> Markdown rendition of https://www.voiceflow.com/contributors/maximilian-aoki ("Maximilian Aoki | Voiceflow"). Canonical page: https://www.voiceflow.com/contributors/maximilian-aoki · All pages: https://www.voiceflow.com/llms.txt [Virtual product launch, Oct 6: get a first look at our new AI co-pilot for CX teams.Own your CX · Oct 6 Save your spot](https://www.voiceflow.com/events/own-your-cx) [← Back to content](https://www.voiceflow.com/blog) ![Maximilian Aoki](https://www.voiceflow.com/images/contributors/maximilian-aoki.jpg) # Maximilian Aoki Voiceflow contributor [LinkedIn](https://www.linkedin.com/in/maximilianaoki/) Public contributions ## [Blog postHelp Desk Automation: What to Automate and How to Measure It [2026]What help desk automation actually covers: the five ticket operations worth automating, what to keep human, and how to measure resolution, not deflection.August 25, 2026Read →](https://www.voiceflow.com/blog/help-desk-automation) ## [Blog post Which AI Customer Support Platforms Let You Choose Your Own LLMWhich enterprise AI customer support platforms let you choose your own LLM? Voiceflow, Cognigy, and Kore.ai compared with Fin on model, data, and lock-in.August 17, 2026Read →](https://www.voiceflow.com/blog/choose-your-own-llm-customer-support) ## [Blog post Can AI Resolve Support Tickets End to End?Yes, but only when the AI is grounded in your systems, allowed to act, and escalates on your rules. What end-to-end ticket resolution really takes.July 29, 2026Read →](https://www.voiceflow.com/blog/resolve-support-tickets-end-to-end) ## [Blog post Best White-Label Chatbots for Agencies [2026 Review]The best white-label chatbot platforms for agencies in 2026, compared: Voiceflow, Tidio, and Kore.ai. What to look for, what they cost, and how to resell.July 28, 2026Read →](https://www.voiceflow.com/blog/white-label-chatbot) ## [Blog post Microsoft Azure AI: What It Is and How to Use It [2026]Azure AI is now Microsoft Foundry: an 11,000+ model catalog and a managed Agent Service. What it is, what it costs, and where Voiceflow fits in 2026.July 27, 2026Read →](https://www.voiceflow.com/blog/microsoft-azure) ## [Blog post Flowise: What It Is and Best Alternatives [2026 Review]Flowise AI review: Features, pricing, pros & cons, and top 2026 alternatives like Voiceflow, Langflow, and n8n for building smart AI agents.July 24, 2026Read →](https://www.voiceflow.com/blog/flowise-alternative) ## [Blog post Best ChatGPT Alternatives, Tried and Tested (2026)Compare top AI chatbots like ChatGPT, Claude, and more in our hands-on review. Get insider insights on pricing, features, and real-world performance to find your perfect match.July 21, 2026Read →](https://www.voiceflow.com/blog/gpt-alternative) ## [Blog post Generative AI for Customer Service: What Works & What BreaksWhat generative AI in customer service actually does, where it breaks (hallucination, ungrounded answers), and the 4 things to insist on before you deploy.July 20, 2026Read →](https://www.voiceflow.com/blog/generative-ai-customer-service) ## [Blog post Customer Service Metrics & KPIs: What to Track in 2026The customer service metrics and KPIs that matter in 2026: speed, quality, cost, and the AI-era metrics like resolution rate that most guides skip.July 17, 2026Read →](https://www.voiceflow.com/blog/customer-service-metrics) ## [Blog post DeepSeek vs ChatGPT: Which AI Model is Best in 2026DeepSeek and ChatGPT go head-to-head on cost, speed, and performance. Find out which AI model is better suited for your technical or creative tasks.July 16, 2026Read →](https://www.voiceflow.com/blog/deepseek-vs-chatgpt) ## [Blog post AI Customer Service Software: How It Works & How to ChooseWhat AI customer service software is, how it works, and 7 criteria for choosing one: resolution vs deflection, model control, data ownership, and cost.July 15, 2026Read →](https://www.voiceflow.com/blog/ai-customer-service-software) ## [Blog post Poly AI: What It Is and Best Alternative [2026]Explore Poly AI's capabilities, limitations, and why industry leaders are switching to more powerful conversational AI platforms like Voiceflow. Get the full comparison.July 13, 2026Read →](https://www.voiceflow.com/blog/poly-ai) ## [Blog post Dialogflow Review 2026: Features, Pricing, and the Best AlternativesAn honest 2026 Dialogflow review: what Google's platform does well, where the Conversational Agents migration leaves it, pricing, and the best alternatives.July 9, 2026Read →](https://www.voiceflow.com/blog/dialogflow) ## [Blog post LivePerson Alternatives, Pricing & Review [2026]An honest 2026 look at LivePerson: the SoundHound acquisition, pricing, real pros and cons, and the best LivePerson alternatives if you want to own your CX agent.July 9, 2026Read →](https://www.voiceflow.com/blog/liveperson) ## [Blog post What Is Amazon Bedrock? Models, Pricing & AlternativesAmazon Bedrock in 2026: what it is, the 100+ models it supports, real pricing, and the best alternative for building AI agents.July 8, 2026Read →](https://www.voiceflow.com/blog/amazon-bedrock) ## [Blog post Salesforce AI in 2026: Agentforce, Einstein & PricingSalesforce AI in 2026, explained: what Agentforce is, how it differs from Einstein Bots, real pricing, and the best CRM-agnostic alternative.July 7, 2026Read →](https://www.voiceflow.com/blog/salesforce-ai) ## [Blog post What's Snowflake's AI? Cortex, Arctic & Intelligence 2026Snowflake's AI in 2026: how Cortex, Snowflake Intelligence, and Arctic work, the $200M OpenAI partnership, pricing, and how it compares to Databricks.July 3, 2026Read →](https://www.voiceflow.com/blog/snowflake-ai) ## [Blog post ManyChat [2026]: Pricing, Tutorial, Best AlternativesCompare ManyChat's latest pricing plans, learn setup tips, and explore top alternatives to find the perfect chatbot solution for your business needs in 2026.July 2, 2026Read →](https://www.voiceflow.com/blog/manychat) ## [Blog post Google Vertex AI Tutorial: How To Build AI Agents [2026]What Google Vertex AI is in 2026: how Agent Builder, ADK, and Agent Engine work, what it costs, and how it compares to alternatives like Voiceflow.June 30, 2026Read →](https://www.voiceflow.com/blog/vertex-ai) ## [Blog post Best Enterprise AI Chatbots in 2026 [Reviewed & Compared]Compare the best enterprise AI chatbots in 2026: Voiceflow, IBM, Kore.ai, Cognigy, Sierra, and Ada, plus the criteria that actually separate them.June 29, 2026Read →](https://www.voiceflow.com/blog/enterprise-chatbot) ## [Blog post Best Enterprise AI Customer Service Platforms for Human HandoffCompare the best enterprise AI customer service platforms for human handoff in 2026: Voiceflow, Fin, Ada, and Sierra on triggers, context, control, and cost.June 24, 2026Read →](https://www.voiceflow.com/blog/human-agent-handoff) ## [Blog post AI Chatbot for Ecommerce: Best Tools and Use Cases 2026Compare the best AI chatbots for ecommerce, see the top use cases, and learn how to build a no-code agent that handles real shopper conversations in 2026.June 22, 2026Read →](https://www.voiceflow.com/blog/ecommerce-chatbot) ## [Blog post Customer Service Automation: Tools, Use Cases & ROI [2026]What customer service automation actually is in 2026: the four types, where it pays off, how to measure ROI, and how to choose software that resolves issues.June 16, 2026Read →](https://www.voiceflow.com/blog/customer-service-automation) ## [Blog post Best Fin Alternatives for 2026Salesforce just acquired Fin (formerly Intercom). Compare the best Intercom alternatives for enterprise customer support and choose your fit.June 15, 2026Read →](https://www.voiceflow.com/blog/fin-alternatives) ## [Blog post Bardeen AI in 2026: What It Does, Pricing, and How It Stacks UpWhat Bardeen AI does in 2026, its credit-based pricing, how it compares to Zapier, and where it fits for go-to-market teams. An honest breakdown.June 11, 2026Read →](https://www.voiceflow.com/blog/bardeen-ai) ## [Blog post Zendesk AI Agents 2026: Pricing, Setup, and Best AlternativesWhat Zendesk AI agents really cost in 2026: Suite pricing, per-resolution AI agent fees, setup steps, and the best alternatives like Voiceflow.June 10, 2026Read →](https://www.voiceflow.com/blog/zendesk-ai-agents) ## [Blog post Zendesk Chatbot 2026: Pricing, AI Agents & Best AlternativesWhat a Zendesk chatbot costs in 2026, how it works, how to set one up, and the best alternatives like Voiceflow for model choice and usage pricing.June 9, 2026Read →](https://www.voiceflow.com/blog/zendesk-chatbot) ## [Blog post Ada AI Review 2026: Pricing and Best AlternativesAn honest 2026 review of Ada (ada.cx): pricing, the Automated Resolution metric, user feedback, and the best Ada alternatives.June 8, 2026Read →](https://www.voiceflow.com/blog/ada) ## [Blog post Rasa Review 2026: CALM, Pricing, and the Best AlternativesAn honest 2026 review of Rasa: CALM, Rasa Pro and Studio, real pricing tiers, who it's for, and the best alternatives if you'd rather not self-host.June 5, 2026Read →](https://www.voiceflow.com/blog/rasa-chatbot) ## [Blog post Botpress Chatbot: Is It Right For You? [2026 Review]An honest 2026 review of Botpress: pricing (now with AI Spend), features, funding, and the best alternatives to decide if this AI agent platform fits your team.June 4, 2026Read →](https://www.voiceflow.com/blog/botpress) ## [Blog post Ultimate AI: What It Is and Best Alternatives [2026]Ultimate AI is now Zendesk AI Agents after the 2024 acquisition. Here's what that means, how pricing works in 2026, and the best alternatives compared.June 3, 2026Read →](https://www.voiceflow.com/blog/ultimate-ai) ## [Blog post What Customer Service Costs, and What AI Actually SavesWhat customer service actually costs, and what AI realistically saves. The ROI formula, published benchmarks for cost per contact and containment, and honest ranges.March 30, 2026Read →](https://www.voiceflow.com/blog/ai-customer-service-roi-enterprise) ## [Blog post How to Scale Customer Support Without Hiring More AgentsGartner's 80% containment figure is a 2029 forecast. The average team sits at 14%. Here's what actually closes the gap, with the measured numbers.March 30, 2026Read →](https://www.voiceflow.com/blog/how-to-scale-customer-support-without-hiring-more-agents) ## [Blog post The Best Omnichannel AI Customer Support Platform [2026]How to evaluate omnichannel AI support platforms: shared logic, cross-channel context, real voice, escalation, and observability across every channel.March 30, 2026Read →](https://www.voiceflow.com/blog/omnichannel-ai-customer-support) ## [Story Good AI agents need good managersGood AI agents need good managers, because the backbone of any successful agentic solution is good, human management of the agent.March 23, 2026Read →](https://www.voiceflow.com/stories/good-ai-agents-need-good-managers) ## [Blog post What Is Amazon Lex? Features, Pricing & AlternativesAmazon Lex in 2026: what it does, the generative AI features it added, real pricing, the V1 shutdown, and when to pick something else.February 18, 2026Read →](https://www.voiceflow.com/blog/amazon-lex) ## [Blog post Customer Engagement Platform (CEP): The Best Tools of 2026A 2026 buyer's guide to customer engagement platforms: what a CEP does, how it differs from a CRM, pricing for the main options, and where an AI agent layer fits.February 18, 2026Read →](https://www.voiceflow.com/blog/customer-engagement-platform) ## [Blog post Enterprise RAG: Architecture, Security, and How to Evaluate ItWhat separates enterprise RAG from a working prototype: retrieval that respects permissions, survives change, and can be measured when it gets an answer wrong.February 18, 2026Read →](https://www.voiceflow.com/blog/retrieval-augmented-generation) ## [Blog post Robotic Process Automation (RPA): What It Is and Where AI Agents FitWhat robotic process automation actually does, where it still beats an AI agent, and how to decide which bots in an existing estate to keep, wrap, or retire.February 18, 2026Read →](https://www.voiceflow.com/blog/robotic-automation) ## [Blog post Enterprise AI Agents: How to Choose a Platform in 2026What enterprise AI agents are, the six capabilities to score vendors on, and why Gartner expects more than 40% of agentic projects to be canceled by 2027.January 9, 2026Read →](https://www.voiceflow.com/blog/ai-agents) ## [Blog post 5 Zendesk Alternatives To Consider In 2026 [Review]Comparing the five best Zendesk alternatives for 2026 on AI, pricing, and live-agent handoff, with guidance on which support platform actually fits your team.January 9, 2026Read →](https://www.voiceflow.com/blog/zendesk-alternative) ## [Blog post AI Agent Frameworks Compared: The 7 That Matter in 2026The seven AI agent frameworks worth comparing in 2026, from LangGraph to Microsoft Agent Framework, scored on control, language, model support, and maturity.January 5, 2026Read →](https://www.voiceflow.com/blog/ai-agent-framework-comparison) ## [Blog post Best AI Agent Management Platforms in 2026 [Compared]Compare the best AI agent management platforms in 2026, the six capabilities to score vendors on, and when to buy the control plane instead of building it.January 5, 2026Read →](https://www.voiceflow.com/blog/best-agent-management-platforms) ## [Blog post The Best AI Agent Builder in 2026: What It Is and How to Choose OneWhat an AI agent builder is, how to choose one, and the best platforms in 2026, tested for enterprise customer support at scale.January 5, 2026Read →](https://www.voiceflow.com/blog/best-ai-agent-builder)