, leading institutional sales. Whitlock will take AgentSmyth to asset managers, hedge funds and the dealer desks that serve them, reporting to founder and CEO Pulkit Jaiswal.

Whitlock joins from BestEx Research, where he was a Managing Director, and brings 25 years in institutional electronic trading, including senior roles at XTX Markets, Credit Suisse, ITG and J.P. Morgan. He has sold to, and sat on, the desks AgentSmyth now serves.

AgentSmyth gives financial institutions governed infrastructure for understanding companies, markets and the news that moves them. Clients configure their own sources, agents and guardrails; the platform runs inside their environment, on their data, under their rules; every run is traced and every published output is checked before it goes out. Banks, brokerages, exchanges and retail investment platforms run it in production today, from trading-desk intelligence to client-facing content and listings research.

“The industry that marks everything to market has never marked its own research, and the arrival of machine-written analysis made that gap impossible to ignore,” said Pulkit Jaiswal, founder and CEO of AgentSmyth. “Institutions do not buy this from a demo. They buy it from someone who understands what a head trader will and will not let near a client. Charlie has spent 25 years in that room.”

“Every head trader I know is being asked to do more with a flat desk, and every dealer is looking for a way to matter more to institutional clients,” said Whitlock. “AgentSmyth helps solve that problem, enabling firms to quickly generate investment strategies and test a thesis in a short amount of time.”

The appointment follows the launch of AgentSmyth Lab, where the company publishes the scorecard for its own research. Calls are recorded before each earnings release and graded in public against what happened and against a naive baseline, with misses published alongside hits. The first scorecard is scheduled for November 16, with the grading kit released on GitHub under an Apache 2.0 license.

About AgentSmyth

AgentSmyth builds governed infrastructure for financial intelligence. Its platform lets banks, brokerages, exchanges and investment platforms build, maintain, evaluate and improve their understanding of markets using their own data and expertise, with every source, agent and guardrail configured by the client and every run traced. The company is headquartered in New York. Learn more at agentsmyth.com and lab.agentsmyth.com.

Contact

Founder and CEO
Pulkit Jaiswal
AgentSmyth
press@agentsmyth.com

New York, United States, November 9th, 2026, FinanceWire

Veteran of XTX Markets, Credit Suisse, ITG and J.P. Morgan joins the governed research platform used inside banks, brokerages and exchanges

AgentSmyth, the New York company whose platform lets financial firms build, maintain and grade their own market intelligence on their own data, today named Charlie Whitlock Principal, leading institutional sales. Whitlock will take AgentSmyth to asset managers, hedge funds and the dealer desks that serve them, reporting to founder and CEO Pulkit Jaiswal.

Whitlock joins from BestEx Research, where he was a Managing Director, and brings 25 years in institutional electronic trading, including senior roles at XTX Markets, Credit Suisse, ITG and J.P. Morgan. He has sold to, and sat on, the desks AgentSmyth now serves.

AgentSmyth gives financial institutions governed infrastructure for understanding companies, markets and the news that moves them. Clients configure their own sources, agents and guardrails; the platform runs inside their environment, on their data, under their rules; every run is traced and every published output is checked before it goes out. Banks, brokerages, exchanges and retail investment platforms run it in production today, from trading-desk intelligence to client-facing content and listings research.

“The industry that marks everything to market has never marked its own research, and the arrival of machine-written analysis made that gap impossible to ignore,” said Pulkit Jaiswal, founder and CEO of AgentSmyth. “Institutions do not buy this from a demo. They buy it from someone who understands what a head trader will and will not let near a client. Charlie has spent 25 years in that room.”

“Every head trader I know is being asked to do more with a flat desk, and every dealer is looking for a way to matter more to institutional clients,” said Whitlock. “AgentSmyth helps solve that problem, enabling firms to quickly generate investment strategies and test a thesis in a short amount of time.”

The appointment follows the launch of AgentSmyth Lab, where the company publishes the scorecard for its own research. Calls are recorded before each earnings release and graded in public against what happened and against a naive baseline, with misses published alongside hits. The first scorecard is scheduled for November 16, with the grading kit released on GitHub under an Apache 2.0 license.

About AgentSmyth

AgentSmyth builds governed infrastructure for financial intelligence. Its platform lets banks, brokerages, exchanges and investment platforms build, maintain, evaluate and improve their understanding of markets using their own data and expertise, with every source, agent and guardrail configured by the client and every run traced. The company is headquartered in New York. Learn more at agentsmyth.com and lab.agentsmyth.com.

Contact

Founder and CEO
Pulkit Jaiswal
AgentSmyth
press@agentsmyth.com

Alpharetta, Georgia, November 9th, 2026, ZEX PR WIRE,

As businesses move from AI experiments to systems that can take action, global technology executive Eric Kalin says the data beneath them deserves more attention.

Businesses are moving quickly from experimenting with generative artificial intelligence to exploring agentic systems that can participate in workflows and take action. Eric Kalin believes that shift is making an older enterprise challenge newly important: understanding the data those systems rely on.

Eric Kalin

After years of cloud adoption, application growth, system changes, and business expansion, enterprise information rarely sits neatly in one place. It can be spread across departments, databases, older systems, and multiple cloud environments. Some information may be current and well managed. Other data may be duplicated, outdated, difficult to access, or subject to different security requirements.

For Kalin, that means the conversation about AI readiness increasingly needs to become a conversation about data readiness.

“There is a tendency to start with what the AI can do,” Kalin said. “I think you also have to ask what you’re giving it to work with. Where did that information come from? Can you trust it? Is the system supposed to have access to it? Those questions become even more important when AI moves from generating an answer to taking an action.” Kalin has more than 25 years of experience across enterprise technology, cloud computing, data, consulting, sales, and business transformation. His career includes leadership roles at IBM, Accenture, Amazon Web Services, Microsoft, and Oracle. That experience has allowed him to see how enterprise technology environments have become more powerful while also becoming more complex.

Having More Data Does Not Mean Being Ready for AI

Organizations today can collect and retain enormous amounts of information. Kalin argues that volume alone says little about whether that information can support an AI application.

“Having more data doesn’t make you more ready for AI,” Kalin said. “Understanding your data does.” Before scaling an AI initiative, organizations may need to determine where relevant information is stored, how current it is, whether different systems agree with one another, and who is responsible for maintaining it.

The challenge becomes particularly important when information about the same customer, product, transaction, or business process exists in several places.

A sales team, for example, may work from one set of customer information while finance and operations rely on different systems. Each system may serve its purpose well, but an AI application attempting to work across the organization may encounter conflicting or incomplete information.

Kalin believes these situations illustrate why AI cannot be separated from the wider technology environment in which it operates.

Multicloud Environments Add Another Layer

The growth of cloud computing has given businesses greater flexibility in how they build and operate technology. It has also contributed to environments where applications and data may be distributed across different platforms.

For organizations operating across multiple clouds, the challenge is not necessarily to bring every piece of information into one location. It is to understand how information moves, which systems should be able to use it, and what controls need to follow it.

Kalin’s career has included extensive experience with cloud technology and global enterprise customers. He believes the same practical thinking that became important as cloud adoption matured is now becoming relevant to AI.

“Eventually, every major technology conversation gets more practical,” Kalin said. “You move from asking what is possible to asking how it actually works inside your organization. With AI, data is a big part of that second question.” That includes understanding which information matters for a particular AI application, rather than assuming every available source needs to be connected.

Agentic AI Raises the Stakes

Data quality and access already matter when generative AI is being used to summarize information, answer questions, or assist employees. Agentic AI adds another consideration because systems may increasingly participate in workflows and take action.

“With generative AI, you might be concerned about an inaccurate answer,” Kalin said. “With an agent participating in a workflow, you also have to think about what happens after that answer. What can the system access? What is it allowed to change? When does a person need to approve an action? The data and governance questions become very practical very quickly.” This is where security, permissions, and ownership become closely connected to data quality.

Making information available to AI does not mean making everything available without restriction. Organizations still need to determine who owns sensitive information, which systems can access it, and where human review remains necessary.

Kalin believes those decisions should involve more than technology teams alone. Business leaders often understand how information is actually used. Security teams understand the risks surrounding access. Data teams understand quality and structure. Bringing those perspectives together can help uncover problems before an AI application is widely deployed.

Perfect Data Is Not the Goal

Kalin also cautions against interpreting data readiness as a requirement to solve every information problem before experimenting with AI.

Few large organizations have perfectly organized data. Waiting for perfection can create its own barriers to progress.

Instead, early AI projects can help businesses identify which data issues actually matter for a specific use case.

“You don’t need to fix every piece of data in the company before you start,” Kalin said. “You need to understand the data that matters for what you’re trying to accomplish. Start there, learn from it, and build from what you find.” That approach keeps the focus on a defined business need rather than attempting a massive data project with no clear connection to an outcome.

As companies move from AI experimentation toward broader use of generative and agentic systems, Kalin expects questions about data quality, access, security, and governance to become harder to separate from the AI conversation itself.

The organizations with the largest amounts of information will not automatically be the ones best positioned to use AI effectively. Understanding what that information means, where it lives, how reliable it is, and how to use it responsibly may prove just as important as the AI technology placed on top of it.

Eric Kalin is a global business leader and technology executive with more than 25 years of experience across enterprise technology, cloud computing, data, artificial intelligence, consulting, sales, and business transformation. His career includes leadership roles at Oracle, Microsoft, Amazon Web Services, Accenture, and IBM. Based in Alpharetta, Georgia, Kalin has worked with global organizations and cross-functional teams throughout major periods of change in enterprise technology. His interests include data platforms, generative and agentic AI, multicloud environments, business strategy, and the connection between emerging technology and practical business needs.

Claremore, OK, USA – November 9th, 2026, ZEX PR WIRE – Chad Choat has spent decades inside the home health industry in Oklahoma, first joining the family business in 1995 and later buying it from his mother in 2010. In that time, he has watched families make a hard decision under pressure, often right after a hospital discharge, with little time to compare providers.

“Most families are not trying to cut corners,” Choat says. “They are tired, scared, and doing this for the first time. They take the first name a discharge planner hands them.”

He says that rush is understandable. It is also where a few warning signs get overlooked.

Oklahoma requires a licensed administrator to run a home care agency. Choat holds that license himself and says it is the first thing a family should ask about, not the last.

“If an agency cannot tell you plainly who their licensed administrator is, that is worth pausing on,” he says. “It is a simple question. It should have a simple answer.”

Community Home Health runs on a fully integrated electronic medical record system. Choat says that matters less for the technology itself and more for what it prevents: a nurse, a doctor, and a family member working off different versions of the same patient’s care.

“When an agency still runs on paper charts and phone tag, information gets lost between visits,” he says. “Families should ask how the agency keeps everyone on the same page, not just whether someone shows up on schedule.”

Medicare tracks outcomes across home health agencies nationally, and Choat points to that as a tool families rarely use. Community Home Health is ranked in the top 1 percent of agencies in the country by that measure, and he says any agency should be able to point to where it stands.

“Ask how an agency’s outcomes compare to others, not just how they describe themselves,” Choat says. “Medicare publishes that data. A family does not have to take anyone’s word for it.”

Choat says the clearest sign of trouble is often the quietest one: a family that only hears from an agency when something goes wrong.

“Care should not feel like a black box,” he says. “If weeks go by and nobody has called to check in, that is a sign the communication is not where it should be.”

He says this is also where he sees agencies lean on new tools the wrong way. Community Home Health has moved further into AI-based tools for scheduling and coordination, but Choat is clear that technology is meant to free up time for people, not replace the conversation.

“A tool should make it easier for a nurse to call a family back faster,” he says. “If it is doing the opposite, something is backwards.”

Choat’s advice to families comes down to a short list of direct questions: who is the licensed administrator, how does the agency track and share records, how do its outcomes compare nationally, and how often will someone actually call.

“None of these are complicated questions,” he says. “But they are the ones that tell you the most.”

He says families who ask them early tend to have an easier time later, when care decisions often have to happen fast.

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Chad Choat is the owner and president of Community Home Health, based in Claremore, Oklahoma. He joined the company in 1995 and purchased it from his mother, the company’s founder, in 2010. He holds a state-issued license as a home care administrator and previously taught high school vocational agriculture. Choat also served on the Claremore City Council from 1998 to 2003 and has been involved in statewide political campaigns across Oklahoma.