La volatilidad del mercado y la velocidad de cambio hacen que la toma de decisiones sea una tarea monumental en la cadena de suministro. Aunque no existe una solución infalible para cada problema, la inteligencia artificial (IA) está revolucionando la forma en que los líderes de la cadena de suministro analizan datos y toman decisiones estratégicas.
El papel de la IA en la cadena de suministro
La IA y el aprendizaje automático están desempeñando un papel crucial en la optimización de diversos aspectos de la cadena de suministro. Desde la planificación de riesgos hasta la gestión de transportistas, la IA ofrece herramientas que pueden transformar la forma en que las empresas manejan sus operaciones logísticas.
1. Mejora en el seguimiento de la fiabilidad del transportista
Con los envíos puntuales y sin daños siendo más críticos que nunca, la fiabilidad del transportista se convierte en un factor decisivo para la rentabilidad de las empresas. La IA acelera la toma de decisiones mediante análisis en tiempo real, evaluando la capacidad de los transportistas en función de datos históricos. Las herramientas avanzadas de IA pueden evaluar reseñas y menciones en redes sociales para construir un perfil de fiabilidad, asegurando que se seleccionen los transportistas más confiables.
2. Pronósticos más precisos y relevantes
La planificación a largo plazo ha demostrado ser un desafío, con datos de años anteriores que a menudo resultan obsoletos. La IA y la automatización de procesos robóticos (RPA) permiten una actualización continua de datos clave, como tarifas de flete y precios del diésel. Al combinar estos datos con tendencias geopolíticas y de ventas, la IA ayuda a los profesionales de la cadena de suministro a anticipar y mitigar riesgos potenciales, optimizando los niveles de inventario y la asignación de recursos.
3. Flexibilidad en la producción y gestión del inventario
La flexibilidad en la producción se ha vuelto esencial, especialmente tras las recientes interrupciones en la cadena de suministro. La IA puede analizar el inventario excedente y buscar alternativas para su uso. Además, los modelos de IA pueden identificar proveedores alternativos y optimizar las fases de abastecimiento para adaptarse a las fluctuaciones en la demanda y la disponibilidad de recursos.
4. La IA como herramienta, no como sustituto
Aunque la IA ofrece enormes ventajas, es crucial mantenerla como una herramienta complementaria y no como un reemplazo de la toma de decisiones humana. Las relaciones sólidas y la comunicación efectiva siguen siendo fundamentales en la cadena de suministro. La IA debe integrarse en los procesos de toma de decisiones para proporcionar apoyo, pero siempre debe estar bajo la supervisión y guía de los profesionales humanos.
La inteligencia artificial está redefiniendo la gestión de la cadena de suministro , ofreciendo soluciones innovadoras para desafíos antiguos y nuevos. Desde la mejora de la fiabilidad de los transportistas hasta la optimización de la producción, la IA puede ser una aliada poderosa en la navegación de un entorno logístico cada vez más complejo
Para garantizar la seguridad adecuada, todos los dispositivos requerirán una protección sólida equitativa, incluidos los dispositivos personales que interactuan con múltiples redes.
Los consumidores en línea alrededor del mundo están comprando en mercados digitales y minoristas internacionales, y dependen más de dispositivos digitales con opciones de entrega alternativas.
Cada decodificador tiene contenido educativo almacenado precargado y 5GB de internet que mensualmente serán recargados para uso y consumo de los contenidos del programa Hogar Conectado.
De acuerdo con la Delegación de la Canacar, se tienen más de 6 mil 500 unidades de 169 empresas afiliadas. Desde aquí se maneja 74% de la carga consolidada de la región y 9% del total nacional.
What the thick glasses doctor said was reasonable, and it sounded very similar.Yu Haiting s heart skipped a beat. Just now Du Heng solved the problem that trapped him with just two medicines, and he was very impressed.
Good morning. The two of them separated, but both of them lost their smiles.The chat was very lively. Well, someone came in through the door.
Is it really worthwhile to save two days of taking medicine Buying medicine and drinking it may make people feel a little uncomfortable, but three or four days is enough.Where does the confidence come from What a quack I have been scolding quacks and liars, but I never thought that the biggest quack would be my brother.
So the patient must continue to take the medicine and must not stop.Du Heng walked into the old secretary s room in twos and twos, and when he raised his hand to diagnose his pulse, he realized that something was wrong.
Do you think his future is just as a junior doctor in the health center Wang Zhenzhen took Gong Daoyang s arm and held her tightly in her Can You 2ip Bring Cbd Gummies On A Flight Aboz arms.This period of time has tortured me quite a lot. Every time I want to go to the hospital, I can t find the time.
After that, he looked at Du Heng and asked, Doctor Du, are you looking at this Du Heng turned to Doctor Hou next to him, Did the patient take any medicine this morning Yes, it was the prescription you prescribed last night.Brother, did you and Li Na Ting quarrel after get off work yesterday Du Heng was shaken uncomfortably, and he opened his eyes and looked forward, No, where did you hear that we quarreled Wu Buwei chuckled.
Du Heng said as he found Pei Jihua s information on the system.mainly clearing fire and resolving phlegm. Brother Gong s main problem is sleep, so he should use Jiabao Wendan Decoction.
Du Heng also noticed it and said, Let s Where To E4l5bt90s Purchase Cbd Gummies K6xy go and talk in my office.Du Heng glanced at Zhao Xinfang s forehead, and it was only at this time that he paid attention to his injuries.
Du Heng looked at the hung up phone and laughed. His classmate s temper didn t seem to have changed at all, he was still as fiery as ever.Wang Zhenzhen He waved his hand and asked Du Heng to go about his business.
He turned around and looked directly at Du Heng, If you really go with her, I will kill you and then get married with your memorial tablet.But these are understandable, at least they are related to the work of the health center.
Wang Shuqiu smiled and watched their uncle and nephew playing around.When they saw Du Heng come in, they were both smiling, Dr.
Thank you. My brother, why are you so polite I have something else I want to ask you for a favor.She reached out and held it in her hand, then walked towards Zhao Xinyuan, You really think that everyone is your father and has to pamper you, right You re a loser.
I m not sore anymore. Then you prescribe some medicine.The yang qi of the spleen and kidneys is weakened and cannot resolve dampness.
He just didn t want to show it in front of this woman.So this morning, there was nothing wrong with the medical treatment, but this method was definitely not good.
If not, would the medicine be useless Why don t we have it here Cannon armor beads are made from the scales of dace carp, which is the pangolin.But Is M2h2 Lucanna Farms Cbd Gummies A Scam A Comprehensive Review Jqtmw Biri after using Huoxiang Zhengqi Water, the patient s condition actually got a little worse.
Eat some food, drink tea, loosen your belt, go to the toilet, and then come back ready to fight again.Xu Pinglin didn t say any more. Seeing that Bao Mi s doubts were dispelled, he smiled and said, Xiao Bao, please push your father outside to wait for me.
Du Heng s eyes suddenly lit up. Yes, there are village doctors in each village.
He told Tan Su who was behind him to hurry up, and with a slight movement of the fingers of his right hand, his spiritual power accelerated and he was in front of Yan er.Just like in the previous battle, the two still did not hesitate to face each other, and their long swords and Lily fans met.
The palm of her hand suddenly touched the heat of his hand, she subconsciously withdrew her hand and said angrily Tales of silver He laughed softly at her slightly gritted teeth, and then slowly took some taels of silver from his sleeve.As he spoke, his tone became more and more aggrieved.
It disappeared from Tan Su s sight for a while.He who was left still looked at the place where she left, raised his hand and gently stroked his lips with the curled index finger, and a little Experience V71gg The Bliss Of Cbd Bloom Gummies Unlocking The Secrets To A Calmer Happier You U5bt blood spread on his finger.Gu Shuhuai, the second son of the orphan, looked at the two people on the stage at the moment, with some disdain for Su Mu in his eyes, and said to him on the stage Tsk, what a coward.
She thought about it when her senior brother brought people into the critical At first, she thought that she had sent back the two children, which caused the senior brother to bring Meng Xun and Su Yan er into a critical situation, but the turmoil of the demon clan later made it impossible for her to investigate further.
Suddenly bumping into the other party s narrow line of sight, she panicked and flushed, and quickly squatted down.What the master meant was that he couldn t control the sword in the bamboo forest and didn t let him be stupid at this time.
Baby, what they care about most is their Gt0hcf5 Blackberry Cbd Gummies V8y2 children, whether they are sons, daughters or grandchildren.The author has something to say OOC is not responsible for the small Cbd Gummies Subscription Pdd3 Jummj14b9 theater Master Is that how you are so obedient Disciple I listen to Master for everything I want, and I can t get you at all.
You take revenge, if you find out that the enemy is indeed true, for The teacher will help the disciples seek justice.I think you know better than everyone else whether it was eating by mistake.
Yu Liao restrained the urge to give her a slap, and the more she talked, the more disgusting she became.When Tan Su arrived, he bowed his hands slightly and saluted, called his father, and then said nothing.
Therefore, the clothes of the monks and ordinary people on the street were clear at a glance, and Yu Liao also found out that this place is in the east, and the streets are full of traffic.What he was asking for was Master s sight, and besides, a hug from Master last night was worth thousands of gifts.
The whole process on the stage below made Yu Liao above couldn t help laughing out loud.All the people in the room guarded the woman on the bed, all of them looked nervous and expectant, they almost fell on the bed.
Du Heng quickly asked, What s the reason Hereditary epilepsy, it is said that my aunt s family has a history of hereditary disease.Row. The courtyard gate is also a specially made large iron gate painted green.
At the same time, we only do it once every other day, so it will not cause any damage to your father s skin.Du take a look at you. Just take a look at you and you will be fine.
Is this okay Du Heng sighed, We have treated Is Dwrdfcz4 Purekana Cbd Gummies Legit A Comprehensive Review Of Their Cbd Products X1r4 so many patients with stroke and paralysis, you think this is okay Wu Buwei was a little stunned and didn t know how to answer.Du Heng felt that it was useless to leave these things, so he did not stop him and asked him to repack them and take them away.
She picked up the bag and took a look at it curiously, Uncle, what are you looking at It s all packed.But it was not the hospital that took the main responsibility, but the emergency doctor and Du Heng at the time.
Du Heng pursed his lips and looked at the neatly arranged people standing, Okay.Aunt Li, Aunt Li, yes, yes, I m calling you. Why are you here to join in the fun Didn t I just check you last Monday Go back quickly and stop joining in the fun.
The third meeting was even more outrageous. They asked me to go to their workplace for medical treatment.When the results are directly announced next time, you guys can t wait until now.
Du Heng chuckled, turned to Wu Buwei and said, Buwei, remember to wait until next week.As for not knowing the address, that is nothing. Zhao Xinyuan is studying at the Medical College of Jinda University, so first look for the school and then his classmates.
Who is willing to pay tens of thousands more, let alone not yet.Du Heng really didn t care. If you can be optimistic about it, it is indeed a show off thing.
At this time, everyone turned their heads to this senior brother, Brother, do you know this senior The classmate Vigor Vita Cbd Gummies Shark Tank A 7fxr Comprehensive Review Psznj 4t6p touched his head in embarrassment, I don t know.he knows better than anyone what his drinking capacity is.
Du Heng sighed. In recent times, after his level has improved, he has seen the different experiences of many patients.Why do they want money this time Zhao Xinfang glanced disdainfully, The two said that their good son had found a particularly reliable relationship, and as long as three With 10,000 yuan, he can enter the province.
Zhou over there smiled softly and said, Doctor Du, can you believe me You don t need to come over and leave it all to me.After a while, the towel in her hand actually felt like water.
It s really hard to accept that a little person had a nosebleed, but ended up having to cut his lungs to save his life.Since the body can withstand it, severe illnesses must be treated with strong medicines and forceful attacks.
There are a lot of books to read, right I can read.Wang Juguo stopped knocking on the door and walked back with his hands behind his back, Which field are you going to It seems to be the cornfield downhill.
I ll call my mother and let her know. My mom will send some.Just like the patient s question just now, asking where the medicine came from, is it asking how it was obtained That s definitely not the case.
The people behind him were all considered normal, and several of them were hemiplegic in a row.Why are you still worried I m not worried about whether they will be fine, but about their attitude in doing this.
Du Heng slowed down the car slightly and said with a hint of melancholy, People here generally don t go to big hospitals until they are sick and can t bear it, and when they are about to die, they basically don t go to big hospitals.
Du Heng said doubtfully, They have children, and they have two sons.Yes, you also know that they don t go together, so these two medicines are not in the prescription, but are taken out separately, used as granules alone, and made into tea directly.
As soon as he entered the door, Alpha Labs Wjgi Cbd Me Gummies Reviews H9um Du Heng heard the words of a family member, And after finishing this moxa stick, I think there will be burns.He glanced at his wife, who was still angry, and followed Wu Buwei out obediently.
With one sentence, the air froze for an instant, and Fan Jimin also heard that The drop in his voice.When the pain is severe, I feel like It looks like it s about to break.
Deng Jia swallowed hard and spit. How can such a person be allowed to perform internal and external inversion surgery safely when the cervix has been opened and the amniotic fluid has flowed out Such a person should be admitted to the obstetrics and gynecology department and then welded to death in the delivery room so that he can be an obstetrician.
But they could only quickly appease the patients and their families.Li Qiuhua s son screamed so loudly that Yu Haiting, Wu Buwei and others from the office all ran out.
Even if Dong Yuezhang said just now that there was a factory willing to rent, Du Heng believed that the rent would not be that high.Okay, uncle. The speed with which he changed his face was extraordinary.
You take the lead during the day, and the doctors and nurses on duty at night are responsible.But when Du Heng heard these words, he felt uncomfortable.
Okay. With the matter resolved like this, everyone is happy.I want you to be my assistant for a day tomorrow. See if you can change your time.
You ve been here for ten minutes, what do you think If you are really busy, go and check Tingting s things to see if they are all packed and if there are any omissions.When Du Heng went to work the next day, he was still thinking about Zhu Fanmin s appearance when he left.
There are so many classics on Chinese medicine, and he only started studying Chinese medicine when he was in college.After another minute or two, Xiaoying was able to stand up completely and was awake.
Seeing that they were about to express their gratitude, Du Heng quickly dissuaded them, Stop saying thank you and eat quickly.I bought it first and then talked about it. Forget it if you don t buy a house, you have to buy a new car anyway.
The nurses responsible for registration and queuing know best whether there are patients in the clinic.It s like this. People have been looking for me in the past two days and want to send people in.