MirrorFly AI Chatbot Solution is custom ai chatbot solution for any platform. <p>MirrorFly AI chatbot is a RAG-based custom AI chatbot solution specifically designed for developers and technical teams to build and deploy multi-modal AI chat assistants at low latency.</p><p>The solution uses modern tech stacks like LangChain and LangGraph to connect the agent with the LLM providers, structure their conversations with reasoning, and manage their state. It supports flexible data ingestion to convert the business-specific dataset into dynamic knowledge bases in PDF, CSV or TXT formats along with web syncing that the agent can understand easily. These datasets are stored in vector databases like Pinecone, FAISS, or MongoDB where the semantic meaning of the information is processed so the agent can retrieve highly accurate information.</p><p>MirrorFly's custom LLM chatbot is flexible in terms of allowing developers to choose between multiple LLM providers and assign them to specific chat agents or task agents as per their preference. It features an intuitive visual workflow builder with a drag-and-drop interface, allowing teams to define the chat flow logic, branching logic, API triggers along with custom nodes like 'Begin' and 'Response'. To ensure reliability, Contus AI includes a Retrieval Testing (RAGFlow) interface to check how effectively the agent retrieves intended data before deployment.</p><p>For voice-enabled applications, the platform integrates Deepgram for real-time speech-to-text and MirrorFly Call Services for WebRTC-based voice sessions, complete with IVR navigation and interruption sensitivity. A standout capability is the Model Context Protocol (MCP), which enables dynamic interaction with external systems like HubSpot. JWT authentication, automated data redaction, and customizable AI guardrails that restrict topics or filter PII are used for security, which is also customizable for business-specific use cases.</p><p>Along with this, the solution supports post-call analytics, sentiment scoring, and token usage tracking, making it a strong fit for AI chatbots for customer service deployments that demand transparency, reliability, and the tools necessary to build and scale high-performance conversational experiences.<br><br>References</p><ul><li><p><a target="_new" rel="noopener" class="decorated-link" href="https://www.mirrorfly.com/blog/how-to-build-a-custom-ai-chatbot/?utm_source=chatgpt.com">How to Build a Custom AI Chatbot</a></p></li><li><p><a target="_new" rel="noopener" class="decorated-link" href="https://www.mirrorfly.com/blog/build-custom-llm-chatbot/?utm_source=chatgpt.com">Build a Custom LLM Chatbot</a></p></li><li><p><a target="_new" rel="noopener" class="decorated-link" href="https://www.mirrorfly.com/conversational-ai/chatbot/?utm_source=chatgpt.com">AI Chatbots for Customer Service</a></p></li></ul><p></p>. Best for Custom AI Chatbot and Custom LLM Chatbot users.
AI & Machine Learning
Discover 607 ai & machine learning product launches on What Launched Today — a curated feed of new startups, SaaS tools, and indie projects in AI & Machine Learning. Unlike a static software list, every entry links to a full launch page with screenshots, founder details, community reviews, and launch-day performance data. Use this page to spot emerging ai & machine learning tools before they hit mainstream directories.
607 ai & machine learning launches indexed
Wan 2.7 Video Generator for Creators is create ai video concepts for demos and launch visuals.. <p>Wan 2.7 AI Video Generator helps creators and product teams turn prompts and visual ideas into fast AI video concepts. It is useful for product demos, launch teasers, social clips, campaign concepts, and early creative reviews before committing to a full production workflow.</p>. Best for ai video and video generator users.
LandscapioAI is ai landscape design and outdoor planning. <p>LandscapioAI helps homeowners and landscape pros generate AI yard design ideas, plan outdoor upgrades, and estimate landscaping costs faster.</p>. Best for ai landscape design and landscaping users.
Seedance Video Generator for Marketers is ai video generation for cinematic creative drafts. <p>Seedance AI Video Generator helps creators and product teams generate cinematic video drafts from prompts and visual directions. It is useful for product demos, social clips, launch teasers, campaign concepts, and fast creative iteration before a full production workflow.</p>. Best for ai video and video generator users.
Mochi 1 is create cinematic ai videos from text with mochi 1.. <p>Mochi 1 AI Video Generator is an AI-powered text-to-video platform that helps users turn written prompts into visually engaging video content. By describing a scene, subject, action, background, lighting, camera movement, mood, and style, users can generate cinematic video clips that match their creative direction. The platform is designed to make video creation easier, faster, and more accessible for users who want to bring ideas to life through artificial intelligence.</p><p>Mochi 1 is suitable for content creators, marketers, brands, educators, filmmakers, designers, storytellers, and digital professionals. It can be used to create social media videos, product showcases, promotional clips, advertising concepts, explainer visuals, educational content, cinematic scenes, brand campaigns, and creative storytelling projects. Whether the goal is to build engaging online content, test a visual idea, or create professional-looking videos for digital platforms, Mochi 1 provides a flexible solution.</p><p>One of the main advantages of Mochi 1 is its prompt-based creative control. Users can guide the AI by adding details such as subject movement, camera angle, environment, color tone, lighting effects, background setting, and overall atmosphere. This allows users to shape the final output according to their needs and explore multiple creative directions from a single idea. It is especially useful for brainstorming, concept development, marketing visuals, and short-form video production.</p><p>The platform focuses on generating videos with realistic motion, detailed scenes, and cinematic presentation. This makes it helpful for users who want visually appealing content without depending heavily on traditional video production, animation, or complex editing workflows. Mochi 1 gives users a practical way to move from imagination to motion using simple written descriptions.</p><p>For businesses and marketers, Mochi 1 can support product promotion, campaign planning, social media engagement, and brand storytelling. For creators and educators, it can help produce unique visuals, explain ideas, or enhance digital content. Filmmakers and storytellers can also use it to visualize scenes, create concepts, and experiment with different styles.</p><p>Overall, Mochi 1 AI Video Generator offers a modern approach to video creation by combining artificial intelligence, cinematic styling, and prompt-driven creativity. It helps users create dynamic AI-generated videos for marketing, education, entertainment, social media, product promotion, and creative projects, making video generation more flexible and efficient.</p>. Best for AI and AI Video Generator users.
TDEE Calculator is accurate daily calorie targets for real results. <p>TDEE.io is a fast and accurate TDEE calculator designed to help you estimate your Total Daily Energy Expenditure and plan your daily calorie intake with confidence.<br><br>By entering your age, sex, height, weight, and activity level, you can instantly calculate your maintenance calories and get practical targets for fat loss, muscle gain, or weight maintenance. The calculator uses the proven Mifflin–St Jeor equation to provide reliable estimates based on real physiology, not guesswork.<br><br>In addition to your daily calorie baseline, TDEE.io provides helpful insights including calorie deficit and surplus recommendations, macro guidance, and activity-based adjustments so you can create a plan that fits your lifestyle and goals.<br><br>Whether you're trying to lose weight, build muscle, or maintain your current physique, TDEE.io gives you a simple starting point you can refine over time using real-world results.<br><br>The tool is completely free and is designed for speed, clarity, and practical use.</p>. Best for tdee calculator and calorie calculator users.
Soku AI is your ai marketing coworker. <p>Soku AI is your always-on AI marketing colleague that connects directly to your Meta Ads, Google Ads, TikTok Ads, GA4, Shopify, and more. Instead of jumping across dashboards and spreadsheets, you can ask plain‑language questions like “Why did CPA spike yesterday?” or “Where should we reallocate budget for better ROAS?” and get precise answers, backed by your own data.<br><br>Soku AI unifies fragmented context across paid, organic, email, and social, then runs root‑cause analysis to show what actually moved performance—spend shifts, audience fatigue, funnel leakage, or keyword gaps. On top of insights, it generates action‑ready outputs: weekly recaps, budget recommendations, SEO content briefs, audience segments, and experiment ideas your team can execute immediately.<br><br>All integrations are read‑only and can be set up in under 15 minutes. Soku AI is free during beta, giving early teams priority onboarding and a direct line into the product roadmap.</p>. Best for marketing analytics and ai marketing users.
Enovai Group is ai that works. not just promises.. <p>ENOVAI is an AI-powered SaaS company helping e-commerce businesses automate their customer experience from product discovery to after-sales support.</p><p>Our flagship product, the AI Personal Shopper, integrates directly with Shopify to guide customers in real time, recommend products, and escalate to a human agent only when needed. Every workflow is multilingual by default, built for brands that operate across borders.</p><p>ENOVAI is for e-commerce teams ready for AI that actually converts.</p>. Best for AI SaaS and e n8n users.
Build Your Own X Lab is personalized build plans in minutes. <p>Create a tailored roadmap for your project in minutes. Choose your target, language, and pace, and transform the open-source collection into a step-by-step guide with source links and checkpoints that suit your learning style.</p>. Best for personalized-learning and saas users.
PolicyCentral.ai is ai-driven policy management and access platform. <p>Host - Host all org-wide policies in one place for easy access<br>Publish - Publish using a HTML editor & add image, videos, Youtube links<br>Enable AI - AI-powered features to make policy understanding easy<br>Share - Share policies with various & custom employee groups<br>Access - A structured, folder-wise & feature-rich portal & app for employee access<br>Manage - Manage versions, delete, notify, expiry, edit, retarget<br>Track - Track read receipts, signatures, questions, comments & responses<br><br>For the Policy Makers<br>> Gen AI-powered Policy Intelligence<br>> Policy creation and content management<br>> Publisher controls and workflow management<br><br>For the employees<br>> Policy distribution and targeting<br>> Employee portal and mobile app<br>> Employee interaction and acknowledgement<br><br>For the organization<br><br>> Tracking, analytics, and reporting<br>> Enterprise features<br>> Banking-Grade Security and Compliance</p>. Best for Productivity and Policy Management users.
Brivvy is make ai write like you, not like everyone else.. <p>Most companies sound like they were written by the same person. Generic phrasing, inconsistent tone, content that could belong to any brand. Brivvy fixes that. Brivvy is a brand voice platform that keeps every piece of AI-generated content sounding like it came from the same author, no matter who wrote the prompt or which tool was used. Here is how it works. Teams define their voice once: the tone, the writing rules, the terminology, the structure. Brivvy stores all of it in one place. From that point, any AI tool connected to Brivvy, including Claude, pulls those rules automatically before generating a single word. The result: blog posts, product updates, announcements and social content that sound consistent, on-brand and human, every time. What teams set up in Brivvy:- Voices, tone settings and writing rules that reflect how the brand actually communicates.- Templates for recurring content types, so structure is never an afterthought.- A glossary of preferred and avoided terms, so the right words always land.- Audience definitions, so the same message hits differently depending on who is reading it. Brivvy connects to the tools teams already use. Through its Model Context Protocol (MCP) server, AI assistants like Claude read voice and template data directly, with no copy-pasting, no manual prompting and no chasing down brand guidelines in a shared folder. It is not a content generator. It is the layer that makes content generators write like the brand owns them.</p>. Best for ai and productivity users.
Kimchi is private ai inference, built to scale. <p><a target="_blank" rel="noopener noreferrer nofollow" href="http://Kimchi.dev">Kimchi.dev</a> is a managed AI inference platform that enables engineering teams to build, test, and deploy AI applications quickly using a unified OpenAI-compatible API. It removes the operational burden of managing infrastructure such as GPUs, model hosting, scaling, and deployment pipelines, allowing developers to focus on building product features and delivering value.</p><p>The platform is designed to support the full lifecycle of AI development—from early experimentation to enterprise-scale production. Teams can start in a fully managed environment for rapid prototyping and iteration, then seamlessly transition to secure, production-ready deployments inside their own Virtual Private Cloud (VPC). This ensures full control over data, security, and compliance while maintaining a consistent API interface and requiring no changes to existing integrations.</p><p><a target="_blank" rel="noopener noreferrer nofollow" href="http://Kimchi.dev">Kimchi.dev</a> includes built-in governance and observability from day one, providing visibility into usage across engineers, teams, and projects. This enables organizations to track costs, monitor resource consumption, and maintain accountability as AI adoption scales across the business.</p><p>Under the hood, the platform abstracts away all infrastructure complexity. It handles GPU provisioning, model serving, autoscaling, failover, and zero-downtime updates automatically. This ensures reliable performance at any scale without requiring dedicated DevOps or MLOps engineering effort for inference workloads.</p><p>As demand grows, teams can scale into dedicated GPU capacity within their VPC while keeping APIs and workflows unchanged. By combining managed simplicity with private infrastructure control, <a target="_blank" rel="noopener noreferrer nofollow" href="http://Kimchi.dev">Kimchi.dev</a> delivers a faster, more secure, and more efficient way to build and operate AI-powered applications from prototype to production.</p>. Best for AI inference and AI platform users.
Hunter Eyes is find out if you have hunter eyes — or if you're the prey. <p><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> is an AI-powered eye area aesthetic evaluation tool. <a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> analyzes your eye area across six scientific dimensions and tells you exactly how Hunter-like your eyes are — with a clear score, Tier ranking, strengths, weaknesses, and actionable improvement suggestions.</p><p><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> offers two evaluation modes:</p><ul><li><p><strong>Scientific Mode</strong> — Objective, evidence-based eye area assessment</p></li><li><p><strong>Roast Mode</strong> — Humorous and satirical evaluation, shareable and fun</p></li></ul><hr><h2>Why Use <a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a>?</h2><p><strong>Six-Dimension Eye Area Evaluation</strong><br><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> scores your eye area across six core metrics — canthal tilt, upper/lower eyelid exposure, eye socket depth, brow-eye distance, and eye shape — to quantify exactly how Hunter-like your eye area is.</p><p><strong>Instant Results</strong><br><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> returns your total score, Tier rank, community title, and dimension-level breakdown within seconds of submission.</p><p><strong>Actionable Improvement Tips</strong><br><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> provides safe, non-surgical improvement methods including UUDD exercises, squint training, cold compress, sleep optimization, brow grooming, body fat management, and mewing.</p><p><strong>Privacy First</strong><br><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> never stores your photos. Images are used only for the current evaluation and deleted immediately after processing. <a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> does not share your image with any unrelated third parties.</p><p><strong>Long-Term Progress Tracking</strong><br><a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> supports progress tracking over time. Keep photo conditions consistent and <a target="_blank" rel="noreferrer" class="" href="https://huntereyes.net/">Hunter Eyes</a> helps you compare total score, Tier shifts, and per-dimension changes to see whether your habits are actually improving your eye area.</p>. Best for AI and ai users.
Sora Alternative is one platform, multiple ai models for better video creation.. <p><a target="_blank" rel="noopener noreferrer nofollow" href="https://soraalternative.com/"><strong>Sora Alternative</strong></a> is a powerful AI video platform that combines multiple advanced models into one seamless workflow. It supports text-to-video and image-to-video generation, along with prompt and reference-based controls for style, motion, and scene consistency. This multi-model approach helps users achieve higher-quality results, more stable visuals, and greater creative flexibility compared to single-model tools.</p><p>It’s built for creators, marketers, and teams who need fast and scalable video production. You can create short-form content for social media, ad creatives, product demos, or storytelling videos with minimal effort. Whether you're testing ideas or producing content at scale, <a target="_blank" rel="noopener noreferrer nofollow" href="https://soraalternative.com/">Sora Alternative</a> makes it easy to turn concepts into engaging videos quickly.</p>. Best for AI Video and AI Video Generator users.
Yewsafe is yewsafe，cdn，ddos，edge ai. <p>lIn an era defined by instantaneous data processing and evolving cyber threats, legacy cloud architectures have become the bottleneck of the modern enterprise. Yewsafe is a next-generation infrastructure platform designed to collapse the distance between data and the end-user. By integrating a global millisecond-latency edge computing architecture with deep-learning security protocols, Yewsafe provides the high-performance foundation required for the most demanding digital applications.</p><p>Adaptive Intelligence Meets Global Infrastructure</p><p>The cornerstone of the Yewsafe platform is our AI-driven full-link intelligent scheduling. Unlike traditional traffic management, our system optimizes the entire data path from origin to edge. By analyzing global network telemetry in real-time, Yewsafe’s AI-driven acceleration ensures that every packet takes the path of least resistance, virtually eliminating jitter and latency.</p><p>To further empower modern applications, Yewsafe provides edge intelligent inference acceleration. By deploying AI models directly to our global points of presence, we enable businesses to run complex decision-making processes—such as real-time image recognition or personalized content synthesis—at the edge. This eliminates the need for costly backhauling to centralized data centers, bringing true intelligence to the user’s doorstep.</p><p>A New Standard in Perimeterless Security</p><p>As the network perimeter dissolves, Yewsafe adopts a Zero Trust edge security posture. We assume no inherent trust, verifying every request at the edge layer before it can access your core infrastructure. This is bolstered by our native edge security defense system, which acts as a distributed shield against the world’s most sophisticated volumetric attacks.</p><p>Security at Yewsafe isn’t just reactive; it’s predictive. Our AI real-time threat perception engine continuously monitors global traffic patterns to identify behavioral anomalies. Whether it is a zero-day exploit or a highly distributed botnet, our system senses and neutralizes threats in milliseconds. This convergence of networking and security ensures that your "fastest" path is always your "safest" path.</p><p>Architected for Scale</p><p>Yewsafe is built for developers who demand more from their infrastructure. Our global millisecond-level edge computing architecture allows you to deploy </p>. Best for yewsafe，CDN，DDOS，Edge ai and ai users.
TradingMMT is trading education, trading mentorship, fintech, online tradi. <p><a target="_blank" rel="noopener noreferrer nofollow" href="http://TradingMMT.com">TradingMMT.com</a> is the official website of The MMT, a trading education and mentorship platform. The platform positions itself as a professional trading academy built for traders who want structure, discipline, and repeatable execution instead of hype-driven promises. Its core value proposition is helping members turn scattered market knowledge into a clear trading plan that can be applied consistently in live conditions.</p><p>The website offers a range of educational products and mentorship packages for traders at different levels. These include beginner training, advanced modules, live trading sessions, daily forecasts, weekly market breakdowns, trade recaps, psychology coaching, and a private Discord community. The platform also provides tools such as a probabilities indicator and a funded guide aimed at helping traders pass prop firm evaluations, stay funded, and improve long-term consistency.</p><p>A major part of the brand’s positioning is its “academic” and “no-nonsense” approach to trading education. Rather than selling trading as a shortcut to fast wealth, the site emphasizes risk management, technical education, psychology, and professional development. It presents itself as a complete ecosystem for traders who want both education and ongoing support, combining self-paced lessons with live interaction and feedback.</p>. Best for trading education and trading mentorship users.
Hacking Tool is turn hackingtool into a cleaner saas-style workbench. <p>HackingTool simplifies your security testing with over 185 organized tools across 20 categories. Easily pick a mission, search tags, and start with a manageable ethical stack that you can explain. Navigate tasks without the hassle of remembering project names, making your security efforts more efficient.</p>. Best for security-tools and ethical-hacking users.
Penpot Open design workspace is design, prototype, and hand off in one penpot-style canvas. <p>This SaaS-style workspace simplifies the design process with frames, tokens, prototype flow, and inspect output. It empowers teams with open standards, self-host options, and AI-ready workflows, ensuring a seamless handoff for developers.</p>. Best for design-tools and prototyping users.
Open Notebook is build a private ai notebook from your sources. <p>Open Notebook allows you to consolidate your knowledge by adding files, links, and notes. Ask focused questions, save cited answers, and create audio-style briefings with ease, all within a single workspace.</p>. Best for ai-notebook and productivity users.
AI Translate Video is ai translate video to english & 50+ languages. <p>Effortlessly translate your local MP4/MP3 files or public video URLs into English and over 50 other languages. Generate separate subtitle files, reach global audiences with translated YouTube videos, and even leverage voice cloning to maintain the original speaker's tone. Ideal for testing multilingual content across different markets with speed and ease.</p>. Best for ai and video users.
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Frequently asked questions
- What ai & machine learning products launched recently?
- The list below shows AI & Machine Learning launches from the past 12 months, sorted by launch date. Premium and highlighted launches are marked for visibility.
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- Products are grouped by founder-submitted tags that match AI & Machine Learning. You can also browse by related tags, our AI tools directory, or weekly launch roundups.
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- Yes — founders submit through our dashboard. Approved launches get a dedicated page, community upvotes, and inclusion in category and archive listings.