Run item
gemini · Trengo · question_index=3
Question
Discover tools that improve response times for customer support inquiries.
Answer
To improve response times for customer support inquiries, several types of tools leverage automation, streamline communication, and provide quick access to information:
* **Live Chat Software** allows businesses to engage with customers in real-time on their websites or apps, significantly reducing response times compared to email or phone. These tools often include features such as pre-written responses (canned responses), real-time typing views, and integration with other communication channels like SMS and social media. Examples include Zendesk, Tidio, LiveAgent, LiveChat, tawk.to, Kayako, Freshchat, Intercom, and Re:amaze.
* **Chatbots and AI Assistants** can provide instant, 24/7 support by automatically answering frequently asked questions (FAQs) and handling routine queries. This frees up human agents to focus on more complex issues. Many integrate with live chat platforms and can learn from user interactions to improve over time. Notable examples include Zendesk's AI-powered live chat and Answer Bot, Tidio's Lyro AI Agent, Chatwoot's AI assistant (Captain/Co-Pilot), and Intercom's Fin AI Agent.
* **Knowledge Base Software** centralizes information, providing a self-service option for customers to find answers independently and equipping support agents with quick access to accurate information. A well-organized knowledge base can significantly reduce the number of tickets and the time agents spend searching for solutions. Many help desk and live chat solutions include integrated knowledge base features, such as Zendesk and LiveChat.
* **Help Desk Software with SLA Management** streamlines ticket management by consolidating customer inquiries from various channels into one system. Key features that improve response times include automated ticket routing based on urgency or department, prioritization of critical issues, and the ability to configure Service Level Agreements (SLAs) with automated escalations if response times are not met. Examples include Zendesk, LiveAgent, Freshdesk, Zoho Desk, Kustomer, Intercom, and ManageEngine's ServiceDesk Plus.
* **CRM Systems with Automation Features** help track customer interactions and manage support tickets, often including workflow automation to score leads, assign inquiries to the appropriate team members, and suggest responses. This holistic view of customer data enables more personalized and efficient support. Popular CRM platforms with strong automation capabilities for customer service include HubSpot CRM, Zoho CRM, Salesforce, and FreshSales.
Citations
No citations found.
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"end_index": 2554,
"part_index": null,
"start_index": 2417,
"text": "Popular CRM platforms with strong automation capabilities for customer service include HubSpot CRM, Zoho CRM, Salesforce, and FreshSales."
}
}
],
"retrieval_metadata": null,
"retrieval_queries": null,
"search_entry_point": {
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href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE9a4azFxJA-eXhJs9_typ7PoZjiO-4WUQ11KwM26JCch3E-U-uQbonBANnxufJcDoVygoNSAqLy0xxuzHYhpD6fr_caPmB6Pu4JeiTHqAopD50gLvXV6wrjHSwQ6ApRq0t0olUNRJorL1fqSX20MDVsT1ngjjK_vxZFHYJlsjeReY55__AsHwMSYXiiHiZBTpQclu9a5mEdf5VcCxw3uvVPxwIRViF8xo8TA==\"\u003elive chat software for customer service\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEtq0bwpvkPNxBGaG-N4NrHSkedOdKXqvvyP0pvVdqTPYris-JCfQ8nhBQRO6HIPdE-6UO_0a56YgX3ukUNpz6rTFvum-bJqynXcsOuib-bEt8jFJa9Tlq9BURol7S8UcBhcSUucCcMJEDpCGuPb7aOQZQgaD_EQE3Vz-mr5USOepXNdtYDQ6GMgBapZChFTmXrt1S-V8Lj_iP8R6MxKZMa3OuTZHD14BAWnJQ=\"\u003eCRM with automation for customer support\u003c/a\u003e\n \u003ca class=\"chip\" href=\"https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHIIEQ-roJJGR9gmlv8cPcJabRondzelAV0lAgnUvUKDcVCBtD2uElkSZMd-ccznXy0Z300o9VRXYtvzRXB9IBh04wV1GbuDNYl2LLos5r-klDS43AfK1YEWCCVmrDyVD8AtFjenV91D2qHfeP0hsDw-u4GopARsQCYWNZMTRIc9TwJv5eD4-U9_tgAxcQ-K71thcSdxwXtgIvWNc4n5i6AtRWY53Yi9PS73cH8ocplnKTS\"\u003ehelp desk software SLA management fast response\u003c/a\u003e\n \u003c/div\u003e\n\u003c/div\u003e\n",
"sdk_blob": null
},
"source_flagging_uris": null,
"web_search_queries": [
"tools to improve customer support response times",
"live chat software for customer service",
"chatbot for customer support response time",
"knowledge base software customer service",
"CRM with automation for customer support",
"help desk software SLA management fast response"
]
},
"index": 0,
"logprobs_result": null,
"safety_ratings": null,
"token_count": null,
"url_context_metadata": null
}
],
"create_time": null,
"model_version": "gemini-2.5-flash",
"parsed": null,
"prompt_feedback": null,
"response_id": "5LeMabauIPrGxN8P6bXAkQ0",
"sdk_http_response": {
"body": null,
"headers": {
"alt-svc": "h3=\":443\"; ma=2592000,h3-29=\":443\"; ma=2592000",
"content-encoding": "gzip",
"content-type": "application/json; charset=UTF-8",
"date": "Wed, 11 Feb 2026 17:09:56 GMT",
"server": "scaffolding on HTTPServer2",
"server-timing": "gfet4t7; dur=9516",
"transfer-encoding": "chunked",
"vary": "Origin, X-Origin, Referer",
"x-content-type-options": "nosniff",
"x-frame-options": "SAMEORIGIN",
"x-xss-protection": "0"
}
},
"usage_metadata": {
"cache_tokens_details": null,
"cached_content_token_count": null,
"candidates_token_count": 548,
"candidates_tokens_details": null,
"prompt_token_count": 53,
"prompt_tokens_details": [
{
"modality": "TEXT",
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}
],
"thoughts_token_count": 569,
"tool_use_prompt_token_count": 205,
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{
"modality": "TEXT",
"token_count": 205
}
],
"total_token_count": 1375,
"traffic_type": null
}
},
"request_payload": {
"input": {
"contents": "You are answering a user query. Be concise but helpful.\nIf you mention products or brands, be specific.\nDo not invent facts. If unsure, say you are unsure.\n\n\nUser query: Discover tools that improve response times for customer support inquiries.",
"model": "gemini-2.5-flash"
},
"model": "gemini-2.5-flash",
"provider": "gemini"
},
"retry_policy": {
"base_backoff_s": 0.6,
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"timeout_s": 60
},
"usage": {
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"pricing_source": "local_price_table_v1",
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},
"usage_raw": {
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{
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{
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}
],
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}
}
What was sent to the model?
{
"input": {
"contents": "You are answering a user query. Be concise but helpful.\nIf you mention products or brands, be specific.\nDo not invent facts. If unsure, say you are unsure.\n\n\nUser query: Discover tools that improve response times for customer support inquiries.",
"model": "gemini-2.5-flash"
},
"model": "gemini-2.5-flash",
"provider": "gemini"
}
Error json
null