{"id":31455,"date":"2026-06-24T06:40:37","date_gmt":"2026-06-24T06:40:37","guid":{"rendered":"https:\/\/salesgroup.ai\/?p=31455"},"modified":"2026-06-24T06:40:45","modified_gmt":"2026-06-24T06:40:45","slug":"kiedy-sztuczna-inteligencja-powinna-przekazac-klienta-czlowiekowi","status":"publish","type":"post","link":"https:\/\/salesgroup.ai\/pl\/when-should-ai-hand-a-customer-to-a-human\/","title":{"rendered":"Kiedy sztuczna inteligencja powinna przekaza\u0107 klienta cz\u0142owiekowi?"},"content":{"rendered":"

When Should AI Hand a Customer to a Human? Picture this. A customer contacts your business with a problem. They explain it to your chatbot. The bot gives the wrong answer. They rephrase. Another wrong answer. They try again. Still nothing useful. By the time they finally reach a real person, they have already decided to leave.<\/p>\n\n\n\n

The problem was not the chatbot. The problem was that nobody told it when to stop and call for help.<\/p>\n\n\n\n

Your AI does not need to handle everything. It just needs to know when it should not.<\/p>\n\n\n\n

In this article, we will walk you through exactly when AI should hand a customer to a human, how to make that handoff feel seamless, and how Salesgroup helps businesses build AI systems that know when to step aside.<\/p>\n\n\n\n

Handing Off Is Not a Failure<\/h2>\n\n\n\n

Many businesses treat eskalacja<\/a> as a bad metric, something to be reduced at all costs. So they build longer bot flows, add more scripted responses, and keep customers stuck in automation well past the point of frustration.<\/p>\n\n\n\n

This thinking gets it backwards.<\/p>\n\n\n\n

A well-timed handoff is a sign that your system is working. The failure is not the handoff. The failure is making customers wait too long for one, or never offering it at all.<\/p>\n\n\n\n

Think of a good receptionist. They answer what they can and quickly route everything else to the right person. Nobody calls that a failure. They call it good service. Your AI should work the same way.<\/p>\n\n\n\n

Kiedy sztuczna inteligencja powinna przekaza\u0107 klienta cz\u0142owiekowi?<\/h2>\n\n\n\n

1. The Customer Asks for a Human<\/h3>\n\n\n\n

This one is simple, but businesses get it wrong constantly.<\/p>\n\n\n\n

The moment a customer says “I want to speak to a person” or “Can I talk to someone,” the chatbot should stop and make that happen immediately. No extra questions. No one more attempt. Just a smooth, fast transfer.<\/p>\n\n\n\n

Customers who ask for a human have already decided the bot cannot help them. Delaying or ignoring that request does not save the conversation. It ends it.<\/p>\n\n\n\n

Salesgroup’s AI <\/a>recognizes these requests instantly, across different phrasings, and routes the customer to a live agent without any back and forth.<\/p>\n\n\n\n

2. The Bot Has Failed to Answer the Same Question Twice<\/h3>\n\n\n\n

Ka\u017cdy czatbot<\/a> will eventually hit a question it cannot answer well. That is expected. What is not acceptable is letting it fail three, four, five times before doing anything about it.<\/p>\n\n\n\n

A simple rule: if the bot has given an unhelpful response twice in a row, the third attempt should go to a human. No customer should have to rephrase the same question more than twice.<\/p>\n\n\n\n

Modern AI tracks confidence scores internally. When that score drops below a reliable threshold, the AI should recognize it is out of its depth and hand over rather than keep guessing.<\/p>\n\n\n\n

At Salesgroup, escalation triggers are built directly into the conversation design. After two failed responses, the system automatically transitions to a human agent with the full conversation context already passed across.<\/p>\n\n\n\n

3. The Customer Is Frustrated or Upset<\/h3>\n\n\n\n

A agent ludzki <\/a>can read emotion. They notice when a tone shifts, when messages get shorter and sharper, when patience is running out. They adjust.<\/p>\n\n\n\n

Most basic chatbots cannot do this. They keep responding cheerfully with scripted answers while the customer is getting more and more frustrated, which makes everything significantly worse.<\/p>\n\n\n\n

Advanced AI uses sentiment analysis to monitor emotional tone in real time. When a customer starts typing things like “this is useless” or “nobody ever helps me,” that is a signal. The AI should escalate immediately, not after two more failed attempts.<\/p>\n\n\n\n

Salesgroup’s platform includes real-time sentiment detection built into every conversation flow. The moment frustration is detected, the handoff is triggered before the customer reaches a breaking point.<\/p>\n\n\n\n

4. The Issue Involves Sensitive Information or Money<\/h3>\n\n\n\n

There are conversations a chatbot should never try to handle alone. Billing disputes. Fraud concerns. Large refunds. Account security issues. Anything involving private data or significant financial decisions.<\/p>\n\n\n\n

These situations require authority, accountability, and trust. Even if the AI could technically answer the question, customers want a human being responsible for the response. Research from Freshworks confirms this clearly: even when AI is capable of resolving an issue, customers still want a human for anything involving sensitive data or significant money.<\/p>\n\n\n\n

One mishandled billing dispute handled entirely by a bot can become a public complaint that reaches far more people than just that one customer.<\/p>\n\n\n\n

Salesgroup helps businesses define the sensitive topics that should always go directly to a human, and we build those triggers in from day one so these conversations never get stuck in automation.<\/p>\n\n\n\n

5. The Customer Is a High-Value Account<\/h3>\n\n\n\n

Not every customer carries the same weight. A long-term client spending significantly with your business should never be sitting in a standard chatbot queue.<\/p>\n\n\n\n

VIP customers expect a different level of service. When they do not get it, they are also the most likely to leave quietly and take their business to a competitor who treats them better.<\/p>\n\n\n\n

Your chatbot can greet a high-value customer by name, acknowledge their account status, and route them immediately to a senior agent or dedicated account manager with a full context summary ready. That kind of experience builds loyalty. Keeping your best clients in a standard bot queue destroys it.<\/p>\n\n\n\n

Salesgroup sets up tiered escalation systems<\/a> that automatically identify priority accounts and route them accordingly, so your best clients always feel like your best clients.<\/p>\n\n\n\n

6. The Conversation Has Gone Off Script<\/h3>\n\n\n\n

Every chatbot is built around expected flows. FAQs, booking requests, support questions. But customers do not always stay on script. They combine multiple issues in one message. They ask something the bot was never trained for. They need a decision that requires real judgment.<\/p>\n\n\n\n

When this happens, the AI needs to recognize it quickly. Forcing the conversation back into a structured flow when it clearly does not fit makes customers feel handled rather than helped.<\/p>\n\n\n\n

The right move is simple. The bot acknowledges clearly that a team member will be better placed to help, and it makes the handoff immediately. No guessing. No forcing a scripted response onto an unscripted situation.<\/p>\n\n\n\n

7. The Conversation Happens Outside Business Hours<\/h3>\n\n\n\n

Your chatbot runs around the clock. Your human team does not. This gap needs a clear strategy.<\/p>\n\n\n\n

During business hours, escalations go to live agents<\/a> quickly. After hours, the same handoff cannot happen in real time, and pretending it can is one of the worst things a chatbot can do.<\/p>\n\n\n\n

Outside working hours, your chatbot should collect the customer’s details, summarize the issue clearly, give an honest expectation for follow-up, and make sure all of that is ready for the right team member first thing in the morning. Customers can accept waiting. They cannot accept being misled.<\/p>\n\n\n\n

Salesgroup builds time-aware escalation workflows so your chatbot always behaves appropriately for the hour, and your team always arrives to organized, contextualized escalations ready to be resolved.<\/p>\n\n\n\n

What a Good Handoff Actually Looks Like<\/h2>\n\n\n\n

Getting the timing right is only half the job. The handoff itself needs to feel smooth.<\/p>\n\n\n\n

A good handoff starts with the chatbot acknowledging clearly and warmly that a team member is stepping in. Not “Sorry, I cannot help with that.” Instead, something like: “Let me connect you with someone from our team who can sort this out for you right now.”<\/p>\n\n\n\n

The full conversation history, account details, issue summary, and reason for escalation all transfer to the human agent automatically, before they type a single word. The agent then opens the conversation by showing they are already up to speed, so the customer never has to repeat themselves.<\/p>\n\n\n\n

Research shows that the moment a customer has to repeat their problem after a handoff, trust drops sharply. When the agent shows they already have full context, satisfaction improves significantly, even when the original bot experience was poor.<\/p>\n\n\n\n

Salesgroup builds warm handoffs as standard. The conversation feels like one continuous experience, not two separate ones.<\/p>\n\n\n\n

The Metrics That Tell You If Your Handoffs Are Working<\/h2>\n\n\n\n

You cannot improve what you do not measure. Here are the four numbers that matter most.<\/p>\n\n\n\n

    \n
  • Tw\u00f3j escalation rate<\/strong> shows how often the bot is reaching its limits. A very low rate is not always good. It can mean customers are getting stuck when they should have been escalated much earlier.<\/li>\n\n\n\n
  • Tw\u00f3j resolution rate after handoff<\/strong> shows how quickly agents are closing escalated conversations. Long handle times usually mean agents are not receiving enough context from the bot at the point of transfer.<\/li>\n\n\n\n
  • Tw\u00f3j repeat contact rate<\/strong> shows how many customers come back with the same problem. High repeat contact usually means an issue should have been escalated the first time but was not.<\/li>\n\n\n\n
  • Tw\u00f3j customer satisfaction score after escalation<\/strong> is the most direct read on whether your handoffs are landing well. A smooth handoff should produce strong satisfaction scores even on difficult issues.<\/li>\n<\/ul>\n\n\n\n

    Salesgroup provides a simple real-time dashboard covering all of these metrics in one place, so you always know exactly where your handoff system is performing and where it needs attention.<\/p>\n\n\n\n

    Wniosek<\/h2>\n\n\n\n

    There is a version of AI that tries to handle everything, traps customers in loops, and only escalates after trust has already been damaged. That version costs businesses customers every single day.<\/p>\n\n\n\n

    There is another version that knows its role clearly. It handles what it is built for, and the moment a situation calls for a human, it steps aside, passes everything the agent needs, and makes the customer feel like they have been in good hands all along.<\/p>\n\n\n\n

    That second version is not harder to build. It is just built with a better strategy.<\/p>\n\n\n\n

    At Salesgroup, this is exactly what we deliver. Our AI is built to detect frustration before it becomes anger, recognize when human judgment is needed, and transfer full context so no customer ever has to repeat themselves.<\/p>\n\n\n\n

    Whether you are setting up AI for the first time or you have a system that is losing customers at the handoff point, Salesgroup has the tools and the team to help you get it right.<\/p>\n\n\n\n

    Because the goal was never to replace your people. It was always to make sure every customer gets the right help, from the right source, at the right time. Sign up on Salesgroup today!!!<\/p>","protected":false},"excerpt":{"rendered":"

    When Should AI Hand a Customer to a Human? Picture this. A customer contacts your business with a problem. They explain it to your chatbot. The bot gives the wrong answer. They rephrase. Another wrong answer. They try again. Still nothing useful. By the time they finally reach a real person, they have already decided […]<\/p>\n","protected":false},"author":7,"featured_media":31456,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[1],"tags":[],"class_list":["post-31455","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-chatbot"],"jetpack_featured_media_url":"https:\/\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/When-Should-AI-Hand-a-Customer-to-a-Human.png","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":31439,"url":"https:\/\/salesgroup.ai\/pl\/common-mistakes-businesses-make-with-chatbots\/","url_meta":{"origin":31455,"position":0},"title":"Najcz\u0119stsze b\u0142\u0119dy pope\u0142niane przez firmy w przypadku chatbot\u00f3w w 2026 roku","author":"Faith Adeoti","date":"22 czerwca, 2026","format":false,"excerpt":"What are the common mistakes businesses make with chatbots in 2026? Let's talk about it. Imagine you spent money setting up a chatbot. You were told it would save time, reduce pressure on your team, and help customers get answers faster. And for a while, it felt like the right\u2026","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"Common mistake businesses make with chatbots in 2026","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/Common-mistake-businesses-make-with-chatbots-in-2026.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/Common-mistake-businesses-make-with-chatbots-in-2026.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/Common-mistake-businesses-make-with-chatbots-in-2026.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/Common-mistake-businesses-make-with-chatbots-in-2026.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2026\/06\/Common-mistake-businesses-make-with-chatbots-in-2026.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":8399,"url":"https:\/\/salesgroup.ai\/pl\/ai-chatbots-common-myths-debunked\/","url_meta":{"origin":31455,"position":1},"title":"CHATBOTY Z AI: OBALONE POPULARNE MITY\u00a0","author":"noah","date":"16 wrze\u015bnia, 2024","format":false,"excerpt":"Chatboty oparte na sztucznej inteligencji (AI) szybko sta\u0142y si\u0119 niezb\u0119dnymi narz\u0119dziami w cyfrowym krajobrazie, rewolucjonizuj\u0105c spos\u00f3b interakcji firm z klientami. Jednak pomimo ich rosn\u0105cej popularno\u015bci, wiele b\u0142\u0119dnych przekona\u0144 wci\u0105\u017c przes\u0142ania ich prawdziwy potencja\u0142. Od w\u0105tpliwo\u015bci co do ich zdolno\u015bci do anga\u017cowania u\u017cytkownik\u00f3w, po za\u0142o\u017cenia, \u017ce s\u0105 przeznaczone wy\u0142\u0105cznie dla du\u017cych firm \u2013 te mity mog\u0105 powstrzymywa\u0107 firmy\u2026","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"AI chatbots common myths debunked","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/09\/AI-chatbots-common-myths-debunked.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/09\/AI-chatbots-common-myths-debunked.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/09\/AI-chatbots-common-myths-debunked.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/09\/AI-chatbots-common-myths-debunked.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/09\/AI-chatbots-common-myths-debunked.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":7437,"url":"https:\/\/salesgroup.ai\/pl\/what-is-an-ai-chatbot-and-how-can-it-benefit-your-business\/","url_meta":{"origin":31455,"position":2},"title":"Czym jest chatbot AI i jak mo\u017ce przynie\u015b\u0107 korzy\u015bci Twojej firmie","author":"noah","date":"26 sierpnia, 2024","format":false,"excerpt":"Wyobra\u017a sobie cz\u0142onka zespo\u0142u, kt\u00f3ry nigdy nie \u015bpi, nigdy nie robi sobie przerw i jest zawsze gotowy, by precyzyjnie odpowiada\u0107 na zapytania klient\u00f3w \u2013 niezale\u017cnie od pory dnia. Brzmi zbyt pi\u0119knie, \u017ceby by\u0142o prawdziwe? W\u0142a\u015bnie to mo\u017ce zaoferowa\u0107 Twojej firmie chatbot oparty na sztucznej inteligencji. Ci cyfrowi asystenci to nie tylko\u2026","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"What is an AI Chatbot and How can it Benefit your Business","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/08\/What-is-an-AI-Chatbot-and-How-can-it-Benefit-your-Business.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/08\/What-is-an-AI-Chatbot-and-How-can-it-Benefit-your-Business.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/08\/What-is-an-AI-Chatbot-and-How-can-it-Benefit-your-Business.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/08\/What-is-an-AI-Chatbot-and-How-can-it-Benefit-your-Business.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/08\/What-is-an-AI-Chatbot-and-How-can-it-Benefit-your-Business.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":22998,"url":"https:\/\/salesgroup.ai\/pl\/how-to-create-ai-chatbot\/","url_meta":{"origin":31455,"position":3},"title":"Jak stworzy\u0107 chatbota opartego na sztucznej inteligencji: Tw\u00f3rz w\u0142asne darmowe boty w 2026 roku","author":"Victoria","date":"16 maja, 2026","format":false,"excerpt":"Nauka tworzenia chatbota opartego na sztucznej inteligencji (AI) nigdy nie by\u0142a \u0142atwiej dost\u0119pna, a dla firm, kt\u00f3re chc\u0105 zachowa\u0107 konkurencyjno\u015b\u0107, szybko staje si\u0119 konieczno\u015bci\u0105.","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"How to create an ai chatbot","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/10\/How-to-create-an-ai-chatbot.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/10\/How-to-create-an-ai-chatbot.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/10\/How-to-create-an-ai-chatbot.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/10\/How-to-create-an-ai-chatbot.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/10\/How-to-create-an-ai-chatbot.png?resize=1050%2C600&ssl=1 3x"},"classes":[]},{"id":4188,"url":"https:\/\/salesgroup.ai\/pl\/what-is-an-ai-chatbot-and-how-it-can-benefit-your-business\/","url_meta":{"origin":31455,"position":4},"title":"Czym jest chatbot AI i jak mo\u017ce przynie\u015b\u0107 korzy\u015bci Twojej firmie","author":"Khole","date":"24 maja, 2024","format":false,"excerpt":"Do 2026 roku globalny rynek chatbot\u00f3w AI b\u0119dzie wart ponad 15 biliona dolar\u00f3w (TP10 miliard\u00f3w), a 581 biliona dolar\u00f3w (TP40 miliard\u00f3w) firm korzystaj\u0105cych z chatbot\u00f3w odnotuje wzrost sprzeda\u017cy. Niezale\u017cnie od tego, czy prowadzisz ma\u0142y startup, czy rozwijaj\u0105ce si\u0119 przedsi\u0119biorstwo, zrozumienie, czym jest chatbot AI i jak mo\u017ce on przynie\u015b\u0107 korzy\u015bci Twojej dzia\u0142alno\u015bci, nigdy nie by\u0142o wa\u017cniejsze.","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"what is ai chatbot","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/05\/image-1.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/05\/image-1.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/05\/image-1.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2024\/05\/image-1.webp?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":30004,"url":"https:\/\/salesgroup.ai\/pl\/best-ai-chatbot-builder\/","url_meta":{"origin":31455,"position":5},"title":"10 najlepszych narz\u0119dzi do tworzenia chatbot\u00f3w AI na rok 2026 (bez kodu)","author":"Faith Adeoti","date":"17 listopada, 2025","format":false,"excerpt":"Chatbot AI to ju\u017c nie tylko prosta maszyna wysy\u0142aj\u0105ca automatyczne odpowiedzi; to teraz w pe\u0142ni inteligentny asystent, kt\u00f3ry potrafi wykonywa\u0107 skomplikowane zadania, takie jak kwalifikowanie lead\u00f3w sprzeda\u017cowych, umawianie spotka\u0144 i rozwi\u0105zywanie problem\u00f3w klient\u00f3w 24 godziny na dob\u0119, 7 dni w tygodniu. Wyb\u00f3r odpowiedniego narz\u0119dzia jest najwa\u017cniejszy\u2026","rel":"","context":"W \u201eChatbot"","block_context":{"text":"Chatbot","link":"https:\/\/salesgroup.ai\/pl\/category\/chatbot\/"},"img":{"alt_text":"10 Best AI Chatbot Builders","src":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2025\/11\/10-Best-AI-Chatbot-Builder.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2025\/11\/10-Best-AI-Chatbot-Builder.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2025\/11\/10-Best-AI-Chatbot-Builder.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2025\/11\/10-Best-AI-Chatbot-Builder.png?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/salesgroup.ai\/wp-content\/uploads\/2025\/11\/10-Best-AI-Chatbot-Builder.png?resize=1050%2C600&ssl=1 3x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/posts\/31455","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/comments?post=31455"}],"version-history":[{"count":3,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/posts\/31455\/revisions"}],"predecessor-version":[{"id":31461,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/posts\/31455\/revisions\/31461"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/media\/31456"}],"wp:attachment":[{"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/media?parent=31455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/categories?post=31455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/salesgroup.ai\/pl\/wp-json\/wp\/v2\/tags?post=31455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}