Business Software for Claude

  • 1
    MS0 Reverse Reviews
    MS0 Reverse transforms outdated code from a burden into a valuable asset by utilizing AI-driven analysis and intelligence that uncovers business logic, safeguards institutional knowledge, and clarifies intricate systems prior to teams making informed decisions regarding maintenance, refactoring, or modernization. Prioritizing intelligence, the methodology emphasizes a thorough understanding of the system before determining the next steps with certainty. It offers a structured knowledge infrastructure through a comprehensive knowledge graph that illustrates the entire operational framework, encompassing data flows, business logic, dependencies, and inter-program relationships. Various stakeholders, including developers, analysts, architects, executives, compliance teams, product owners, and portfolio managers, can engage with the same systems using natural language, obtaining insights derived from a unified governed knowledge layer. Furthermore, MS0 Reverse supports an open infrastructure through APIs and MCP connectors, facilitating the creation of customized tools, partner extensions, and additional functionalities. This versatility not only enhances collaboration among teams but also empowers organizations to leverage their existing systems more effectively.
  • 2
    Popsight Reviews

    Popsight

    Popsight

    Freemium
    Popsight is a desktop-based AI visibility analytics and GEO monitoring solution built for companies, marketers, SEO professionals, and product teams seeking measurable insights into how large language models and AI-powered search systems present their brands to users. The platform connects directly to providers such as OpenAI, Anthropic, Google, and Perplexity through locally stored API credentials, allowing users to run statistically rigorous analyses that track brand mention rates, share of voice, citation frequency, ranking position, and competitor presence across AI-generated answers. Instead of relying on one-off screenshots or anecdotal prompt testing, Popsight repeatedly samples AI responses and calculates statistically valid confidence intervals, helping businesses distinguish between random AI variation and meaningful visibility trends. The platform also identifies untracked competitors, surfaces AI citation patterns, tracks prompt categories where competitors dominate, and provides actionable insights into how AI products prioritize brands within different types of search and recommendation queries. Popsight includes AI crawler diagnostics, robots.txt analysis, consent banner evaluation, schema markup testing, CDN accessibility validation, and multi-page technical scanning to help organizations improve AI discoverability and optimize their websites for generative AI systems. By combining AI visibility measurement, technical GEO readiness analysis, competitive intelligence, and statistically driven reporting into a locally executed desktop application, Popsight helps businesses better understand and improve their presence across emerging AI-driven discovery platforms.
  • 3
    PromptUnit Reviews
    PromptUnit serves as an AI inference intermediary that automatically minimizes AI expenses by acting as a bridge between an application and its AI service providers, requiring no modifications to existing code. Teams simply replace the base URL while maintaining the same SDK, endpoints, response parsing, and error management, allowing PromptUnit to take care of routing, failover, cost monitoring, and quality assessment. It meticulously logs every API interaction, detailing aspects such as model, feature, user segment, token count, latency, and cost, thereby providing immediate insights into AI expenditures before any routing adjustments are implemented. In its observation mode, PromptUnit meticulously monitors traffic, shadow-classifies incoming requests, predicts potential savings, and clarifies routing choices, enabling teams to visualize exact savings prior to activating live routing. After activation, Smart Routing intelligently classifies tasks to direct each request to the most cost-effective model that meets the established quality standards. Additionally, PromptUnit incorporates features like prompt compression, token inflation protection, efficiency scoring for prompts, semantic request caching, and multi-model consensus for enhanced performance. Its comprehensive approach ensures that organizations can optimize their AI usage and manage budgets effectively.
  • 4
    NeuroRank Reviews

    NeuroRank

    Pulp Strategy Communications Pvt Ltd

    $225/brand/month
    Command how AI Views, Understands, and Suggests Improvements for Your Brand. NeuroRank is an innovative AI visibility intelligence platform, currently under patent, that analyzes the representation of your brand by ChatGPT, Gemini, Claude, and Perplexity, identifies weaknesses in your AI presence, and recommends precise solutions for enhancement. It influences the RAG layer and boosts AI memory while monitoring the growth of inclusivity. NeuroRank lays down the essential framework for your GEO/LLMO initiatives, transforming the often opaque “Black Box” of AI search into a transparent, audited approach that empowers teams to manage their AI footprint with complete clarity and deliberate action. With this enhanced visibility, your team can effectively navigate and control their operational environment, ensuring a strategic and informed approach to brand management.
  • 5
    Pillar Security Reviews
    Pillar Security serves as a comprehensive AI security platform designed to safeguard the agentic workforce throughout the entire AI lifecycle, encompassing stages from development to deployment and ongoing runtime protection. By integrating business context during phases of discovery, testing, and protection, it ensures that security intelligence accumulates across various AI applications, including agents, models, prompts, frameworks, tools, MCP servers, skills, coding agents, and both SaaS and cloud environments. The platform enables organizations to identify and manage AI assets effectively, even those that are unapproved or fall under shadow AI, while also evaluating risks related to supply chain and overall security posture. Additionally, it maps out the attack surfaces associated with agentic systems and verifies critical vulnerabilities that need addressing. With its AI Security Posture Management features, Pillar scrutinizes interconnected agents, tools, permissions, data sources, prompts, models, and supply chain elements to reveal high-risk pathways, policy breaches, misconfigurations, and potential threats posed by coding agents, all of which enhance the understanding of the impact when a single component encounters a breach. Ultimately, Pillar Security empowers organizations to maintain a robust security framework while navigating the complexities of AI technology.
  • 6
    Avante Reviews
    Avante is a benefits intelligence platform designed specifically for HR teams, benefits leaders, brokers, consultants, and employees, distinguishing itself as an AI-native solution rather than a generic tool reliant on benefits documents. It employs dual AI agents that collaborate to reduce confusion, reveal opportunities, and enhance the overall value of benefits. One of these agents, Carly, offers personalized benefits assistance around the clock in over 50 languages, enabling employees to grasp their coverage, simulate real-life scenarios, compare different options, and receive immediate answers without the delays typically associated with HR responses. The other agent, Ava, equips HR and benefits leaders with strategic insights derived from employee inquiries, claims data, vendor agreements, usage trends, and program outcomes, allowing teams to identify employee needs, pinpoint areas of confusion, recognize underutilized benefits, and determine where to allocate resources effectively. Together, Carly and Ava create a cohesive intelligence framework that fosters a closed-loop system, ensuring continuous improvement and responsiveness to employee needs. This innovative approach not only streamlines the benefits process but also significantly enhances the overall experience for both employees and HR professionals.
  • 7
    friction AI Reviews

    friction AI

    friction AI

    $69/month
    Friction AI serves as a visibility platform for artificial intelligence that monitors the responses of generative AI assistants—such as ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews—when posed with purchase-intent inquiries regarding a brand and its rivals. This platform evaluates brand awareness, visibility, sentiment, and the rates of recommendations on a daily and weekly basis, while also revealing the citations, sources, and mentions of competitors that contribute to each outcome. Businesses leverage friction AI to understand the reasons behind AI assistants favoring competitors in shopping, comparison, and key category queries, thereby enabling them to conduct structured experiments aimed at bridging those gaps. Additionally, the insights provided by friction AI empower brands to refine their strategies and improve their positioning in a competitive market landscape.
  • 8
    UnoRouter Reviews

    UnoRouter

    UnoRouter

    Free tier, usage-based
    UnoRouter serves as a versatile gateway for accessing various OpenAI-compatible language models. With a single API key, users can unleash over 200 models from multiple providers including OpenAI, Anthropic, Google, and others, seamlessly integrating coding agents like Claude Code, Cline, Codex, and Kilo Code. By simply directing any OpenAI SDK to the designated base URL, users can effortlessly switch between models without needing to modify their existing code. Additionally, UnoRouter features an integrated chat and character client, which supports personas, lorebooks, and the import of SillyTavern cards, all accessible with the same API key. The platform operates on a usage-based pricing model that includes a free tier, ensuring users have access to live updates on model availability and pricing. This innovative approach simplifies the process of utilizing multiple AI models for various applications.
  • 9
    Parsnipp Reviews

    Parsnipp

    Parsnipp

    $39.99/month
    Parsnipp is an innovative generative engine optimization (GEO) platform designed to equip brands with the necessary tools to effectively market and sell through consumer AI channels such as ChatGPT, Gemini, and Claude. This is achieved through four interconnected solutions: 1. AI Visibility: Monitor and enhance your brand's exposure on prominent AI search platforms, gaining insights into how these engines identify, recommend, and showcase your brand to consumers. 2. Agentic Commerce: Oversee visibility, tailor your product catalog, and facilitate direct sales via LLM platforms. 3. LLM Ads: Strategically target and refine your brand's visibility in advertisements powered by LLM technology. 4. GEO Content: Evaluate content for AI readability, strategize content initiatives, and employ tools to refine your writing process. Our “Crawl, Walk, Run” framework simplifies the journey, allowing marketers to begin with small steps—measuring visibility, enhancing relevance, and scaling outcomes—within a user-friendly structure. Ultimately, this leads to a more precise, organized, and practical approach to elevating marketing efforts across AI channels. As brands navigate the evolving landscape of AI marketing, Parsnipp remains committed to delivering results that drive success.
  • 10
    Bloome Reviews
    Bloome is an innovative platform designed for group chats and agents, allowing Claude, ChatGPT, DeepSeek, and other agents to collaborate seamlessly as a cohesive unit. Instead of feeling replaced, users experience an enhancement in their capabilities. Rather than juggling multiple assistants across different tabs, Bloome consolidates individuals, agents, tools, and shared knowledge within a single conversation format, where agents are treated as essential participants complete with profiles, visibility, direct messaging, threads, and notifications. Users can easily summon an agent by mentioning its name, respond to discussions or tasks, and even integrate multiple agents into one conversation to facilitate delegation, contextual sharing, parallel work, peer reviews, and the refinement of ideas. This setup encourages cross-role collaboration, where one agent might draft content, while another offers critiques, and yet another identifies gaps, all while human colleagues remain engaged in the same thread to oversee and guide the process. Bloome ensures that every interaction, revision, and decision is preserved in a unified workspace, making it simple for anyone granted access to revisit and reflect on past discussions. This collaborative approach not only enhances productivity but also fosters a sense of community and shared purpose among all participants.
  • 11
    SKYA Reviews

    SKYA

    SKYA

    $42/month
    SKYA is an innovative AI Visibility Intelligence platform designed to monitor the real-time discussions surrounding a brand as captured by ChatGPT, Gemini, Perplexity, Claude, and Google AI Overview. It operates through six specialized agents: Aria (focusing on LLM Visibility), Forge (conducting On-Page Audits), Vex (providing Competitor Intelligence), Quarry (handling Keyword Research), Peak (analyzing SERP Features), and Halo (managing Reputation). Together, these agents offer marketing teams a comprehensive visibility score, real-time counts of mentions and citations, benchmarks against competitors, and a prioritized action list aimed at enhancing AI presence. This multifaceted approach ensures that brands can efficiently navigate the complexities of AI-driven visibility in their respective markets. By leveraging this platform, organizations can gain valuable insights that drive informed decision-making and strategic improvements.
  • 12
    NanoGPT Reviews
    NanoGPT is a subscription-based AI solution designed to cater to a variety of workflows, offering users comprehensive access to chat, image, video, audio, speech, and embedding models all from a single platform. Its design aims to simplify the user experience for those seeking robust AI models without the hassle of managing multiple subscriptions or accounts, while ensuring that conversation histories remain private by default and providing secure options for handling sensitive information. By integrating models from leading providers such as ChatGPT, Claude, Gemini, DeepSeek, Llama, DALL-E, Stable Diffusion, Flux, Recraft, and others, NanoGPT allows users the flexibility to choose the most suitable tool for their specific tasks. The platform facilitates a wide range of functionalities, including conversations, coding, creative writing, image and video generation, audio production, text-to-speech, web searching, file uploads, and model comparisons, all within a unified interface. Additionally, its model pages offer users the ability to explore and discover various AI language models tailored for conversations, programming, and creative projects, as well as access to image models for artistic endeavors. This versatility makes NanoGPT an invaluable resource for users looking to enhance their creative and professional projects with advanced AI capabilities.
  • 13
    condense.chat Reviews
    Condense.chat is an innovative API designed for compressing input for language models, functioning as a drop-in proxy that effectively reduces the size of prompts, retrieved documents, tool outputs, and recurring agent contexts prior to reaching the main models. By minimizing context while maintaining the integrity of Claude Code, it intercepts an agent's expanding session history and processes it through compression models, enabling long-running coding agents to operate with fewer tokens at the start of each new turn. Acting as an intermediary between applications and upstream LLM providers, Condense meticulously tracks conversations as a content-addressed chain, seamlessly compressing any repeated context along the way. Developers can easily integrate this system by directing their SDK to the Condense provider route, adding a Condense key, and retaining their existing provider key without needing to make any additional changes. Compatibly, it supports routes for both Anthropic and OpenAI, and also offers pass-through functionalities for other provider pathways, including model lists and embeddings, ensuring a versatile integration. This makes it an invaluable tool for optimizing interactions with language models while enhancing overall efficiency in processing and managing session data.
  • 14
    RHM Digital Reviews

    RHM Digital

    RHM Digital

    $49/month
    RHM Digital serves as an AI visibility platform designed to assist companies in understanding and enhancing their presence on AI search engines such as ChatGPT, Claude, Gemini, and Perplexity. This comprehensive platform autonomously creates pertinent prompts, keeps track of brand mentions and sentiment, monitors rankings and Share of Voice, analyzes competitors, spots content gaps, executes AI-optimized SEO and GEO assessments, and delivers prioritized action plans to boost AI visibility. Organizations benefit from ongoing insights into how AI models interpret their brand, along with actionable suggestions aimed at increasing their likelihood of being cited and endorsed more frequently. In addition, the platform empowers businesses to stay ahead of trends and adapt their strategies effectively.
  • 15
    Basetwo Reviews
    Basetwo is an advanced AI platform designed to assist process engineers in enhancing manufacturing operations on a real-time basis. Tailored for industries such as pharmaceuticals, specialty chemicals, personal care, and general manufacturing, it leverages AI-driven digital twins to refine process development, scale-up, technology transfer, quality assurance, and overall production efficiency. By enabling a transition from physical to virtual experimentation, Basetwo significantly minimizes trial durations and accelerates market readiness, all while ensuring product quality remains intact. The platform seamlessly integrates with real-time data sources, meticulously processes and cleans the data, and simulates current processes to uncover optimal operating conditions. With a user-friendly low-code, drag-and-drop interface, engineers can construct data-driven, mechanistic, or hybrid models, while also having the capability to test, validate, version, share, and implement these models for dependable production outcomes. This innovative approach not only streamlines operations but also empowers engineers to make informed decisions that can enhance overall productivity.
  • 16
    TapVid Reviews

    TapVid

    TapVid

    $31.2/month
    TapVid is a cutting-edge platform that generates AI-driven explainer videos effortlessly. Users can convert any prompt, PDF document, or web link into a polished explainer video complete with dynamic motion graphics, eliminating the need for any design or editing expertise. The platform takes care of every aspect of production, from creating outlines and scripts to providing voiceovers, subtitles, and the final render. It offers three primary features: the Explainer Video option for summarizing concepts in under a minute, the One Shot feature which allows users to upload content for a fully finished video ready for publishing, and the Intelligent Edit that enables users to enhance their videos using simple, straightforward commands. Videos can be exported in high-definition (1080p) without any watermarks, and they can last several minutes long. Designed specifically for creators, marketers, course developers, and teams who regularly produce video content, TapVid allows users to eliminate the need for outsourcing motion graphics. With plans starting at no cost and premium options available from just $31.20 per month, it offers an accessible solution for anyone looking to streamline their video creation process. This flexibility makes it an appealing choice for various users seeking to enhance their visual storytelling capabilities.
  • 17
    GEOscanAI Reviews

    GEOscanAI

    GEOscanAI

    $29/month
    GEOscanAI is an AI-driven platform designed to monitor visibility and citation tracking specifically for Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO). It analyzes how major AI systems, including ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews, reference and depict your brand, allowing you to pinpoint your presence in AI-generated responses while also identifying where competitors might be favored. Additionally, GEOscanAI highlights AI hallucinations, which are inaccuracies or outdated information regarding your brand presented by these models. Developed with a focus on the MENA region, it uniquely tracks visibility in Arabic-language AI responses, addressing a significant gap where over half of regional inquiries occur yet less than 1% of content is available online. Among its free public features are an AI Hallucination Registry and an AI Memory Calendar, both designed to enhance user awareness. By enabling you to monitor your brand across all major AI platforms, GEOscanAI alerts you to changes in visibility, transforming AI search from an unpredictable variable into a manageable channel that you can effectively influence. As such, it empowers businesses to make data-driven decisions based on their AI presence and perception.
  • 18
    Vailor Reviews
    Vailor is an entirely AI-driven platform designed for governance, risk management, and compliance in the cybersecurity sector, which consolidates risk evaluations, adherence to regulations, audits, asset management, organizational structures, and oversight of third parties into a single, cohesive source of truth. The organizational component of Vailor models multi-tenant entities, outlining perimeters and assets while incorporating unique configurations, data isolation, and governance tailored to each entity. Business teams can initiate projects using an AI-supported pre-assessment questionnaire that gathers crucial information, conducts an initial evaluation, and directs it through a streamlined validation workflow. When it comes to risk assessments, Vailor provides support at every stage, offering contextual scenario recommendations, a variety of methodologies, and automated generation of deliverables. Additionally, the compliance module aligns organizations with regulatory mandates, continually identifies and monitors gaps, suggests remediation strategies, and automatically produces necessary evidence and documentation. With such comprehensive features, Vailor empowers organizations to enhance their cybersecurity posture effectively.
  • 19
    RankinLLM.ai Reviews

    RankinLLM.ai

    RankinLLM.ai

    $99/month
    RankinLLM.ai serves as a platform focused on AI visibility and Generative Engine Optimization. It tracks various metrics such as brand mentions, source citations, sentiment analysis, ranking positions, competitor activity, and prompt-specific demand within LLMs, offering actionable insights and content tools aimed at enhancing visibility in AI-generated responses. Additionally, it allows brands to strategically position themselves in the evolving landscape of artificial intelligence.
  • 20
    scribe Reviews
    Scribe is an automated knowledge base that operates on a self-hosted platform, utilizing your tools to generate content. It analyzes the Git history, Claude Code and Codex sessions, as well as self-sent URLs and drop files, transforming this information into a well-organized, cross-project wiki formatted in Markdown and stored within Git repositories. By eliminating the need for developers to maintain an additional cognitive framework or to reconstruct context each time an agent session begins anew, Scribe effectively captures critical decisions, fixes, evaluations, and the rationale behind them, enabling agents to reference this accumulated knowledge prior to taking action. Its operational pipeline is scheduled via cron jobs, allowing it to identify projects and sift through low-value data using FTS5 before engaging with an LLM, thus extracting verified facts through structured bounded workflows that run in two passes. The final output is organized into entity-centric pages complete with YAML frontmatter, wikilinks, backlinks, retrieval context, and various typed relationships, including supersedes, contradicts, derived_from, specializes, and extends, ensuring comprehensive documentation and clarity across projects. This systematic approach significantly enhances collaboration and knowledge sharing among teams, streamlining the development process.
  • 21
    Calven Reviews
    Calven is a cutting-edge AI marketing platform designed to empower teams with nine independent agents focused on Research and Intelligence, Target Audience, and Positioning and Messaging. Instead of functioning as isolated tools, these agents collaborate through a unified database known as the Universe, where critical elements such as market signals, customer feedback, competitor insights, win/loss data, ideal customer profiles, personas, positioning, battle cards, and messaging are seamlessly integrated and consistently updated. Four dedicated research agents monitor competitors, markets, customers, and deals in real time; the ICP and Persona agents utilize these insights to create a validated understanding of the target audience; while the Positioning, Messaging, and Product Intelligence agents refine this context into compelling and distinct language. Additionally, Calven interfaces with various platforms such as sales calls, CRM systems, Slack conversations, documents, and more, efficiently processing information that teams typically lack the time to analyze, ensuring that all marketing materials are current and relevant. This holistic approach not only streamlines the marketing process but also enhances strategic decision-making across the organization.
  • 22
    Adobe Brand Visibility Reviews
    Adobe Brand Visibility serves as a comprehensive generative engine optimization tool designed for enterprise-level brands, enabling teams to comprehend, enhance, and evaluate how AI systems discover, reference, and depict their presence. The application offers insights across multiple AI platforms such as ChatGPT, Claude, Perplexity, Google AI Mode, Google AI Overviews, and Microsoft Copilot, while also providing benchmarking for share-of-voice and understanding how AI crawlers interact with a website. Leveraging data from over 281 million AI search prompts, clickstream analytics, competitive assessments, SEO authority, and various search signals, it pinpoints areas where brands fall short in AI-generated answers and highlights the topics, prompts, and content investments that could boost their visibility. The platform generates actionable briefs that reveal how a single optimization can enhance a cluster of topics and identify where competitors are succeeding or leaving gaps in the market. Additionally, teams can address issues such as blocked crawlers, absent structured data, 404 errors, and technical geo-related challenges directly at the CDN edge or the content source without needing engineering assistance, streamlining the process of improving brand representation in AI systems. This functionality not only saves time but also empowers teams to make informed decisions that drive brand growth.
  • 23
    Orbator Reviews

    Orbator

    Orbator

    Freemium
    Orbator provides insights into how well ChatGPT, Claude, Gemini, Perplexity, and Grok endorse your product within its category, offering practical advice for improvement. Unlike traditional visibility tools that focus solely on SEO rankings, Orbator emphasizes the significance of AI assistant recommendations, which are increasingly crucial. You can initiate a complimentary visibility assessment to uncover authentic queries and discover which sources AI has referenced. By tracking weekly, users can observe that AI answer recommendations can shift by 40–60% monthly, keeping you updated on any variations. The platform also takes care of directory placements, identifies citation opportunities, and issues proof-of-placement receipts to ensure transparency. The free tier provides access to the visibility check alongside a match to over 50 directories, while paid options start at $39 per month for weekly monitoring and extend to comprehensive optimization and managed placement services. Local enterprises leverage this tool to establish themselves as the preferred AI reference for their category within their locale, while SaaS entrepreneurs monitor their visibility across multiple AI channels. No SEO background is necessary, as Orbator's team oversees placements for those on higher-tier plans. Built upon the open-source AI Recommendation Index, Orbator continually adapts to the evolving landscape of AI-driven recommendations. Additionally, users benefit from regular updates and insights that enhance their understanding of the market dynamics.
  • 24
    Mavvrik Reviews
    Mavvrik operates as a sophisticated platform for managing costs associated with AI and hybrid infrastructure, providing a centralized hub for finance, FinOps, IT, and engineering teams to oversee GenAI, autonomous agents, GPUs, cloud systems, on-premises resources, Kubernetes, data platforms, and SaaS solutions. By consolidating cost, usage, and telemetry data from major providers such as AWS, Azure, Google Cloud, Oracle, VMware, NVIDIA, OpenAI, Anthropic, Gemini, Snowflake, Databricks, and LiteLLM, it establishes a comprehensive source of truth for the entire technology ecosystem. Teams can meticulously monitor each model interaction, agent engagement, GPU utilization, and resource workload, allowing for precise spending allocation across various dimensions, including customer, product, feature, project, application, environment, team, or cost center. Through in-depth analysis of cost-to-serve and unit economics, Mavvrik uncovers margin losses, identifies costly workloads, and clarifies the actual expenses involved in delivering each service. Additionally, its capability for real-time anomaly detection and alerts serves to flag unusual usage patterns before they escalate into unexpected budget overruns, while its predictive forecasting tools assist organizations in effectively modeling their cloud, GPU, and AI-related expenditures. This holistic approach empowers teams to make informed financial decisions and optimize resource utilization for sustained growth.
  • 25
    MentionBird Reviews

    MentionBird

    MentionBird

    $79/month
    MentionBird serves as an AI visibility platform designed to aid brands in assessing and enhancing their visibility within AI responses on platforms like ChatGPT, Perplexity, Gemini, Claude, Grok, and others by executing daily prompt analyses in any chosen country. It delivers precise insights regarding brand mentions, citations, source references, and the performance of competitors, while also offering tailored AI Ranking Advice for each prompt, which could suggest strategies such as developing new content, refining existing webpages, or establishing pertinent backlinks. By following these ranking strategies, marketing teams can concentrate on the most impactful actions, thereby attracting more customers through various AI platforms. Furthermore, MentionBird boasts a straightforward setup process that does not necessitate any website installation and seamlessly integrates with existing tools that teams are already utilizing, like Claude, making it a convenient addition to their marketing arsenal. This ease of integration ensures that brands can quickly leverage the insights provided by MentionBird without disrupting their established workflows.