> Markdown rendition of https://www.voiceflow.com/contributors/voiceflow-team ("Voiceflow Team | Voiceflow"). Canonical page: https://www.voiceflow.com/contributors/voiceflow-team · All pages: https://www.voiceflow.com/llms.txt [← Back to content](https://www.voiceflow.com/blog) ![Voiceflow Team](https://www.voiceflow.com/images/contributors/voiceflow-team.webp) # Voiceflow Team Voiceflow contributor [LinkedIn](https://www.linkedin.com/company/voiceflowhq) [Website](https://www.voiceflow.com/) Public contributions ## [StoryVoiceflow is a G2 Fall 2026 Leader, and #1 where it counts mostIn G2's Fall 2026 reports, Voiceflow is a Leader in AI Agents and Agentic AI, and ranks #1 for user adoption, ease of use, and enterprise experience.September 9, 2026Read →](https://www.voiceflow.com/stories/voiceflow-g2-fall-2026-leader) ## [Blog post AWS Amazon Lex Chatbot Builder: Best AlternativeBuild smarter AI chatbots without the AWS learning curve. Voiceflow offers an intuitive visual interface and powerful features that make Lex look like yesterday's news.July 16, 2026Read →](https://www.voiceflow.com/blog/aws-chatbot) ## [Blog post How To Implement AI for Enterprise Successfully [Example]Learn proven strategies for seamlessly integrating AI into enterprise operations, backed by real-world success stories and actionable implementation steps.July 16, 2026Read →](https://www.voiceflow.com/blog/enterprise-ai) ## [Blog post How To Build a Lead Generation Chatbot [Step by Step]Create a high-converting chatbot that captures qualified leads 24/7. Follow our practical guide to design, build, and launch your automated lead generation assistant.July 10, 2026Read →](https://www.voiceflow.com/blog/lead-generation-chatbot) ## [Blog post How To Create Live Chat For Your Website [No Code]Build a customer support live chat system from scratch—zero coding required. Get step-by-step instructions and launch your website chat in minutes.July 9, 2026Read →](https://www.voiceflow.com/blog/live-chat) ## [Blog post 10 Best Real-Life Chatbot Examples [2026 Ranking]Real chatbot examples from top brands in 2026. See how teams use AI to improve service, cut costs, and answer customers 24/7.July 6, 2026Read →](https://www.voiceflow.com/blog/chatbot-examples) ## [Blog post What’s AI Automation? Best Tools for BusinessesLearn how AI automation tools streamline business operations, boost productivity, and cut costs. Find the right solutions to transform your workflow in 2024.July 2, 2026Read →](https://www.voiceflow.com/blog/ai-automation) ## [Blog post The No.1 AI Business Idea for Entrepreneurs [No Code]Learn how to build a profitable AI business without coding skills. Get a step-by-step blueprint for launching your first AI venture and start generating income today.July 2, 2026Read →](https://www.voiceflow.com/blog/ai-business-ideas) ## [Blog post How To Prototype with AI? [Step-by-Step Guide]Learn to build AI prototypes faster with this practical guide. Get expert tips, real examples, and proven workflows to turn your AI concepts into working demos.July 2, 2026Read →](https://www.voiceflow.com/blog/ai-prototype) ## [Blog post Chat with AI: Rise of Agents Beyond ChatbotsLearn how AI agents are evolving past basic chatbots to become autonomous problem-solvers, and what this means for businesses ready to harness their transformative potential.July 2, 2026Read →](https://www.voiceflow.com/blog/chat-ai) ## [Blog post Who’s Devin: The World’s First AI Software EngineerMeet Devin, a groundbreaking AI that codes like a human engineer - from debugging to deployment. See how this autonomous dev is reshaping the future of software development.July 2, 2026Read →](https://www.voiceflow.com/blog/devin-ai) ## [Blog post What Is Digital Customer Service [Strategy and Software]Learn how to build a modern digital customer service strategy and choose the right software to deliver exceptional support in today's digital-first world.July 2, 2026Read →](https://www.voiceflow.com/blog/digital-customer-service) ## [Blog post Hugging Face Tutorial for Beginners [Quick Start]Learn to build and deploy AI models with Hugging Face's powerful tools. This beginner-friendly guide walks you through key features, setup, and first steps in under 10 minutes.July 2, 2026Read →](https://www.voiceflow.com/blog/hugging-face-tutorial) ## [Blog post Is IBM Watson the Right Choice for Your Business?Uncover the real capabilities, costs, and limitations of IBM Watson to determine if this AI powerhouse aligns with your company's needs and goals.July 2, 2026Read →](https://www.voiceflow.com/blog/ibm-watson) ## [Blog post A Guide To LangChain Prompt Template [Quick Start]Learn to master LangChain Prompt Templates with hands-on examples and best practices. Build better AI interactions in minutes with this practical, no-fluff guide.July 2, 2026Read →](https://www.voiceflow.com/blog/langchain-prompt-template) ## [Blog post What’s Multimodal AI and How It Actually WorksExplore the fascinating blend of vision, text & speech in multimodal AI. See how these systems process multiple data types to create more human-like interactions.July 2, 2026Read →](https://www.voiceflow.com/blog/multimodal-ai) ## [Blog post What’s NotebookLM + How To Get Started [Tutorial]Learn how Google's AI notebook tool turns research into insights and get hands-on tips to build your first NotebookLM project in under 10 minutes.July 2, 2026Read →](https://www.voiceflow.com/blog/notebooklm) ## [Blog post What’s an AI Prompt Generator and How To Use ItLearn to harness AI prompt generators to create better AI outputs. Get practical tips and real examples to level up your prompting skills and boost productivity.July 2, 2026Read →](https://www.voiceflow.com/blog/prompt-generator) ## [Blog post What’s Prompt Tuning? [Benefits and Challenges]Learn how prompt tuning optimizes AI responses, boosts performance, and tackles key limitations. Get practical tips for fine-tuning your LLM prompts. (119 chars)July 2, 2026Read →](https://www.voiceflow.com/blog/prompt-tuning) ## [Blog post Replicant: What It Is and Best Alternative [2026]Get a detailed analysis of Replicant and explore top alternatives that could better serve your customer service automation needs in 2026 and beyond.July 2, 2026Read →](https://www.voiceflow.com/blog/replicant) ## [Blog post Sage Knowledge Base: What It Is and How To Use ItLearn how Sage Knowledge Base helps your team centralize critical information, streamline support, and empower users to find answers fast—all in one organized hub.July 2, 2026Read →](https://www.voiceflow.com/blog/sage-knowledge-base) ## [Blog post What’s a Slack Bot: How To Build Slack AutomationsBuild custom Slack automations that streamline your workflow. Learn how to create, deploy, and optimize Slack bots—no coding experience needed. Get started in minutes.July 2, 2026Read →](https://www.voiceflow.com/blog/slack-bot) ## [Blog post How To Add an AI Chatbot to Your Wix Website? [Tutorial]Learn to integrate a custom AI chatbot into your Wix site in minutes. Step-by-step guide to boost engagement & automate customer support—no coding needed.July 2, 2026Read →](https://www.voiceflow.com/blog/wix-chat) ## [Blog post What’s Zapier Central and How Does It Work? [Review]Learn how Zapier Central streamlines workflow automation, connects your favorite apps, and helps you build powerful integrations—all without writing code.July 2, 2026Read →](https://www.voiceflow.com/blog/zapier-central) ## [Blog post Zendesk Review 2026: Features, Pricing, Pros & ConsA 2026 Zendesk review: features, AI agent, pricing, and pros and cons, plus the best alternative for teams that want model choice and usage pricing.July 2, 2026Read →](https://www.voiceflow.com/blog/zendesk-review) ## [Blog post AI Chat: How It Works and How to Build Your OwnBuild custom AI chatbots in minutes with Voiceflow's intuitive visual builder. Create dynamic conversations, integrate with platforms, and scale your automation effortlessly.June 30, 2026Read →](https://www.voiceflow.com/blog/ai-chat) ## [Blog post What’s Chatfuel and How Does It Work? [Tutorial]How to build Facebook Messenger chatbots with Chatfuel: features, pricing, and best practices for automating customer conversations.June 30, 2026Read →](https://www.voiceflow.com/blog/chatfuel) ## [Blog post 7 Best Free AI Helpers To Try In 2026Upgrade your productivity with these powerful, no-cost AI assistants. From writing to coding, see which free tools are reshaping how we work in 2026.May 22, 2026Read →](https://www.voiceflow.com/blog/ai-helper) ## [Story Voiceflow named a 2026 Best Software Award winner by G2Voiceflow wins 2026 G2 Best Software Award for Agentic AI and Canadian Software, recognized by verified customers building AI agents at scale.February 20, 2026Read →](https://www.voiceflow.com/stories/g2-2026-best-software-award-winner) ## [Blog post AI Agentic Workflows: A Guide For EnterprisesLearn how AI agentic workflows transform enterprise operations, boost efficiency, and deliver measurable ROI. Get actionable steps to implement autonomous systems today.February 18, 2026Read →](https://www.voiceflow.com/blog/agentic-workflow) ## [Blog post How To Build AI Assistant for Ecommerce [Step by Step]Build a custom AI shopping assistant that boosts sales and delights customers. Follow our practical guide to create, test and launch your ecommerce chatbot.February 18, 2026Read →](https://www.voiceflow.com/blog/ai-ecommerce-assistant) ## [Blog post What Is An AI Model and How To Create One [No Code]Learn to build AI models without coding skills. Get step-by-step guidance on choosing, training & deploying your own AI solution—perfect for business innovators & creators.February 18, 2026Read →](https://www.voiceflow.com/blog/ai-model) ## [Blog post AI Voice: How To Voice Clone and Best Apps to Start [2026]Master voice cloning with top AI apps in 2025. Compare leading tools, learn key techniques, and create ultra-realistic voice replicas safely and ethically—all in one expert guide.February 18, 2026Read →](https://www.voiceflow.com/blog/ai-voice) ## [Blog post Build a Custom Voice AI Agent With ElevenLabs APICreate lifelike AI voices and build conversational agents that sound human. Step-by-step guide to integrating ElevenLabs' voice synthesis with your custom AI.February 18, 2026Read →](https://www.voiceflow.com/blog/build-a-custom-voice-ai-agent-with-elevenlabs-api) ## [Blog post What’s a “GPT” Chatbot? Here’s How to Build One!Learn to build your own GPT chatbot from scratch - from API setup to deployment. A practical guide for both beginners and seasoned developers. No fluff, just results.February 18, 2026Read →](https://www.voiceflow.com/blog/chatbot-gpt) ## [Blog post 5 Beautiful Chatbot UI Examples That’ll Inspire YouSee stunning chatbot designs that blend form and function. Get inspired by real-world UI examples and learn what makes them convert visitors into customers.February 18, 2026Read →](https://www.voiceflow.com/blog/chatbot-ui) ## [Blog post Chatbot vs Conversational AI: Here Are the DifferencesUnderstand the key distinctions between basic chatbots and sophisticated conversational AI systems - and learn which solution best fits your business needs.February 18, 2026Read →](https://www.voiceflow.com/blog/conversation-ai) ## [Blog post CustomGPT.ai: Is It the Best for Your Business? [Review]Explore the pros, cons, and real business value of CustomGPT.ai in this hands-on review. Get the facts you need to make a smart investment in AI technology.February 18, 2026Read →](https://www.voiceflow.com/blog/customgptai) ## [Blog post What’s Data Automation? Strategy for Enterprises [2026]Learn how data automation transforms enterprise operations, cuts costs, and drives growth. Get actionable steps to implement automation in your business strategy.February 18, 2026Read →](https://www.voiceflow.com/blog/data-automation) ## [Blog post Gemini vs. Google Assistant: What’s the Difference?Compare Google's AI assistants head-to-head: core features, capabilities, and key advantages. See which one fits your needs in this detailed analysis.February 18, 2026Read →](https://www.voiceflow.com/blog/gemini-vs-google-assistant) ## [Blog post Janitor AI: What It Is + How To Use It [2026 Tutorial]Learn how Janitor AI streamlines content moderation and chat management, plus get a step-by-step walkthrough to set up and optimize this AI tool for your needs.February 18, 2026Read →](https://www.voiceflow.com/blog/janitor-ai-chatbot) ## [Blog post LangChain: What It Is and How To Get Started [Step by Step]Learn the fundamentals of LangChain and build your first AI application with our beginner-friendly walkthrough. Clear steps, real examples, and zero fluff.February 18, 2026Read →](https://www.voiceflow.com/blog/langchain) ## [Blog post LlamaIndex: What It Is And How To Get Started [2025 Guide]Learn to build powerful AI applications with LlamaIndex in this comprehensive guide. Master core concepts, best practices, and real implementation examples.February 18, 2026Read →](https://www.voiceflow.com/blog/llamaindex) ## [Blog post Meta AI Chatbot: What It Is, How To Remove & AlternativesLearn why Meta's AI chatbot was discontinued, explore top replacement options, and find out how to remove it from your Facebook and Instagram accounts.February 18, 2026Read →](https://www.voiceflow.com/blog/meta-ai) ## [Blog post Natural Language Processing (NLP): Definition + ExamplesExplore how NLP helps machines understand human speech, with real-world applications and expert insights into this transformative AI technology that's reshaping communication.February 18, 2026Read →](https://www.voiceflow.com/blog/natural-language-processing) ## [Blog post What Are NLP Chatbots And How To Build Them?Learn how NLP chatbots understand human language and create meaningful conversations. Get step-by-step guidance to build your own intelligent chatbot solution.February 18, 2026Read →](https://www.voiceflow.com/blog/nlp-chatbot) ## [Blog post OpenAI Codex: Will It Replace Programmers?Explore how OpenAI Codex is reshaping software development, what it means for programmers' future, and why human developers will remain essential in an AI-powered world.February 18, 2026Read →](https://www.voiceflow.com/blog/openai-codex) ## [Blog post Prompt Engineering for Chatbot—Here’s How [2026]Master the art of crafting AI prompts that transform basic chatbots into conversion machines. Get practical tips and real examples to level up your conversational AI.February 18, 2026Read →](https://www.voiceflow.com/blog/prompt-engineering) ## [Blog post Rich Communication Services (RCS) Messaging [Full Guide]Learn how RCS messaging is transforming business-customer interactions with enhanced features, deeper analytics, and richer engagement—beyond traditional SMS limitations.February 18, 2026Read →](https://www.voiceflow.com/blog/rcs-rich-communication-services) ## [Blog post Retrieval Augmented Generation (RAG): All You Need To KnowLearn how RAG enhances AI responses with real-time data integration, improving accuracy and context while reducing hallucinations. Master this game-changing LLM approach.February 18, 2026Read →](https://www.voiceflow.com/blog/retrieval-augmented-generation) ## [Blog post What’s AI-Powered Robotic Automation (RPA)?Explore how AI transforms robotic process automation from basic task repetition to intelligent decision-making. See real examples of AI-RPA in action.February 18, 2026Read →](https://www.voiceflow.com/blog/robotic-automation) ## [Blog post SearchGPT: What We Already Know and What To ExpectExplore how SearchGPT will transform information discovery, from its current capabilities to potential breakthroughs that could revolutionize how we find and process data online.February 18, 2026Read →](https://www.voiceflow.com/blog/searchgpt) ## [Blog post How To Add An AI-Powered Chatbot To Shopify [3 Steps]Learn to set up a smart AI chatbot on your Shopify store in just 3 steps. Boost sales and support with automated customer service that works 24/7. No coding needed.February 18, 2026Read →](https://www.voiceflow.com/blog/shopify-chat) ## [Blog post How To Train An AI Chatbot In Less Than 2 MinutesLearn the fastest way to build and deploy AI chatbots. Our 2-minute guide shows you how to create a custom bot without coding or complex setups.February 18, 2026Read →](https://www.voiceflow.com/blog/train-ai-chatbot) ## [Blog post What Is A Token In AI? [Explained]Demystify AI tokens - the building blocks that power language models and determine costs. Learn how they work and calculate usage for your AI projects.February 18, 2026Read →](https://www.voiceflow.com/blog/what-is-a-token-in-ai-explained) ## [Story Voiceflow named in Gartner’s Innovation Guide for AI Agents as a key AI Agent vendor for customer serviceAI agents are moving customer support beyond chat to real work—automating tasks, executing workflows, and becoming mission-critical enterprise systems.February 11, 2026Read →](https://www.voiceflow.com/stories/voiceflow-named-in-gartners-innovation-guide) ## [Blog post How To Build AI Agents: Clearly Explained [2026]Imagine your business running smoother than ever, with AI agents effortlessly handling your customer interactions. This isn’t some distant future—it’s happening right now.January 9, 2026Read →](https://www.voiceflow.com/blog/ai-agents) ## [Blog post 5 Best Generative AI Tools for Business (2026)Unlock game-changing AI tools that streamline workflows, boost productivity, and give your business a competitive edge in 2025. See the top 5 picks transforming industries.January 9, 2026Read →](https://www.voiceflow.com/blog/ai-tools-for-businesses) ## [Blog post Best AI Chatbots Right Now That Aren’t ChatGPT [2025]Explore powerful AI chatbot alternatives to ChatGPT in 2025. Compare features, use cases, and pricing to find the perfect conversational AI for your specific needs.January 9, 2026Read →](https://www.voiceflow.com/blog/best-ai-chatbot) ## [Blog post What’s Character AI and Best Chatbot Alternatives [2026]Explore Character AI's unique capabilities and find top AI chatbot alternatives for 2026. Compare features, pricing, and use cases to choose your perfect conversational AI match.January 9, 2026Read →](https://www.voiceflow.com/blog/character-ai-alternative) ## [Blog post How To Add a Free Chat Widget To Your Website [2026]Transform your website into a 24/7 customer service hub with a no-cost chat widget. Step-by-step guide to boost engagement and convert more visitors into customers.January 9, 2026Read →](https://www.voiceflow.com/blog/chat-widget) ## [Blog post Build AI Chatbot Using The #1 Free Chatbot API [2026]How to build an AI chatbot with a chatbot API, step by step. Launch your first conversational assistant and connect it to your stack.January 9, 2026Read →](https://www.voiceflow.com/blog/chatbot-api) ## [Blog post ChatOn: What It Is and Best Alternative [2026]Explore why ChatOn fell short and find a superior chatbot solution in Voiceflow. Compare features, pricing, and user experience to make the best choice for your business.January 9, 2026Read →](https://www.voiceflow.com/blog/chaton) ## [Blog post Conversational AI: What It Is and How To Use It [2026]Learn how conversational AI transforms customer interactions, explore key features and implementation strategies, and see real examples of AI assistants in action.January 9, 2026Read →](https://www.voiceflow.com/blog/conversational-ai) ## [Blog post Don’t Hire an E-Commerce Agency, Here’s Why [2026]Skip the agency fees and take control of your e-commerce success. Learn proven DIY strategies to build, scale, and optimize your online store for maximum growth in 2025.January 9, 2026Read →](https://www.voiceflow.com/blog/ecommerce-agency) ## [Blog post E-Commerce Integration Tools for Beginners [2025]Learn how to seamlessly connect your online store with essential e-commerce tools in 2025. A no-fluff guide to picking and setting up the right integrations.January 9, 2026Read →](https://www.voiceflow.com/blog/ecommerce-integrations) ## [Blog post What Is ElevenLabs + How To Use It [2026 Tutorial]How ElevenLabs turns text into lifelike speech. A practical guide to creating realistic AI voices, with tips to get the best results.January 9, 2026Read →](https://www.voiceflow.com/blog/elevenlabs) ## [Blog post Is Shopify Good for eCommerce? How Does It Work? [2026]Compare Shopify's pros, cons, and core features to decide if it's the right ecommerce platform for your business. Get real answers about pricing, setup, and scalability.January 9, 2026Read →](https://www.voiceflow.com/blog/how-does-shopify-work) ## [Blog post Complete Guide To Hiring An IT Solutions Company [2026]Find the right IT solutions partner with expert tips on vetting providers, negotiating contracts, and avoiding common pitfalls. Make your next tech investment count.January 9, 2026Read →](https://www.voiceflow.com/blog/it-solutions-company) ## [Blog post Marketing Automation: Strategies and Tools for 2026Get ahead of the curve with next-gen marketing automation tactics. Learn which tools and strategies will define success in 2025, backed by expert predictions and data.January 9, 2026Read →](https://www.voiceflow.com/blog/marketing-automation) ## [Blog post Top 3 Open-Source Chatbots In 2026 [Tried & Tested]Looking for reliable open-source chatbots? We tested dozens to bring you the 3 best performers of 2025, complete with real-world results and performance metrics.January 9, 2026Read →](https://www.voiceflow.com/blog/open-source-chatbot) ## [Blog post OpenAI o1: What It Is and Why Is It Different [2026]OpenAI's o1 model breaks new ground in AI performance and accessibility. Learn what sets it apart from GPT-4 and how it's reshaping the future of language models.January 9, 2026Read →](https://www.voiceflow.com/blog/openai-o1) ## [Blog post What is Prompt Chaining in AI? [2026 Tutorial]Learn how prompt chaining connects AI responses for more complex, meaningful conversations. Master this advanced technique to build smarter chatbots and AI apps.January 9, 2026Read →](https://www.voiceflow.com/blog/prompt-chaining) ## [Blog post Semantic Search: Why It Matters For Enterprises [2025]Learn how semantic search transforms enterprise data discovery, boosts productivity, and delivers more accurate results than traditional keyword matching.January 9, 2026Read →](https://www.voiceflow.com/blog/semantic-search) ## [Blog post Where & How To Find the Best Shopify Agency [2026]Looking to scale your Shopify store? Learn proven strategies to identify, vet, and partner with top-tier Shopify agencies that deliver real ROI for your ecommerce business.January 9, 2026Read →](https://www.voiceflow.com/blog/shopify-agency) ## [Blog post Staff Augmentation: Pros, Cons, and AlternativesWhen and how to scale your team with staff augmentation. Compare costs, weigh the alternatives, and find the right model for 2026.January 9, 2026Read →](https://www.voiceflow.com/blog/staff-augmentation) ## [Blog post Supervised Learning Guide for ML Beginners [2026]Master the fundamentals of supervised learning with real-world examples, key algorithms, and practical tips to kickstart your machine learning journey in 2025 and beyond.January 9, 2026Read →](https://www.voiceflow.com/blog/supervised-learning) ## [Blog post TalkAI: What It Is and Best Alternative [2026]Explore TalkAI's capabilities and find superior alternatives for your conversational AI needs. Compare features, pricing, and real user experiences to make the right choice.January 9, 2026Read →](https://www.voiceflow.com/blog/talkai) ## [Blog post What’s Tidio, How It Works, and Alternatives [2026]Compare Tidio with the top chatbot alternatives. Pricing, features, and recommendations to pick the best support tool for your business.January 9, 2026Read →](https://www.voiceflow.com/blog/tidio) ## [Blog post Where and How To Find the Best Webflow Agency [2026]Looking to hire a Webflow agency? Get insider tips on vetting top firms, real pricing insights, and a curated list of trusted partners to bring your vision to life.January 9, 2026Read →](https://www.voiceflow.com/blog/webflow-agency) ## [Blog post Zoho CRM: Pricing, API, Pros and Cons [2026]Get the inside scoop on Zoho CRM's costs, API capabilities, strengths, and limitations. A no-fluff breakdown to help you make the right choice for your business in 2025.January 9, 2026Read →](https://www.voiceflow.com/blog/zoho-crm) ## [Blog post How to Build an AI Call Agent for Restaurants [2026]Stop losing restaurant customers to missed calls. Our guide to AI call agents shows how to answer 100% of calls, automate orders, and book tables 24/7.January 5, 2026Read →](https://www.voiceflow.com/blog/ai-call-agent-for-restaurants) ## [Blog post 3 Best AI Scheduling Assistants In 2025 [Tried & Tested]Tired of "email ping-pong"? Our 2025 review covers the best AI scheduling assistants to help you save 5+ hours a week.January 5, 2026Read →](https://www.voiceflow.com/blog/ai-scheduling-assistant) ## [Blog post Best Way to Use Conversational AI for E-Commerce [2026]Boost your e-commerce sales with conversational AI. Our guide covers 10 powerful use cases to 4x conversion rates, recover 35% of abandoned carts, and cut support costs.January 5, 2026Read →](https://www.voiceflow.com/blog/conversational-ai-for-e-commerce) ## [Blog post GPT-5 Is Here: What You Need To Know [2026]A clear breakdown of GPT-5: core capabilities, performance, how it compares to GPT-4, and the community's early reception.August 25, 2025Read →](https://www.voiceflow.com/blog/gpt-5) ## [Story AI Agent Boosted a Toronto Clinic’s Monthly Revenue by $50KBilal, founder of Helpline Hero, knew that his AI approach could alleviate administrative burdens and transform the clinic’s customer experience.October 11, 2024Read →](https://www.voiceflow.com/stories/ai-agent-boosted-a-toronto-clinics-monthly-revenue-by-50k)