[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-55cb6182b54ccf8d-managing-ai-agents-as-first-class-enterprise-ident-summary":3,"summaries-facets-categories":106,"summary-related-55cb6182b54ccf8d-managing-ai-agents-as-first-class-enterprise-ident-summary":5680},{"id":4,"title":5,"ai":6,"body":13,"categories":67,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":72,"navigation":87,"path":88,"published_at":89,"question":69,"scraped_at":90,"seo":91,"sitemap":92,"source_id":93,"source_name":94,"source_type":95,"source_url":96,"stem":97,"tags":98,"thumbnail_url":69,"tldr":103,"tweet":69,"unknown_tags":104,"__hash__":105},"summaries\u002Fsummaries\u002F55cb6182b54ccf8d-managing-ai-agents-as-first-class-enterprise-ident-summary.md","Managing AI Agents as First-Class Enterprise Identities",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",10197,562,2786,0.00339225,{"type":14,"value":15,"toc":61},"minimark",[16,21,25,28,32,35,58],[17,18,20],"h2",{"id":19},"the-shift-from-service-accounts-to-agentic-identities","The Shift from Service Accounts to Agentic Identities",[22,23,24],"p",{},"As organizations increasingly deploy AI agents to perform tasks alongside human employees, existing identity and access management (IAM) systems are struggling to keep pace. NewCore, a cybersecurity startup that recently emerged from stealth with $66 million in funding, argues that traditional identity providers—designed for human users—are ill-equipped to handle the scale and complexity of autonomous software workers.",[22,26,27],{},"Rather than treating AI agents as static service accounts or machine credentials, NewCore proposes that agents should be managed as \"first-class identities.\" This approach provides agents with their own distinct permissions, lifecycle management, and revocation mechanisms, ensuring that as AI agents begin to outnumber human employees in tech-forward organizations, they remain governed and secure.",[17,29,31],{"id":30},"technical-architecture-and-oversight","Technical Architecture and Oversight",[22,33,34],{},"NewCore’s platform is built from the ground up to integrate human and AI-agent identities into a unified system. Key technical features include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Split-Key Architecture:"," A security model that divides critical identity credentials between the customer and the platform to eliminate single points of compromise.",[39,47,48,51],{},[42,49,50],{},"Agentic Skill Integration:"," A package that allows coding assistants (such as Claude Code, OpenAI’s Codex, and Cursor) to access enterprise systems using managed identities, removing the need for manually distributed, insecure credentials.",[39,53,54,57],{},[42,55,56],{},"Human-in-the-loop Oversight:"," A mobile application that enables human managers to grant, review, and revoke access for AI agents in real-time, providing a necessary layer of control over autonomous systems.",[22,59,60],{},"By moving away from legacy identity frameworks, NewCore aims to provide the guardrails necessary for enterprises to scale their AI workforce without compromising their security posture.",{"title":62,"searchDepth":63,"depth":63,"links":64},"",2,[65,66],{"id":19,"depth":63,"text":20},{"id":30,"depth":63,"text":31},[68],"AI Automation",null,"md",false,{"content_references":73,"triage":82},[74,79],{"type":75,"title":76,"url":77,"context":78},"tool","NewCore","https:\u002F\u002Fnewcore.com\u002F","mentioned",{"type":75,"title":80,"url":81,"context":78},"Devin","https:\u002F\u002Ftechcrunch.com\u002F2025\u002F07\u002F11\u002Fgoldman-sachs-is-testing-viral-ai-agent-devin-as-a-new-employee\u002F",{"relevance":83,"novelty":84,"quality":83,"actionability":84,"composite":85,"reasoning":86},4,3,3.6,"Category: Business & SaaS. The article discusses a new approach to identity management for AI agents, addressing a specific pain point of managing autonomous software workers in enterprises. It presents some novel technical features but lacks detailed actionable steps for implementation.",true,"\u002Fsummaries\u002F55cb6182b54ccf8d-managing-ai-agents-as-first-class-enterprise-ident-summary","2026-06-15 13:00:00","2026-06-16 12:57:00",{"title":5,"description":62},{"loc":88},"55cb6182b54ccf8d","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F06\u002F15\u002Fai-agents-are-becoming-employees-newcore-emerges-with-66m-to-give-them-identities\u002F","summaries\u002F55cb6182b54ccf8d-managing-ai-agents-as-first-class-enterprise-ident-summary",[99,100,101,102],"saas","ai-agents","security","identity-management","NewCore has raised $66M to provide a dedicated identity and access management platform for AI agents, treating them as autonomous employees rather than simple service 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It allows developers to search for existing assets and provides code snippets for immediate integration via the ADK.",[39,5779,5780,5783],{},[42,5781,5782],{},"Agent Development Kit (ADK):"," An open-source framework that simplifies the orchestration of sub-agents and tools. It allows developers to define agents and connect them to registered MCP servers with minimal boilerplate code.",[39,5785,5786,5789],{},[42,5787,5788],{},"Agent Identity & Security:"," Utilizing SPIFFE-based standards, every agent is assigned a unique identity tied to its lifecycle. This ensures granular permission management, replacing insecure shared service accounts. A secure credentials vault manages API keys and OAuth 2.0 tokens, allowing developers to focus on logic rather than secret management.",[17,5791,5793],{"id":5792},"transforming-apis-with-spec-boost","Transforming APIs with Spec Boost",[22,5795,5796,5797,5800],{},"Many enterprise APIs lack the rich, accurate specifications required for reliable agent interaction, leading to hallucinations or failures. The ",[42,5798,5799],{},"Spec Boost"," feature automates this process:",[5802,5803,5804,5810,5816],"ol",{},[39,5805,5806,5809],{},[42,5807,5808],{},"Generation:"," It analyzes API logs to generate accurate specifications from scratch.",[39,5811,5812,5815],{},[42,5813,5814],{},"Optimization:"," It uses Gemini to refine existing specs, making them more \"agent-readable\" and human-readable.",[39,5817,5818,5821],{},[42,5819,5820],{},"Governance:"," It allows for diffing and merging production traffic against existing documentation, ensuring that specs remain live and accurate without manual overhead.",[22,5823,5824],{},"Once generated, these APIs can be converted into MCP servers with a single click, making them instantly discoverable and usable by other agents in the registry.",[17,5826,5828],{"id":5827},"real-world-application-multi-agent-orchestration","Real-World Application: Multi-Agent Orchestration",[22,5830,5831],{},"Klook, a travel experience platform, implemented this architecture to automate supply research. By adopting a multi-layer orchestrator pattern, they replaced manual, multi-day research workflows with an autonomous agentic system. Their approach uses:",[36,5833,5834,5840,5846],{},[39,5835,5836,5839],{},[42,5837,5838],{},"Orchestrator Sub-agents:"," Dedicated agents for specific tasks (e.g., social media analysis, internal booking data evaluation) that run in parallel, preventing context anxiety.",[39,5841,5842,5845],{},[42,5843,5844],{},"Reusability:"," By publishing agents to the registry, Klook ensures that a tool built for one department (e.g., supply research) can be repurposed for another (e.g., voice of customer analysis).",[39,5847,5848,5851],{},[42,5849,5850],{},"Outcome:"," The system reduced research time from days to hours, allowing business development teams to focus on high-value merchant negotiations rather than data processing.",{"title":62,"searchDepth":63,"depth":63,"links":5853},[5854,5855,5856,5857],{"id":5758,"depth":63,"text":5759},{"id":5765,"depth":63,"text":5766},{"id":5792,"depth":63,"text":5793},{"id":5827,"depth":63,"text":5828},[68],{"content_references":5860,"triage":5870},[5861,5864,5866,5868],{"type":75,"title":5862,"context":5863},"Agent Development Kit (ADK)","recommended",{"type":75,"title":5865,"context":5863},"Model Context Protocol (MCP)",{"type":75,"title":5867,"context":78},"Gemini",{"type":75,"title":5869,"context":78},"Apigee",{"relevance":5729,"novelty":83,"quality":83,"actionability":83,"composite":5730,"reasoning":5871},"Category: AI Automation. The article discusses Google Cloud's Agent Development Kit and Agent Registry, which are directly relevant to building AI-powered products by addressing the orchestration of AI agents and tools. It provides actionable insights on how to manage and integrate these agents effectively, which aligns with the audience's need for practical applications.","\u002Fsummaries\u002F14ca860aa5d36d15-scaling-enterprise-ai-agent-registry-and-adk-summary","2026-06-25 16:32:42","2026-06-26 12:58:01",{"title":5748,"description":62},{"loc":5872},"14ca860aa5d36d15","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=C5zYVlBsHLQ","summaries\u002F14ca860aa5d36d15-scaling-enterprise-ai-agent-registry-and-adk-summary",[5883,5884,99,100],"llm","automation","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FC5zYVlBsHLQ\u002Fhqdefault.jpg","Google Cloud's Agent Development Kit (ADK) and Agent Registry provide a governed, scalable architecture for orchestrating AI agents and tools, enabling enterprises to transform legacy APIs into secure, reusable MCP-compliant services.","This session from Google Cloud Next provides a technical overview of Google's enterprise agent management suite. The speakers demonstrate how to use the **Agent Development Kit (ADK)** and **Agent Registry** to manage agent-to-agent communication, alongside **Spec Boost** for automatically generating and maintaining the API specifications required for **Model Context Protocol (MCP)** servers.",[100],"BIDr135LwA2kHsIcr4dI6qanW38Shs3Bx_4x6KZaU4M",{"id":5891,"title":5892,"ai":5893,"body":5898,"categories":5969,"created_at":69,"date_modified":69,"description":62,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":5970,"navigation":87,"path":5988,"published_at":5989,"question":69,"scraped_at":5990,"seo":5991,"sitemap":5992,"source_id":5993,"source_name":5994,"source_type":5879,"source_url":5995,"stem":5996,"tags":5997,"thumbnail_url":6000,"tldr":6001,"tweet":6002,"unknown_tags":6003,"__hash__":6004},"summaries\u002Fsummaries\u002F857fcf11d6265083-securing-multi-agent-systems-with-cryptographic-id-summary.md","Securing Multi-Agent Systems with Cryptographic Identity",{"provider":7,"model":8,"input_tokens":5894,"output_tokens":5895,"processing_time_ms":5896,"cost_usd":5897},5042,898,7771,0.0026075,{"type":14,"value":5899,"toc":5964},[5900,5904,5907,5910,5914,5917,5937,5941,5944],[17,5901,5903],{"id":5902},"the-confused-deputy-problem-in-agentic-ai","The 'Confused Deputy' Problem in Agentic AI",[22,5905,5906],{},"In multi-agent systems, agents often pass access tokens through a chain of sub-agents to perform tasks. A 'confused deputy' vulnerability occurs when a sub-agent (e.g., Agent D) receives an access token intended for a parent agent (Agent A) and uses that authority to access resources it is not authorized to touch (like patient records).",[22,5908,5909],{},"Traditional Role-Based Access Control (RBAC) fails here because it relies on static call graphs—knowing exactly which service calls which. Because agentic AI is dynamic and decides its own path, you cannot pre-define the topology for authorization. Attempting to secure the path is ineffective; instead, you must secure the identity.",[17,5911,5913],{"id":5912},"implementing-identity-based-security-with-kagenti","Implementing Identity-Based Security with Kagenti",[22,5915,5916],{},"Kagenti solves this by shifting security to the infrastructure layer using a sidecar pattern that remains agnostic to the agent framework. The architecture relies on three core components:",[36,5918,5919,5925,5931],{},[39,5920,5921,5924],{},[42,5922,5923],{},"Cryptographic Workload Identity (SPIFFE):"," Every agent is assigned a short-lived X.509 certificate via SPIFFE (Secure Production Identity Framework for Everyone). This replaces static API keys, ensuring the agent proves its identity like a secure server rather than relying on a shared secret.",[39,5926,5927,5930],{},[42,5928,5929],{},"Delegation Chains (AuthBridge):"," When an agent makes a call, the AuthBridge component injects a cryptographically signed header. This header contains the full delegation chain—identifying the caller, the parent, and the original user.",[39,5932,5933,5936],{},[42,5934,5935],{},"Policy-Based Tool Access:"," A gateway (MCP gateway) sits in front of tools. When a request arrives, the gateway inspects the full delegation chain. If the chain shows an agent is attempting to access a resource outside its permission scope, the request is blocked, even if the agent possesses a valid bearer token.",[17,5938,5940],{"id":5939},"infrastructure-and-observability","Infrastructure and Observability",[22,5942,5943],{},"By utilizing open-source infrastructure, Kagenti automates the complexity of secure agent communication:",[36,5945,5946,5952,5958],{},[39,5947,5948,5951],{},[42,5949,5950],{},"Networking:"," Istio (in ambient mode) handles mutual TLS (mTLS) between agents and tools, ensuring encrypted, authenticated communication without manual configuration.",[39,5953,5954,5957],{},[42,5955,5956],{},"Observability:"," Because the system operates over standard HTTP, it integrates with OpenTelemetry. This allows developers to track a single request ID across the entire agent chain, providing visibility into exactly who authorized a specific action.",[39,5959,5960,5963],{},[42,5961,5962],{},"Developer Experience:"," The platform handles the heavy lifting—fetching\u002Frotating SPIFFE identities, registering OAuth2 clients in KeyCloak, and deploying Envoy proxies—so the agent code itself remains untouched.",{"title":62,"searchDepth":63,"depth":63,"links":5965},[5966,5967,5968],{"id":5902,"depth":63,"text":5903},{"id":5912,"depth":63,"text":5913},{"id":5939,"depth":63,"text":5940},[68],{"content_references":5971,"triage":5986},[5972,5974,5976,5978,5980,5982,5984],{"type":75,"title":5973,"context":5863},"Kagenti",{"type":75,"title":5975,"context":5863},"SPIFFE",{"type":75,"title":5977,"context":5863},"KeyCloak",{"type":75,"title":5979,"context":5863},"Istio",{"type":75,"title":5981,"context":5863},"OpenTelemetry",{"type":75,"title":5983,"context":5863},"Phoenix",{"type":75,"title":5985,"context":5863},"MLflow",{"relevance":83,"novelty":84,"quality":83,"actionability":84,"composite":85,"reasoning":5987},"Category: AI & LLMs. The article addresses a specific pain point related to security in multi-agent systems, which is relevant for developers building AI-powered products. It provides insights into implementing identity-based security, but lacks detailed step-by-step guidance for practical application.","\u002Fsummaries\u002F857fcf11d6265083-securing-multi-agent-systems-with-cryptographic-id-summary","2026-06-16 11:00:03","2026-06-16 12:56:24",{"title":5892,"description":62},{"loc":5988},"857fcf11d6265083","IBM Technology","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=4vfvvzzwcwI","summaries\u002F857fcf11d6265083-securing-multi-agent-systems-with-cryptographic-id-summary",[100,101,5998,5999],"multi-agent-systems","zero-trust","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F4vfvvzzwcwI\u002Fhqdefault.jpg","To prevent 'confused deputy' vulnerabilities in multi-agent systems, move away from static path-based security and implement identity-based delegation chains using SPIFFE, OAuth2, and cryptographic headers.","This video explains how [Kagenti](https:\u002F\u002Fibm.biz\u002F~ev730VA3X) uses infrastructure-level identity—specifically SPIFFE, Keycloak, and Istio—to prevent \"confused deputy\" vulnerabilities in multi-agent systems. It demonstrates how to replace static API keys with cryptographic delegation chains to ensure agents only access tools they are explicitly authorized to use.",[100,101,5998,5999],"PVfhJSxd78T8ep0VOlKnK_muCZcuCSh925h0_oiC0a8",{"id":6006,"title":6007,"ai":6008,"body":6013,"categories":6094,"created_at":69,"date_modified":69,"description":6095,"extension":70,"faq":69,"featured":71,"kicker_label":69,"meta":6096,"navigation":87,"path":6097,"published_at":6098,"question":69,"scraped_at":6099,"seo":6100,"sitemap":6101,"source_id":6102,"source_name":6103,"source_type":5879,"source_url":6104,"stem":6105,"tags":6106,"thumbnail_url":69,"tldr":6108,"tweet":69,"unknown_tags":6109,"__hash__":6110},"summaries\u002Fsummaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary.md","Build & Sell AI Missed Call Agents for $500-2K\u002FMo",{"provider":7,"model":5685,"input_tokens":6009,"output_tokens":6010,"processing_time_ms":6011,"cost_usd":6012},8621,1490,15632,0.0024467,{"type":14,"value":6014,"toc":6089},[6015,6019,6022,6030,6033,6037,6044,6047,6073,6076,6080,6083,6086],[17,6016,6018],{"id":6017},"automate-missed-calls-to-capture-57-more-sales","Automate Missed Calls to Capture 57% More Sales",[22,6020,6021],{},"Missed calls cost small businesses sales because 57% go to whoever responds first, yet most let voicemails sit unanswered. Fix this with a GoHighLevel workflow triggered by incoming calls that go unanswered, busy, or to voicemail. Add a 1-3 minute delay before the first SMS to avoid bot detection, tag the contact (e.g., 'missed-call'), categorize as a lead, and replace the static text with Conversation AI.",[22,6023,6024,6025,6029],{},"Initial SMS: 'Hey, sorry we missed your call. What's going on with ",[6026,6027,6028],"span",{},"service, e.g., your tree","?' Limit to 300 characters. Set AI to SMS channel, wait 24 hours for replies, max 5 responses, 35 seconds between replies. Push notifications and SMS alerts let humans takeover anytime.",[22,6031,6032],{},"This turns one static text into full conversations that answer questions and book appointments without involvement, reusable across clients by duplicating workflows and swapping service details (e.g., tree trimming to plumbing).",[17,6034,6036],{"id":6035},"craft-human-like-ai-with-custom-prompts-and-branches","Craft Human-Like AI with Custom Prompts and Branches",[22,6038,6039,6040,6043],{},"Use Claude\u002FChatGPT to tailor prompts: 'You're a friendly assistant for ",[6026,6041,6042],{},"Business Name",", engineered to book appointments. Be warm, casual, talk like a real person. Objectives: Identify service need, get address\u002Fpreferred day. Ask: What’s going on with your tree? Examples: \"Sounds frustrating—trees can get out of hand quick.\" Trim to \u003C300 words, no quotes in questions.",[22,6045,6046],{},"Add branches post-AI:",[36,6048,6049,6055,6061,6067],{},[39,6050,6051,6054],{},[42,6052,6053],{},"Booked",": If customer provides service need, address, preferred day → SMS notify owner.",[39,6056,6057,6060],{},[42,6058,6059],{},"Emergency"," (e.g., tree on house): SMS 'Emergency' alert.",[39,6062,6063,6066],{},[42,6064,6065],{},"Unqualified"," (wrong service\u002Farea): Tag 'cancelled'.",[39,6068,6069,6072],{},[42,6070,6071],{},"Timeout",": End workflow.",[22,6074,6075],{},"Publish once per client type. Result: AI handles 80-90% of interactions autonomously, boosting bookings via faster, engaging responses.",[17,6077,6079],{"id":6078},"dogfood-to-acquire-clients-at-500-2kmonth-recurring","Dogfood to Acquire Clients at $500-2K\u002FMonth Recurring",[22,6081,6082],{},"Reverse the workflow for sales: Duplicate as 'dogfooding', trigger on your inbound calls. Prompt AI as your sales agent: 'You’re texting a business owner post-ringless voicemail about AI missed call text-back. Pitch: $500\u002Fmonth, pays for itself in 90 days or free. Close for demo\u002Fcall.' Add 'hot-lead' branch for interested prospects (detailed questions\u002Fimmediate start) → SMS with name\u002Fphone.",[22,6084,6085],{},"Generate leads: Scrape phone lists (e.g., Outscraper for 'tree trimming Dallas'), clean to E.164 format, upload CSV to Slack Broadcast for ringless voicemail drops (no ring, straight to VM). Record vague VM: 'Hey, this is Chris in Dallas looking for tree trimming businesses—call back.' Sync caller ID in GoHighLevel.",[22,6087,6088],{},"Live demo yielded instant callback: AI pitched, handled 'cost?' objection with guarantee, requested call. A 16-year-old closed a plumber using similar drops. With 33M US small businesses, target niches via scrapes\u002Fdrops. Charge $500-2K\u002Fmonth recurring; one extra client covers costs. Join communities like Playmakers for scaling.",{"title":62,"searchDepth":63,"depth":63,"links":6090},[6091,6092,6093],{"id":6017,"depth":63,"text":6018},{"id":6035,"depth":63,"text":6036},{"id":6078,"depth":63,"text":6079},[68],"Get 30 days free on HighLevel only with my link: https:\u002F\u002Fwww.gohighlevel.com\u002FTKOPOD\n━\nCheck out my newsletter at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https:\u002F\u002FTKOPOD.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ and join my new community at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https:\u002F\u002FTKOwners.com⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠\n━\n\nIn this episode, I walk you through how to build a simple AI system that turns missed calls into booked appointments automatically. Most businesses are losing customers just because they don’t respond fast enough, so I show you how to fix that with an AI agent that actually has real conversations over text.\n\nThen I take it a step further and show you how to sell this as a $500 to $2,000 per month service to small business owners, even if you don’t have a business yet. I break down the full workflow inside , how to make the AI sound human, and how to use the same system to find and close your first clients using ringless voicemail.\n\nEnjoy! \n⸻\nAudio podcast on all podcast platforms: https:\u002F\u002Ftoolkit.tkopod.com\u002Fpodcast\nFree weekly business ideas newsletter: https:\u002F\u002Ftkopod.com\nPrivate community where we build cool businesses together: https:\u002F\u002FTKOwners.com\nLearn more about me: https:\u002F\u002Fwww.chrisjkoerner.com\u002F\nBusiness ideas shorts channel: https:\u002F\u002Fwww.youtube.com\u002F@thekoernerofficeideas?sub_confirmation=1   \nThe Koerner Office highlights: https:\u002F\u002Fwww.youtube.com\u002F@thekoernerofficehighlights?sub_confirmation=1\nAI-enabled accounting software, because Quickbooks SUCKS: https:\u002F\u002Flazybooks.com\u002F\n---\nThis video is for educational and entertainment purposes only. It does not constitute financial, business, or legal advice. Any business examples, tools, or strategies shown are for demonstration only and may not produce the same results for you. We do not guarantee earnings, outcomes, or success. Always conduct your own due diligence, comply with applicable laws, and use these ideas responsibly.\n\nWe do not encourage duplication of copyrighted material or existing business assets. Always ensure your use complies with copyright and intellectual-property laws.\n\nSome links may be affiliate links, meaning I may earn a commission at no extra cost to you.\n---\n#AIautomation #AIsales #GoHighLevel #LeadGeneration #BusinessIdeas #SideHustle #Entrepreneurship #MakeMoneyOnline #SmallBusiness #SMBtools #AIagents #AutomationTools #DigitalMarketing #SalesSystems #PassiveIncome #OnlineBusiness #ClientAcquisition #StartupIdeas #BusinessTips #MarketingAutomation #TextMarketing #SMSmarketing #CRMtools #AppointmentBooking #AgencyLife #ServiceBusiness #B2Bsales #ColdOutreach #GrowthHacking #BusinessGrowth #AIbusiness #TechForBusiness #Funnels #SalesFunnel #OnlineIncome #HighTicketSales #RecurringRevenue #BusinessAutomation #AItools #EntrepreneurMindset",{},"\u002Fsummaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary","2026-04-03 23:30:21","2026-04-05 16:12:56",{"title":6007,"description":6095},{"loc":6097},"fb5eca477f205f87","Chris Koerner","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=g4-3AxelI_Y","summaries\u002Ffb5eca477f205f87-build-sell-ai-missed-call-agents-for-500-2k-mo-summary",[5884,6107,99,100],"indie-hacking","57% of sales go to the first responder—build a GoHighLevel AI agent to auto-text missed calls, hold human-like SMS conversations, book appointments, then dogfood the system with ringless voicemail to land SMB clients at $500-2K\u002Fmonth.",[100],"q0wnkk5HBuFrDpwEr12HydT1pprE0dNW9zs43I1wWcI"]