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Gartner's AI Tech Sandwich: Едим ИИ-бутерброд правильно

Внедрение ИИ технологий – это неизбежность для коммерческих организаций, желающих остаться конкурентными на своем рынке, да, и просто желающих выжить. Общемировая динамика освоения ИИ за 2024 год по оценке McKinsey показывает 20% рост числа организаций, внедривших ИИ хотя бы в одну бизнес функцию.

Инновационный бум, масштабы и скорость трансформации технологического ландшафта приводят к появлению новых подходов и методологий в выстраивании цифрового фундамента бизнеса. Gartner's AI Technology Sandwich – это новый фреймворк, помогающий компаниям различного уровня управлять процессом построения AI-powered экосистем и систематизировать их сложную многослойную структуру.

Gartner's AI Technology Sandwich
Gartner's AI Technology Sandwich

Кто вы, мистер Бутерброд?

Классический AI Tech Sandwich выглядит так:

  • Нижняя “булка” – это слой централизованных данных и работающих с ними кастомизированных AI-сервисов, управляемых организацией и спроектированных под ее специфические нужды

  • Вместо колбасы у нас так называемый TRiSM-слой, отвечающий за контроль безопасности и управление рисками:

    • Guardian agents: Автоматизированные контролеры, обеспечивающие соблюдение политик использования ИИ

    • Мониторинг в режиме реального времени: Постоянный надзор за деятельностью ИИ

    • Обеспечение соблюдения complince-требований, таких, например, как GDPR

    • Контроль качества контента, созданного с помощью ИИ

  • Верхняя “булка” – это внешние децентрализованные источники данных и различные вендорские AI-решения, как самостоятельные, так и встроенные в различные “старшие” системы: CRM, ERP и т.д.

Зачем Фреймворк нужен?

AI Tech Sandwich в корне меняет традиционный подход организаций к цифровым трансформациям и освоению новых технологических решений.

  • Используя Фреймворк, организация может контролировать темпы внедрения ИИ в свои бизнес-процессы, отстраиваясь от собственных целей и ограничений. Одним это позволяет, не идя на поводу у “продавцов страха”, при этом сохранять себя в технологической гонке. Другим не сидеть на заборе, а уже “заходить” в процесс освоения технологий, контролируя уровень погружения.

  • Важно, что данный подход также позволяет сосредоточить больше внимание на бизнес-результатах внедрения ИИ, нежели на технологическом аспекте, что было бы контрпродуктивно с учетом того, что новая GenAIмодель выходит в среднем каждые 3 дня.

Что стоит при этом принимать во внимание:

  • В первую очередь Gartner’s фреймворк позволяет выстроить модель с контролируемой возвратностью инвестиций и перейти от фазы экспериментов к фазе получения устойчивого экономического эффекта от инноваций. В том числе это происходит за счет более структурного подхода в части контроля и управления расходами, связанными с ИИ, – трудно переоценить этот момент, видя, что почти 30% проектов по внедрению ИИ, выходит за рамки изначально запланированного бюджета.

  • Также “бутербродный” фреймворк позволяет более адекватно отразить существующую ситуацию с демократизацией доступа к данным и ИИ сервисам, что критически важно, учитывая, что уже сейчас порядка 80% корпоративного ПО уже содержит ИИ компоненты.

  • Фреймворк дает возможность гибкого проектирования корпоративного цифрового ландшафта, комбинируя вендорские ИИ решения, встроенные в существующие коробочные решения ИИ-сервисы и собственную разработку.

  • Доверие и безопасность. Языковые модели подвержены уязвимостям и могут создавать для использующих их организаций различные риски от репутационных до юридических, если не озаботиться их мониторингом и защитой. TRiSM начинка нашего “бутерброда” как раз и обеспечивает автоматизированные масштабируемые контроль и управление.

Едим бутерброд правильно

ИИ-технологии – это не волшебная лампа с Джином, это мощный инструмент для увеличения ценности, оптимизации существующих процессов и открытия новых возможностей для бизнеса. Как любой мощный инструмент он требует осознанного подхода и правильного использования – без этого ИИ может быть не только малоэффективен, но даже опасен для бизнеса.

Если молотком бить по пальцам, а не по гвоздям, то крепкий дом не построить.

Нам, как интегратору ИИ технологий важно, чтобы они приносили максимум пользы Заказчику и не дискредитировали себя, поэтому ниже я приведу небольшой, но достаточный для понимания гайд, позволяющий через освоение Gartner’s AI Tech Sandwich подхода стать бенефициаром, а не жертвой надвигающегося ИИ-торнадо.

Фаза 1: Анализ целей и возможностей

1. Определяем ключевые бизнес-цели вашей организации: например, снижение затрат, увеличение выручки, улучшение клиентского опыта, и т.д.

2. Определяем возможные решения на базе ИИ, что способствуют достижению бизнес-целей: например, чат-бот для клиентской коммуникации, предиктивная аналитика и др.

3. Оцениваем ожидаемую возвратность инвестиций( ROI) от внедрения решения: например, расчитываем, как внедрение скажется на выручке, прибыльности, оптимизации расходов и др. показателях.

4. Оцениваем возможности организации и готовность к риску, чтобы определить, с какой скоростью лучше двигаться в освоении технологий.

5. Оцениваем технологическую зрелость в контексте размера организации

Зрелость организации
Зрелость организации

6. Определяем бюджетные ограничения для запуска инициативы

7. Оцениваем качество и доступность данных, необходимых для реализации решения

8. Оцениваем риски внедрения решения, в том числе риски безопасности

9. Приоритезируем список ИИ инициатив, основываясь на подготовленных данных

Фаза 2. Формируем AI Tech Sandwich на базе результатов анализа

ИИ Космолет для Энтерпрайза

f564820fb4203162d2a61503e56a9ea6.png
AI Tech Sandwich for Entherprise

Сбалансированный подход для среднего бизнеса

fea8383c68c6b90e5f59fd163ff6640d.pngAI Tech Sandwich for Mid-Size
AI Tech Sandwich for Mid-Size

“Тише едешь, дальше будешь” для малого бизнеса или консерваторов

bcc350192d104ce3397ff188ea65cea0.pngAI Tech Sandwich for Small-Size
AI Tech Sandwich for Small-Size

Фаза 3. Формируем дорожную карту внедрения ИИ

1. Пилотирование приоритетной ИИ инициативы с ограничением влияния на бизнес и с имплементацией базовых компонентов TRiSM слоя – оцениваем полученные результаты, снимаем метрики, проводим ретроспективу.

2. Масштабируем ИИ присутствие, как вертикально, добавляя новые инициативы, так и горизонтально, снимая ограничения по влиянию на бизнес.

3. Масштабируем TRiSM инструментарий

4. Регулярно измеряем “температуру по больнице” и оптимизируем применяемые ИИ решения при необходимости.

Пример из жизни “бутербродов”

Для закрепления хотелось бы поделиться кейсом применения Gartner’s AI Tech Sandwich фреймворка в среднего размера компании, занимающейся производством аэрозолей и спреев:

Анализ

  • В качестве основной бизнес-задачи организация выделила снижение времени простоя оборудования для наращивания объемов производства и увеличения выручки без деградации нормы прибыли.

  • Размер организации: средний (менее 5,000 сотрудников)

  • Уровень технологической зрелости: средний( обладала собственной IT инфраструктурой и ИТ отделом)

  • Из ключевых ограничений: Бюджет

  • Желаемый уровень риска: Низкий

  • Скорость внедрения технологий: Умеренная

  • В качестве ИИ инициативы, способствующей решению поставленной бизнес-задачи, с учетом обозначенных условий и ограничений, было выбрано создание решения предиктивной аналитики в тандеме с рекомендательной системой на базе LLM для работ по обслуживанию оборудования.

AI Tech Sandwich

Нижний слой: Облачное хранилище данных для показателей, полученных с вибро-сенсоров + Решение по предиктивной аналитике

TRiSM слой: Базовый мониторинг аномалий + ручной контроль

Верхний слой: Система алертов о необходимости сервисного обслуживания для инженеров

Результат внедрения инициативы: По итогам 6 месяцев эксплуатации системы снижение среднего времени простоя оборудования на ~30%

Заключение

Поскольку искусственный интеллект продолжает проникать во все большее число структур, организаций и бизнес-функций, Gartner’s AI Tech Sandwich фреймворк становится одним из необходимых к освоению архитектурных подходов для построения сбалансированного AI-powered бизнеса. Организации, которые овладеют этим подходом, будут иметь преимущество в гонке технологий.

Будущее уже наступило! Крепитесь! 😊

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    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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