Best Artificial Intelligence Software in the UK - Page 10

Find and compare the best Artificial Intelligence software in the UK in 2026

Use the comparison tool below to compare the top Artificial Intelligence software in the UK on the market. You can filter results by user reviews, pricing, features, platform, region, support options, integrations, and more.

  • 1
    Aepto Reviews

    Aepto

    Limitless Hosting Ltd

    $9 per month
    Aepto is an innovative platform that utilizes AI to monitor domains, providing users with comprehensive visibility and management capabilities across various domain providers. Rather than needing to access multiple dashboards for registrars, hosting services, and email accounts, Aepto consolidates all this information into a single, user-friendly interface while continuously assessing domain performance through public indicators and AI-driven insights. Upon adding a domain, Aepto seamlessly performs an in-depth examination of the registrar, hosting arrangements, email settings, pricing structures, and renewal information without requiring any external APIs or integrations. The platform keeps tabs on crucial aspects such as email deliverability, DNS configurations, website and subdomain uptime, as well as tracking content modifications and any potentially concerning activities like changes to nameservers or lock status adjustments. In the event of any issues, Aepto promptly notifies users, providing clear explanations of the situation and guidance on which provider to reach out to for resolution. Furthermore, this proactive approach ensures that users can maintain optimal control and security over their digital assets with minimal hassle.
  • 2
    Fugte Reviews

    Fugte

    Made4Uo

    $0 (free plan)
    Fugte is a cutting-edge platform designed to empower small enterprises by allowing them to create and tailor widgets without the need for coding expertise. Utilizing advanced AI-driven tools, users can either design custom widgets from the ground up or convert pre-existing code into a hosted widget that features secure visual controls and various integrations. The intuitive interface of Fugte simplifies the management and updating of widgets, enabling users to concentrate on growing their business rather than grappling with technical complexities. Each widget is optimized for performance, ensuring seamless functionality across multiple web platforms such as Shopify, Wix, Webflow, Notion, Carrd, WordPress, Canva, and others. Additionally, Fugte's commitment to user satisfaction means that support is readily available, helping businesses overcome any challenges they may encounter while using the platform.
  • 3
    TenderVault Reviews

    TenderVault

    TenderVault

    $49/month
    TenderVault consolidates over 7,000 live government contracts from more than 90 nations, including the US, UK, EU TED, Canada, Australia, India, the GCC, and many others, into a single, searchable feed enhanced by AI technology. The platform offers features such as AI-generated briefs, bid/no-bid evaluations, proposal drafting assistance, pipeline management tools, and alert notifications. Designed to cater to the needs of contemporary businesses: The global feed is updated every six hours and tracks approximately $38.4 billion in active opportunities. AI-generated opportunity briefs provide straightforward summaries and come with automatic translation. Tailored first-draft proposals are created based on your specific capability statement. The bid/no-bid scoring feature facilitates immediate go/no-go decisions informed by your historical win data. A pipeline kanban allows users to monitor opportunities from their initial discovery all the way to award. The Compliance Vault serves as a centralized location for past performance records, certifications, and capability documentation. Additionally, smart notifications keep users informed through saved searches, daily summaries, and real-time alerts. Lastly, win/loss analytics enable businesses to measure the return on investment for each bid, providing valuable insights into their bidding strategies.
  • 4
    SentimentStack Reviews
    SentimentStack is a powerful AI visibility platform that enables brands to monitor and enhance their presence across leading AI engines and search environments. It tracks how frequently a brand is mentioned in responses generated by platforms like ChatGPT, Claude, Gemini, Perplexity, and Google, providing a comprehensive view of digital visibility. The platform delivers real-time analytics, including visibility scores, ranking positions, and competitor comparisons, all within a single dashboard. Users can run prompt analysis to understand how AI systems respond to customer queries and identify opportunities for improvement. SentimentStack also supports controlled experiments, allowing teams to test strategies, measure results, and validate what drives visibility growth. Its built-in knowledge context engine creates a centralized repository of brand information, ensuring all insights and recommendations are aligned with the brand’s identity. Additional features such as citation tracking and content auditing help uncover gaps and optimize content performance. The platform also includes automated alerts to notify users of changes in rankings or competitor activity. With its ability to integrate AI insights and actionable data, SentimentStack empowers teams to make informed decisions. It simplifies the complexity of AI-driven search visibility and turns it into a measurable, manageable process. Ultimately, it helps brands stay competitive in an evolving digital landscape dominated by AI.
  • 5
    Adviserry Reviews

    Adviserry

    Adviserry

    $14.99 per month
    Adviserry turns the newsletters, YouTube channels, and podcasts (soon!) you already follow into a knowledge base your AI can answer from, making expert content finally readable and actionable. Instead of skimming smart takes, saving essays, and forgetting what to do with them on Monday morning, Adviserry reads everything from the experts you follow, syncs it against what you are building, and brings you the specific actions worth taking each morning. Adviserry is the only automated, cross-expert, actionable knowledge base in the world. Where others ask you to find the sources, create notes, or copy&paste text, Adviserry does the heavy lifting for you and turns your knowledge base from a dusty filing cabinet into a panel of expert advisors helping you to move forward. Connect your Gmail inbox, add your favorite YouTube channels, group creators into focused topic panels like Marketing, SaaS, or AI, and upload your own pitch decks, strategy docs, project briefs, market research, or business plans so answers are grounded in your actual situation. Every new newsletter and video is automatically ingested, transcribed, embedded, summarized, and made searchable, with no manual uploads or copy-pasting. Adviserry's MCP allows users to inject trusted expertise directly into their favorite LLM. Want the intelligence of frontier models, guided by the experience of the world's best marketers to develop your GTM plan? Tell Fable or GPT-5.6 to ask your /adviserry Marketing Panel how they'd launch your next product and see how Hormozi, Pete Campbell, and Amanda Natividad would work together to help your product grow. Adviserry's MCP also allows users to easily keep Adviserry's context about your project up-to-date - simply tell your LLM to /adviserry update-user-context.
  • 6
    Virtual Dispatcher Reviews

    Virtual Dispatcher

    Virtual Dispatcher

    $297 per month
    Virtual Dispatcher serves as an around-the-clock AI receptionist designed specifically for home service companies. It efficiently responds to incoming calls, addresses customer inquiries, assesses potential leads, gathers information from callers, oversees after-hours and urgent calls, and assists in converting a greater number of inquiries into scheduled jobs, thereby enhancing business operations. This innovative solution streamlines communication and improves customer service for businesses in the home service sector.
  • 7
    GPTLocalhost Reviews

    GPTLocalhost

    GPTLocalhost

    $19.99/user
    Utilize your preferred local LLMs directly within Microsoft Word on your own computer. With GPTLocalhost, you can access cutting-edge AI models locally, providing total data privacy, no recurring subscription costs, and the convenience of easily toggling between different models at any moment. This innovative solution empowers users to harness advanced AI capabilities without compromising their data security.
  • 8
    Pictory Reviews
    Top Pick

    Pictory

    $19/user/month
    13 Ratings
    Pictory uses AI to convert long-form video and text into short, branded videos for social networks. Video creation is faster and easier. Increase your brand's social visibility. Add your logo. You can customize the fonts and colors. You can add your own Outro and Intro. Important soundbites from blog posts or videos are converted into a calendar of visual tweets, and posts. Our AI analyzes your transcript and highlights the most important soundbites. Pictory's AI engine transcribes the video as soon as it is uploaded. Cut out the sentences and words you don't want in your final video. Eliminate filler words such as uhs or ums. Summarize the video to the desired length. Our AI can select a set summary sentences from the transcript.
  • 9
    Workfellow Reviews
    Workfellow is the first hybrid process intelligence solution that combines the best of process mining and task mining into a plug-and-play solution with enterprise-grade data privacy and security. Key advantage: Up to 10x faster speed to insights and 3x lower total cost of ownership than the well-known alternative. Why go for a hybrid process and task mining solution? - Scope of coverage - uncover the true state of your work, processes and systems within 30 days, - Level of detail - find the root cause of wasted work and inefficiency across both tasks and processes, - Depth of insights - get automated improvement opportunities for eliminating, streamlining or automating processes, - Speed up digitalization - benchmark performance and digitalization across your teams and organization.
  • 10
    Werd Reviews

    Werd

    Artificial General Intelligence Company

    $7 per month
    Werd is an innovative writing assistant powered by artificial intelligence, crafted to assist both individuals and businesses in producing professional, impactful, and clear content with minimal effort. Whether users are composing emails, reports, articles, or marketing materials, Werd.ai utilizes sophisticated AI models to generate, enhance, and refine written communication seamlessly. The user-friendly platform allows individuals to enter their ideas or preliminary drafts, which the AI can swiftly convert into coherent, polished, and grammatically accurate text. Particularly beneficial for those looking to save time on writing tasks, Werd.ai helps enhance tone and clarity while ensuring that messages resonate effectively with their intended audience. Moreover, it provides customizable output options, enabling users to tailor their tone—be it formal, casual, or persuasive—to align with their unique requirements. Werd.ai is perfect for professionals, marketers, entrepreneurs, and students alike, simplifying the writing process and alleviating the burden of creating high-quality content. By employing Werd.ai, users can focus more on what they want to convey, rather than getting bogged down in the intricacies of writing.
  • 11
    Brainpercent Reviews

    Brainpercent

    Brainpercent

    $29/month/user
    Brainpercent is an end-to-end AI marketing platform that converts any source — a URL, news article, PDF, or YouTube video — into a fully branded multi-channel campaign in under 5 minutes. Feed the engine one URL and it produces: • 9 platform-tailored social posts (Instagram, LinkedIn, Facebook, X, TikTok, Threads, Bluesky, Pinterest, YouTube) with per-platform aspect ratios, character limits, and post-format conventions baked in • AI-generated branded images and 5–15 second videos with AI-composed music tracks and lipsync support • Long-form SEO articles in 12 languages with schema markup, internal-link injection, and Claude-powered fact-check gates • Carousel storytelling for IG, LinkedIn, and Facebook with auto-paced slide narration • Podcast episodes generated from any written source A proprietary server-side brand-stitching engine layers your logo, colors, fonts, and brand voice on every output via FFmpeg + Cheerio pipelines. No prompt engineering. No manual touch-ups. The brand layer is enforced server-side, not via instruction-following. Architecture: Next.js 14 App Router on Vercel multi-region (5 regions, geo-routed), Supabase Postgres + RLS, Inngest async job orchestration (95+ background functions with step-level retries), Anthropic Claude Sonnet 4.6 + OpenAI GPT-4 + Google Gemini for content, GoAPI gateway to gpt-image-2 / Seedance 2 / VEO 3 / Sora 2 / Kling for media, GetLate (now Zernio) for cross-platform publishing, Stripe for billing, Cloudinary for media hosting. Replaces a $1,500–$10,000/month tool stack. Plans from $29/month. Free trial — no credit card. Founder-led Discord support.
  • 12
    Lenso.ai Reviews

    Lenso.ai

    Lenso.ai

    $19.99 per month
    Lenso.ai, a tool for AI image searches, allows you to search for images based on your interests. Lenso.ai uses advanced AI technology to allow you to search for images, places, people, duplicates and related images. Lenso.ai reverse image search is more accurate and efficient than traditional image searches. Lenso.ai, an AI-powered reverse imaging tool, analyzes the image you are searching for quickly, identifying only the best matches. Searching by image is easy with lenso.ai, and it doesn't require any special skills or knowledge. Reverse image search is designed to fit diverse needs, whether you're a professional photographer looking for different places/landscapes/landmarks, a marketer searching for related or similar images, an enthusiast exploring the duplicates/copyright or you want to protect your privacy using face search.
  • 13
    ClevopyAI Reviews

    ClevopyAI

    Clevopy.AI

    $36 per month
    ClevopyAI, an AI-powered marketing tool, helps businesses and freelancers create high-quality marketing content. Write copy 10x faster, capture your audience, and beat writer's block for good. Over 100+ AI templates to produce content for specific marketing campaigns in minutes, not days. Use different writing tones for content types that are aimed at a specific audience or in multiple languages. - Create folders for saving and retrieving your work. - Create AI images for free with an advanced image creator. ClevopyAI's tools aren't just designed to help you create content faster; they're also designed to help you create better content. With the platform's content improvement feature, you can take existing content and make it more engaging, informative, and compelling for your audience. ClevopyAI's impressive workflow helps you to streamline content creation for a variety of campaigns, ensuring that you hit your targets with ease. By adapting your content's tone to suit your audience, you'll be sure to capture their attention and keep them engaged. And with the ability to conveniently save and retrieve your work using folders, you'll never lose track of your progress.
  • 14
    Gappeo Reviews
    Top Pick
    Gappeo is an AI-powered hiring engine designed for recruiting teams that need to move candidates through the hiring funnel faster and with less manual effort. The platform automates sourcing, engagement, pre-screening, phone interviews, assessments, video interviews, selection support, onboarding, and document verification. It can engage candidates instantly from job boards, WhatsApp, Messenger, email, referrals, databases, social media, and other hiring channels. Gappeo’s AI pre-screening asks role-specific questions, scores responses in real time, and can automatically decline candidates who do not meet required criteria. Its AI phone interview feature can call qualified candidates immediately, capture transcripts, summarize results, and provide scored recommendations for recruiters. The platform also generates skills assessments from job descriptions across hundreds of skills and roles, with AI proctoring features such as browser lock, screen recording, and face detection. Recruiters can use AI video interviews, live AI interview assistance, ranked shortlists, side-by-side candidate comparisons, and automated onboarding workflows. Gappeo integrates with tools such as Zapier, SmartRecruiters, BambooHR, Greenhouse, Workday, Lever, SAP SuccessFactors, and REST APIs. It is designed to help staffing firms, enterprise talent teams, and fast-growing businesses increase hiring speed, reduce administrative work, and improve the quality and consistency of candidate evaluation.
  • 15
    Mydrop AI Reviews

    Mydrop AI

    Mydrop AI

    $19/month
    Mydrop AI serves as a comprehensive social media operating system tailored for agencies, freelancers, and teams managing multiple brands. It streamlines the typical reliance on numerous tools by integrating the entire social media lifecycle into a single login, allowing users to plan, create with AI, approve, publish, engage, and generate reports for multiple clients simultaneously. Each feature is designed with specific brand parameters to maintain the unique identity, tone, and guidelines of every client. With Mydrop AI, users can: - Publish content natively across ten different platforms, including Instagram, Facebook, Threads, TikTok, YouTube, LinkedIn, X, Pinterest, Google Business, and Reddit. - Generate a month's worth of content in bulk from CSV files, media libraries, ZIP folders, or through AI assistance. - Utilize brand-aware AI for crafting captions, generating ideas, and creating images and videos, along with an AI assistant to streamline the process. - Approve content easily via no-login links or through WhatsApp for added convenience. - Manage engagement through a unified Social Inbox, making interactions simpler and more organized. - Create branded, client-ready reports in PDF format, complete with analytics for performance tracking. - Offer white-label client portals, customizable link-in-bio options, and personalized domains for enhanced branding. With over 9,000 agencies and brand teams placing their trust in Mydrop AI and a perfect 5.0 rating on Trustpilot and Google, it has established itself as a reliable tool in the social media landscape. This platform not only simplifies social media management but also elevates client interactions and brand consistency.
  • 16
    Saturn Cloud Reviews
    Top Pick
    Saturn Cloud is an AI/ML platform available on every cloud. Data teams and engineers can build, scale, and deploy their AI/ML applications with any stack.
  • 17
    Melaya Reviews
    Melaya is a versatile platform designed to create and manage AI agents that seamlessly integrate with various business tools, web browsers, and Android applications, featuring six interconnected products: - Melaya Agents: A user-friendly visual interface for designing workflows and coordinating multi-agent teams, which integrates models, tools, memory, schedules, and approval mechanisms for reproducible operations. - Melaya Assistant: A singular conversational workspace that facilitates collaboration across interconnected business systems while utilizing authorized tools and shared context. - Melaya Device Control: AI agents that interact with real Android applications using accessibility features, eliminating the need for rooting or specialized API integration. - Melaya Browser Control: Agents capable of navigating and executing tasks within your web browser, equipped with options for selecting tabs, managing site permissions, live monitoring, and manual intervention. - Melaya MCP Server: This component provides existing AI assistants, such as Claude, ChatGPT, and Cursor, with access to Melaya’s features, including browser control, mobile agents, and workflows through a single connection. - Melaya Marketing: An all-encompassing suite designed for conducting AI-driven SEO audits, building backlinks, managing advertising campaigns, and performing analytics. This comprehensive suite of tools empowers users to enhance productivity and optimize their business processes.
  • 18
    MachinesFluent Reviews

    MachinesFluent

    MachinesFluent

    $9/month/user
    1 Rating
    MachinesFluent is a highly adaptable AI-driven dictation application that allows users to dictate across various platforms, whether they are online or offline, and convert their spoken words into unrefined text, refined writing, summaries, translations, responses, documentation, well-structured notes, or any personalized format they require. With MachinesFluent, you can engage in voice-activated web searches, process copied text seamlessly, analyze images from your clipboard, and transcribe audio or video recordings that you already possess. This application empowers users to take charge of the engine for each specific function, boasting a range of features such as offline dictation for enhanced privacy, cloud-based speech for added convenience, and options for both local and cloud AI. Furthermore, it provides direct sign-in capabilities for OpenAI accounts, along with custom prompts, model choices tailored to individual prompts, vocabulary dictionaries, voice snippets, a history of local commands, customizable hotkeys, and dictation styles that adapt to specific apps or websites. Designed for those who seek swift dictation, prioritizing privacy when desired, leveraging AI when advantageous, and offering the flexibility to align with their unique workflows, MachinesFluent stands out as a formidable tool in the realm of dictation applications.
  • 19
    UserWay Reviews
    Top Pick

    UserWay

    UserWay Inc.

    $49 per month
    8 Ratings
    UserWay is a pioneer in AI-powered web accessibility technologies designed to dismantle digital accessibility barriers, Their suite of accessibility solutions assist over 60 million users with disabilities daily as they help to make every digital touchpoint intuitive and inclusive. By bringing a distinct blend of legal, accessibility, and technical expertise together, UserWay’s digital accessibility compliance products support continuous adherence to accessibility laws and guidelines, such as WCAG 2.2, ADA, EN 301-549, and Section 508. Beyond their state-of-the-art Accessibility Widget, UserWay's Accessibility Plugin adds accessibility into websites on platforms like Shopify, Wix, and WordPress with native integration. Their Accessibility Scanner automates violation detection and Accessibility Audits provide remediation in real-time. Find out why millions trust UserWay for their digital accessibility and compliance needs.
  • 20
    Babelbeez Reviews

    Babelbeez

    Babelbeez

    $39/month
    Babelbeez is a WebRTC-based voice automation agent that replaces legacy telephony with a direct-to-browser AI interface. It handles real-time speech-to-speech interaction while simultaneously extracting structured data for backend integration. The Architecture: Native Speech-to-Speech (S2S): Powered by the OpenAI Realtime API, the agent processes input/output audio directly without intermediate transcoding steps. This eliminates the latency inherent in traditional STT/TTS pipelines and allows for natural "semantic interruption" (the agent stops speaking immediately when the user interrupts). Entity Extraction Engine: Unlike standard VoIP systems that leave you with raw audio files, Babelbeez parses the conversation in real-time. It identifies developer-defined entities (e.g., intent, email, booking_timestamp) and converts them into a structured JSON payload at the end of the session. Secure Webhooks: Session data is pushed to your endpoint via HMAC-SHA256 signed webhooks. This allows the voice agent to act as a secure trigger for external workflows (Zapier, n8n, custom backends) without requiring manual transcript parsing. RAG-Powered Context: The agent uses Retrieval Augmented Generation (RAG) to ground responses in your specific documentation or website content, preventing hallucinations common in generic models.
  • 21
    AiAssistWorks Reviews

    AiAssistWorks

    PT Visi Cerdas Digital

    $5/month
    AiAssistWorks brings AI superpowers to Google Sheets™, Docs™, and Slides™ — powered by 100+ leading AI models including GPT, Claude, Gemini, Llama, Groq, and more. In Google Sheets™, Smart Command lets you simply describe what you need — and AI does the rest. From generating product descriptions and filling 1,000+ rows of data, to building pivot tables, applying formatting, validating inputs, and creating formulas — all without writing any code or formulas. No scripts. No copy-paste. Just results. In Google Docs™, you can work faster and smarter by generating, rewriting, summarizing, translating text, or even creating images directly inside your document. Everything happens within the editor — no switching tools required. In Google Slides™, you can quickly generate complete presentation content or produce AI-powered images in just a few clicks, helping you create polished slides faster than ever. ✅ Smart Command in Sheets™ – Type what you need and let AI handle it ✅ Free Forever – Includes 100 executions per month with your own API key ✅ Paid Plan Unlocks Unlimited Use – Your API key, your limits ✅ No Formula Writing ✅ Docs™ Integration – Write, rewrite, summarize, translate, generate images ✅ Slides™ Integration – Build presentations and images with AI help ✅ AI Vision (Image to Text) – Extract descriptions from images inside Sheets™ ✅ AI Image Generation – Create visuals across Sheets™, Docs™, and Slides™ AiAssistWorks is designed for anyone including marketers, e-commerce sellers, analysts, writers, and professionals looking to boost productivity and eliminate repetitive work — all inside the Google Workspace tools you already use.
  • 22
    BeatViz Reviews

    BeatViz

    BeatViz

    $19.90/month
    BeatViz is an innovative online platform specifically crafted for the production of music videos through a methodical, segment-oriented approach. It enables users to break down audio tracks into various scenes, each of which can produce visuals that are informed by text prompts, optional reference images, or an automated generation mode. Additionally, it features lip-sync capabilities that synchronize mouth movements with lyrics or spoken content where applicable. This system operates by managing each scene independently, allowing for the generation, processing, and troubleshooting to take place on a segment-by-segment basis instead of as a singular, continuous process. Such a design provides users with the ability to edit and regenerate specific scenes without the need to redo the entire video project. Users have the flexibility to select from image-driven generation, text-driven generation, or a streamlined mode that automatically generates prompts for each scene. Focused primarily on short-form content and music-centric video production, BeatViz empowers creators to easily produce high-quality visual experiences tailored to their audio. The user-friendly interface and versatile functionality make it an appealing choice for both novice and experienced video creators alike.
  • 23
    Convo Reviews

    Convo

    Convo

    $14.99/month
    Convo is an intelligent meeting assistant that actively listens during discussions and offers real-time suggestions on what to say next. This tool not only helps you prepare in advance for calls but also allows you to engage effectively during the conversation and follow up after the meeting concludes, ensuring that time spent in meetings is productive and contributes to advancing your work. By streamlining communication, Convo enhances collaboration and reduces inefficiencies in the meeting process.
  • 24
    Neyox Reviews
    Top Pick
    Neyox.ai is a versatile AI voice agent platform that automates both outbound and inbound customer calls to enhance engagement and operational efficiency. Designed for industries such as insurance, real estate, lending, and recruitment, Neyox.ai qualifies leads, books appointments, sends payment reminders, and collects customer feedback—all with a human-like voice that operates 24/7. The platform supports over 30 languages and offers voice cloning for personalized outreach, helping businesses connect authentically with diverse audiences worldwide. Its no-code interface allows easy, scalable deployment without requiring technical expertise, empowering businesses to automate communication workflows quickly. Neyox.ai prioritizes security, utilizing advanced encryption and compliance with global standards including GDPR, AI EU Act, and ISO certifications. Customers praise its smooth integration, natural voice quality, and ability to free staff from repetitive calls. The system’s flexible use cases extend to renewals, upselling, surveys, and follow-ups, making it a comprehensive voice automation solution. With strong data protection and reliability, Neyox.ai helps companies save time, cut costs, and improve customer experiences.
  • 25
    Roadbase Reviews

    Roadbase

    Roadbase

    $10/month
    Roadbase serves as an AI-powered planning platform that prioritizes quote creation for creative freelancers and agencies. By pasting a project brief or uploading a PDF, users can generate an editable initial draft that includes a project overview, phases, tasks, assigned roles, estimated hours, timelines, assumptions, and the rationale behind the estimates. Teams then have the opportunity to review and modify this draft, incorporating their own role costs, billable rates, overhead, direct expenses, contingency funds, and desired profit margins to formulate the final quote. The visual timeline feature ensures that all aspects such as tasks, timelines, roles, hours, and pricing are consolidated within the same project structure. Once the plan is finalized, users can export the reviewed work breakdown, roadmap, and cost summary into a proposal PDF. Following approval, they can transition the project into a user-friendly Kanban workspace, where tasks can be assigned, comments can be added, time can be tracked by both project and task, and actual hours can be compared against the initial estimates. Roadbase is specifically designed for businesses that provide creative services in sectors such as advertising, branding, design, video production, and web and app development, as well as related consulting endeavors. This comprehensive approach not only streamlines project management but also enhances collaboration among team members, ensuring a more efficient workflow.