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Как мы помогаем бизнесу держать под контролем каталог ТМЦ при помощи ИИ

ИИ устраняет хаос в каталоге ТМЦ: забудьте о дублях и некорректных описаниях ТМЦ

Чем больше каталог ТМЦ, тем сложнее им управлять: дубли, некорректные описания ТМЦ, как следствие избыточные запаса и снижение уровня обеспеченности — эти проблемы хорошо знакомы бизнесу. Чистить каталоги вручную — долго и неэффективно, поэтому мы решили проблему через ИИ: разработали алгоритм, который быстро наводит и поддерживает порядок даже в самых запущенных каталогах. Сейчас расскажем, как он работает и какие задачи бизнеса может решить

Какие проблемы возникают из-за дублей в каталогах

Каталоги товарно-материальных ценностей (ТМЦ) можно сравнить со шкафом: если его долго не открывать, то кажется, что там все в порядке и на своих местах. В реальности так бывает редко.

Основная проблема каталогов крупных корпораций – обилие дублей номенклатуры, когда один и тот же товар или материал учитывается в системе под разными названиями. Иногда дубли появляются из-за невнимательности: допускаются ошибки или опечатки, и вот «металлическая труба» превращается в «металическую», в описание вклиниваются лишние пробелы, транслит. Часто из-за лени вместо поиска нужной позиции сотрудники просто создают новую.

Наша команда работала с каталогами многих промышленных компаний (например, ЕвроХим, Русал, СУЭК, ММК, ОМУ, УГМК, ERG), число записей там варьировалось от 500 тысяч до 1,2 млн. При этом количество дублей могло достигать 30%, а это десятки и сотни тысяч лишних записей.

Дубли усложняют работу многих подразделений:

  • Планировщикам сложнее проводить анализ и учитывать реальные потребности предприятия. Если товар записан под двумя разными наименованиями, система может показывать избыток по одной позиции и дефицит по другой.

  • Закупщикам труднее оперировать заказами. Дубликаты могут закупаться по-отдельности, тогда на склад под разными названиями привезут аналогичный товар.

  • Логистам придется разбираться со множеством учетных позиций и выделять дополнительное место под хранение.

  • Бухгалтеры столкнутся с проблемами во время инвентаризации.

  • Финансисты получат больший процент замороженных финансовых ресурсов, ошибки в себестоимости продукции.

  • Аналитикам будет сложнее свести данные, чтобы проанализировать запасы продукции.

Способы устранения дублей

Широко известны два способа, а мы придумали третий назвали его ПромМаркет. Разберем каждый из них.

  1. Находить и удалять вручную Такая работа занимает месяцы и требует привлечения опытных специалистов, но пока они чистят одну часть каталога, в другой появляются новые дубли.

  2. Использовать встроенный функционал систем учета по поиску дублей Алгоритм работает по принципу обычного поисковика, то есть ищет набор похожих слов, но не учитывает технические характеристики товаров. Например, по запросу «сапоги женские» алгоритм 1С найдет и «сапоги женские», и «сапоги мужские». Поэтому каждое обнаруженное совпадение придется проверять вручную.

  3. Вычистить дубли при помощи технологий искусственного интеллекта Система автоматически распознает дубли одного и того же товара, объединяет их в одну позицию и создает стандарты наименований и характеристик ТМЦ в каталогах, чтобы исключить появление дубликатов в будущем.

Какое решение мы сделали на основе ИИ

Нам было важно, чтобы система работала полностью автоматически, могла быстро обрабатывать большие массивы данных без потери качества, но при этом работала с контекстом не хуже людей.

Один человек в среднем за день может обработать 80-120 позиций, но это не значит, что за 10 дней он проверит и исправит 1200 позиций. После первой сотни концентрация снизится и, вероятнее всего, специалист начнет допускать ошибки. В отличие от человека алгоритм на основе ИИ не имеет ограничений по объему обрабатываемой информации – это большой плюс для крупных предприятий.

Схема решения ПромМаркет выглядит так:

  1. Система анализирует структуру всех данных Искусственный интеллект изучает существующие паттерны классификации, выявляет ключевые характеристики различных групп товаров и формирует логику организации каталога.

  2. Приступает к поиску дублей ИИ использует алгоритмы, которые извлекают из текста численные характеристики, ссылки на стандарты, длину и толщину изделий, марки и обозначения, классификаторы, справочники и другую значимую техническую информацию, а затем раскладывают в таблицы согласно принятой онтологии. Это позволяет системе «понимать» смысл, чтобы эффективно находить дубли и аналоги.

    1f73e33fa4827ba35625497ed7733b54.png
  3. Выявляет и устраняет ошибки Система вычищает некорректные и повторяющиеся символы, убирает лишние пробелы, ошибки импорта и экспорта данных, переводит текст в верхний регистр, выполняет десятки других операций по подготовке данных.

    d9d418e46b13ae10d3e81cc3893486b5.png
  4. Объединяет позиции Все найденные дубли ИИ объединяет в одну позицию, сохраняя и обогащая важную информацию из всех карточек, а еще система может предложить аналоги, исходя из выбранной стратегии.

  5. Предотвращает появление новых дублей Система формирует стандарты описания и автоматически проверяет новые позиции при добавлении в каталог, снижая вероятность появления новых дублей. Более того, она может переименовать весь каталог под новый формат описания ТМЦ.

Что получает бизнес

У технологии ПромМаркет есть основные и дополнительные функции, и все показывают отличные результаты.

Основные функции:

  • Сокращение объемов каталога на 25-30%;

  • Качественные метрики данных (система проверяет каждую запись и весь справочник в целом, а затем оценивает полноту их заполнения и степень соответствия заданным стандартам, рассчитывает «индекс здоровья каталога»);

  • Быстрая проверка на дубли новых позиций.

3f8f4aabdba81c1a6a6bc37984d55b46.png

Дополнительные функции

Возможности системы не ограничиваются работой с дублями, ее можно использовать для оптимизации всех процессов работы с ТМЦ:

- Подбор аналогов
Система автоматически определяет взаимозаменяемые товары — особенно актуально при перестройке цепочек поставок.

- Защита от переплат
ИИ анализирует историю цен и выявляет подозрительные отклонения, которые могут говорить об ошибках или недобросовестности поставщиков.

- Упрощение интеграций
Автоматическое сопоставление разных каталогов существенно ускоряет процессы синхронизации каталогов компаний и работу с новыми поставщиками.

Как мы проверяли эффективность ИИ

Чтобы проверить продуктивность технологии, мы провели эксперимент: поручили очистку одного и того же сегмента каталога команде опытных специалистов и нашей системе.
Ставка на искусственный интеллект себя оправдала: качество обработки данных ИИ превзошло результаты ручной работы в среднем на 12%, а скорость оказалась выше «человеческой» в несколько тысяч раз.

e00a6450fb9f3b778e77398aefe2cce4.png

Какие результаты дает дедубликация:

  • повышается прозрачность учета ТМЦ на всех этапах: от планирования до списания;

  • ускоряется работа аналитиков по запасам

  • сокращаются складские запасы и операционные издержки

  • повышается уровень обеспеченности

Результаты виден сразу: ИИ систематизирует каталог компании и повышает эффективность работы с ТМЦ.

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    "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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