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Marvlus is an AI visibility and SEO platform that helps businesses and agencies get found in ChatGPT, Gemini, Perplexity, Google Search, and other AI-powered search engines. Think of Marvlus as your marketing copilot. It audits every page of your website against its target keyword and search intent, analyzes how your brand appears across leading AI models, and provides simple, prioritized recommendations to improve AI visibility, climb Google rankings, and drive more traffic. Built-in keyword research, keyword mapping, Google rank tracking, AI visibility monitoring, and competitor analysis give you everything you need to grow your online presence from one platform. For agencies, Marvlus makes it easy to manage multiple client websites from a single dashboard, generate white-labeled AI and SEO audit reports, and embed customizable audit widgets that generate qualified leads and help win new business. Marvlus is built for website owners, marketers, and agencies who want clear, actionable guidance to grow their visibility in AI and Google—without the complexity or the $250–500/month price tag of traditional SEO platforms.
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CSFaaS (Cybersecurity Framework as a Service) is an AI-powered Governance, Risk & Compliance (GRC) platform that helps organizations manage cybersecurity governance, risk, compliance, and audits from a single workspace. Designed for organizations that must comply with multiple standards, CSFaaS supports frameworks such as ISO 27001, NIST CSF, NIST 800-53, CyberFundamentals (CyFun), EBIOS RM, DORA, NIS2, and many others. Unlike traditional GRC solutions that manage frameworks independently, CSFaaS enables organizations to map controls, risks, evidence, and remediation plans once and reuse them across multiple frameworks, significantly reducing duplicated effort and accelerating compliance. The platform provides real-time dashboards, Cyber Health and Confidence Scores, integrated risk and remediation management, policy management, audit management, asset and third-party management, and centralized evidence collection to give leadership a clear view of security posture and compliance maturity. CSFaaS also includes an MCP server, allowing organizations to connect their own AI agents securely to their GRC data for automated reporting, gap analysis, continuous monitoring, and intelligent compliance workflows.
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Olostep is a comprehensive Web Data API designed to empower AI applications by providing real-time access to structured web data. It enables developers, startups, and researchers to extract, crawl, and search the web efficiently, facilitating the automation of research workflows and the enrichment of datasets. With Olostep, users can transform unstructured web content into clean, structured data formats such as JSON, HTML, Markdown, and raw PDFs, making it an invaluable tool for AI-driven projects. Key Features and Functionality: - Web Scraping API: Extracts data from any website in real-time, handling JavaScript rendering and complex page structures seamlessly. - Web Search API: Provides intelligent search capabilities, allowing AI systems to retrieve and interact with web data programmatically. - Pre-Built Parsers: Offers ready-to-use parsers for popular websites like Google Search, Amazon, LinkedIn, and Instagram, enabling efficient data extraction without additional configuration. - Custom Parsers: Allows users to create and implement custom parsers tailored to specific data extraction needs, enhancing flexibility and precision. - Batch Processing: Supports processing of up to 10,000 URLs concurrently, facilitating large-scale data collection with results available within minutes. - Automation Agents: Enables the creation, scheduling, and execution of custom agents to automate web research workflows using natural language prompts. - Context Management: Utilizes browser extensions to capture and reuse cookies and authentication data, ensuring seamless access to protected content. Primary Value and Problem Solved: Olostep addresses the challenge of accessing and structuring vast amounts of web data for AI applications. By providing a unified API that combines web scraping, crawling, and search functionalities, it eliminates the need for multiple tools and complex configurations. This integration allows users to automate research workflows, enrich datasets, and build intelligent agents that can interact with the web in real-time. Olostep's scalable infrastructure and support for structured data formats ensure that AI models are trained and fine-tuned with high-quality, real-world data, ultimately enhancing their performance and reliability.
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Echofront is an AI-powered sales automation platform that transforms the B2B buying experience. Its core feature, the Personalized Sales Hub, creates a dedicated web portal for each prospect, centralizing all sales and marketing materials—from initial proposals to final contracts. Powered by AI, Echofront enables large-scale personalized content creation, delivers 24/7 support via an intelligent chatbot, and deploys proactive AI agents to handle inquiries and re-engage dormant leads. In-depth engagement analytics provide clear insights into buyer behavior. Result: shorter sales cycles, higher customer satisfaction, and accelerated revenue through hyper-personalized, intelligent automation.
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GoMarble helps paid media teams improve ad performance by turning fragmented marketing data into clear insights, recommendations, and campaign actions. It is built for media buyers and creative strategists at in-house growth teams as well as agencies. Instead of spending hours moving between dashboards, spreadsheets, reports, and ad accounts, teams can use GoMarble as an AI workspace for understanding what changed, why it changed, what to do next and execute the recommended next steps. GoMarble connects with supported marketing sources such as Meta, Google, TikTok, Shopify, Bing, Klayviyo and GA4 to help teams analyze ad account performance, identify optimization opportunities, review creatives, research competitor ads, generate reports, and take action from one place. The product is designed to help paid media teams move faster from data to decision to execution.
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eCore is a women-owned, SOC 2-certified B2B data enrichment partner helping revenue teams clean, validate, and enrich contact data at scale. With 300M+ global contacts, human-verified accuracy, and match rates up to 98%, we help clients turn outdated CRM data into a pipeline-building asset, without charging for invalid data. 1. B2B Contact Data Validation & Enrichment Overview: Ensure your existing CRM data is clean, complete, and up to date. eCore validates contact-level information flagging outdated, duplicate, or invalid entries—then enriches records with current job titles, functions, direct dials, mobile numbers, LinkedIn URLs, and more. Benefits: Increase email deliverability (95%+) Eliminate “zombie” records and reduce CRM clutter Improve routing and segmentation for GTM teams Avoid bad personalization based on stale or wrong titles 2. Net-New Contact Acquisition for ABM Campaigns Target known accounts with fresh decision-maker data. eCore delivers net-new director-and-above contacts at your ICP accounts to fuel personalized ABM outreach. Benefits: Expand reach within high-value target accounts Powerfully complements existing ABM and intent strategies Aligns Sales + Marketing with accurate stakeholder data Built-in deduplication prevents redundant outreach 3. Change Agent Campaigns (Hired in Last 12 Months) Identify recently hired or promoted leaders who are most likely to evaluate new vendors. eCore tracks job changes across your account list to surface ideal “change agents.” Benefits: Reach buyers during high-change, high-decision windows Prioritize outreach to new stakeholders with budget authority Increase meeting rates and response velocity Stay ahead of competitors who rely on static data 4. Follow-the-Champion Campaigns When your internal champion leaves an account, don’t lose the relationship. eCore helps you follow contacts as they switch roles or companies, unlocking warm entry points. Benefits: Shorten sales cycles with trust-based re-entry Keep tabs on loyal users and brand advocates Discover new opportunities where past champions now work Maintain relationship continuity even as people move 5. Account Augmentation Enrich and complete account-level records with firmographics, technographics, industries, employee count, revenue, and more. Ideal for segmentation, routing, and lead scoring. Benefits: Power better scoring and prioritization Improve matching and mapping in Salesforce or HubSpot Feed better signals into AI models and routing logic Gain a fuller picture of every account in your funnel
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Supabill is an AI revenue cycle agent built specifically for behavioral health. It runs the billing work that normally consumes a biller's week - claim submission, payer follow-up, denial management and prior authorization - and catches problems before they become denials rather than after. Behavioral health billing breaks general-purpose RCM tools. Levels of care from detox through residential, PHP and IOP each carry their own authorization rules, and payer requirements shift constantly. Supabill is pre-trained on 5,000+ payers and on the billing codes and compliance requirements specific to mental health and substance use treatment, so it knows which claims will bounce and why. Supabill works inside your existing EHR and clearinghouse - no migration, no rip-and-replace. It reaches practice fluency within 24 hours of deployment and keeps improving from your team's corrections. Every action is logged with a full audit trail. Supabill pairs with Supanote, Supa's clinical documentation agent, so the note and the claim reinforce each other: documentation captures the medical necessity a claim needs to survive review. HIPAA-compliant, SOC 2 Type II and ISO 27001 certified. Used by 6,000+ clinics across 30+ states.
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CarBG (CarBackground.ai) is an AI-powered car photo editing platform built for automotive dealers, marketplaces, and agencies that need consistent, listing-ready vehicle images at scale. The platform handles the full car background removal and replacement workflow in seconds. Upload raw lot photos taken on any phone, and CarBG's automotive-trained AI detects the vehicle, removes cluttered backgrounds, optimizes lighting, enhances color, and outputs clean visuals against studio, showroom, or branded backdrops. Unlike generic background removal tools, CarBG is purpose-built for automotive inventory. The AI handles vehicle-specific challenges that trip up general editors: mirror edges, wheel wells, window reflections, antenna lines, and shadow grounding. The result is a professional car photo that looks studio-shot without the studio. Core capabilities include AI car background replacement with 20+ templates, automatic lighting and color correction, bulk car photo processing for entire inventory batches, a mobile-friendly car photo editor for on-lot capture, marketplace-ready exports optimized for Cars.com, CarGurus, AutoTrader, and Facebook Marketplace, and full commercial photography rights on every output. CarBG solves the photo bottleneck that slows time-to-listing for used car dealerships. Multiple staff shooting on different phones in inconsistent conditions creates a visual mess. CarBG standardizes every image into a consistent catalog, reducing rework loops and building buyer trust across all channels. The platform serves high-volume used car dealers, multi-location dealer groups, automotive marketing agencies, online marketplaces, and independent sellers. It is registered in Wyoming, headquartered in Bangkok, and available globally. Free trial available. No credit card required. First 10 credits included.
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SimpleCold checks whether an email address can receive mail before you send to it. Every address comes back Deliverable, Risky or Undeliverable with the reason in plain words: mailbox not found, catch-all domain, disposable address, role address, typo (with the suggested fix) or dead domain. No opaque scores. Verify one address, paste a list, upload a CSV (your columns are kept), or use the REST API with single, batch and bulk endpoints, Node and Python SDKs and signed webhooks. AI agents can verify addresses before they send through SimpleCold's MCP server. Built-in integrations clean lists in HubSpot, Mailchimp, Brevo, Instantly, Smartlead and lemlist, and form protection blocks fake and disposable sign-ups at the form. Pricing is pay as you go with no subscription: from $5 per 1,000 checks down to $1.25 per 1,000 at volume. Start with 200 free credits, no card.
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transjt.ai is the definitive AI-powered solution designed for HubSpot agencies, marketing teams, and freelancers looking to eliminate development bottlenecks. We streamline the entire design-to-launch workflow by transforming your Figma designs into clean, responsive, and fully editable HubSpot CMS themes with unparalleled speed and accuracy. Our intelligent platform goes beyond simple code generation. It analyzes your Figma components, auto-detects layouts, and creates optimized HTML, CSS, and HubL code. The result is a production-quality HubSpot theme with editable CMS fields, allowing you to build powerful websites without the traditional back-and-forth between designers and developers. With transjt.ai, you can: Drastically Reduce Development Time: Convert complex designs in minutes and save up to 80% of your typical development hours. Increase Profitability: Take on more client projects without increasing your headcount. Empower Your Team: Allow designers to build websites and developers to focus on high-value custom functionality. Ensure Code Quality: Our AI generates clean and readable code. Stop the manual grind. Start shipping beautiful, functional HubSpot websites faster than ever before.
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Roadmappy is the AI-native customer intelligence and roadmapping platform for product and go-to-market teams. Product and go-to-market teams sit on a goldmine of customer data — but most of it never makes it into a roadmap. Roadmappy fixes that. Our agentic intelligence turns scattered customer signals into evidence-backed insights and helps you build focused roadmaps your whole organisation can rally behind. ▸ One hub for every customer touchpoint — meetings, calls, CRM, tickets, reviews, Slack ▸ AI that transcribes, classifies, and detects themes and sentiment at scale ▸ Instant answers and proactive reports across your customer data ▸ Clean, shareable roadmaps the whole team aligns on The result: 89% less time on research synthesis, 3.5x faster discovery cycles, and zero insights lost in tools or meetings. Trusted by evidence-driven teams who let customer signal — not internal noise — drive their roadmap and strategy. Unlimited seats. Instant setup. Built in Switzerland 🇨🇭. Hosted in the EU 🇪🇺
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SigmaDSA is an AI-powered Loan CRM built for Direct Selling Agents (DSAs), connectors, and DSA aggregators in India. It replaces the spreadsheet + WhatsApp chaos that most DSA teams run on with a single workspace for leads, files, bank logins, sanctions, and disbursals — plus an "AI Employee" that scans KYC documents, analyzes bank statements, calculates FOIR/DSCR/EMI, matches the right lender, and follows up with applicants on WhatsApp 24/7. DSAs use SigmaDSA to close more loans with fewer people, lenders use it to receive cleaner files, and managers get real-time visibility into commissions, payouts, and per-employee productivity. Multi-tenant SaaS with role-based access, Excel import/export, customizable loan workflows (Home, LAP, Business, Personal, Car), and built-in WhatsApp Cloud API integration.
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Rivalwin is an ad-intelligence platform for Meta, Google, TikTok, LinkedIn, and newsletters that helps marketing and media teams understand competitors’ strategies with real, actionable data. Our AI Agents continuously monitor brands, detect new ad launches or creative changes, and send alerts in real time. Each individual report includes key insights such as ad copies, audience segmentation (age, gender, and location), reach, impressions, etc—all visualized clearly for fast decision-making. With 360 Analysis, Rivalwin merges all platforms into a single cross-channel report that reveals the competitor’s global strategy, showing how they coordinate formats, messaging, and timing across every channel. Currently focused on Spanish companies (+1500) with a full Spanish interface and reports, Rivalwin will soon expand to Latin America, followed by global coverage and multilingual access.
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Trace.Space is requirements management and traceability software for engineering teams building complex, software-defined, and autonomous products. It is the first agentic platform for requirements, traceability, and systems engineering, built for teams who need a faster way to manage specifications, trace links, verification, and change impact across large programs. At the core of the platform is Space Agent, an AI agent that operates directly inside the data model. Space Agent ingests requirements, design parameters, and tests, then automatically generates trace links, flags missing coverage, and surfaces analyses of risky changes before they cause delays. Engineering teams using Trace.Space see 10 to 100x productivity gains over manual workflows in legacy tools, because the platform removes the coordination overhead that consumes most of an engineer's day: cross-referencing spreadsheets, manually linking tests to specifications, and reconstructing traceability before audits. The architecture is AI-native and API-first. Trace.Space integrates cleanly with existing engineering stacks. The UI was designed to reduce cognitive load for engineers rather than add to it, with graph and matrix views that make coverage gaps, broken traces, and requirement conflicts visible in seconds. Trace.Space supports private cloud, on-premise, and air-gapped deployments, making it a fit for regulated industries. Engineering teams evaluating a modern alternative to legacy requirements management software should consider Trace.Space when complexity, traceability, and regulatory evidence all need to move at the same speed.
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Rozie Synopsis is an award‑winning, AI‑native event experience production platform that turns every session and booth conversation into searchable, monetizable content for year‑round revenue. Recognized as the winner at the 2025 Event Technology Awards for Best Use of AI Technology and Best Technology Start‑Up, Rozie Synopsis is trusted by leading organizers such as RX Global, Clarion Events, and global brands like Google. Organizers utilize Rozie Synopsis to extend session knowledge beyond show days, demonstrate ROI with clear engagement and lead analytics, make the event more inclusive and accessible for a global audience, provide sponsors with leads in real-time, prove event ROI, and launch new revenue-generating products based on insights and lead intelligence. Key Experiences: Event knowledge amplification experience Designed to transform your agenda into leads and revenue with live multi-lingual insights and an on‑demand, year-round branded knowledge hub for attendees, sponsors, and internal teams. Key features: 1. Live session capture, transcription, and translation in 75+ languages from AV feeds. 2. AI‑generated insights, recaps, key takeaways, recommendations, visual insights, and daily debriefs. 3. Branded post‑event knowledge hub with event, track, session reports, and audio summaries. 4. AI Knowledge Advisor for natural‑language search across all sessions. 5. Event and cross‑event engagement, leads, and content analytics. Exhibitor lead activation experience Built to turn booth conversations into qualified leads and clear exhibitor ROI Key features: 1. Capture of leads via scans, cards, voice-to-text, or manual entries. 2. Capture booth conversations via voice‑to‑text with explicit consent or manual notes. 3. AI‑generated lead and conversation insights with buyer intent, objections, and next steps. 4. Real-time CRM sync for exhibitors. 5. Auto-drafted contextual follow-up emails. 6. Exhibitor and sponsor ROI dashboards with conversation and follow‑up visibility. 7. Unified setup and integrations with AV, agendas, apps, registration, and CRMs.
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SEMAI is an AI-driven visibility platform built for teams who need to rank across search engines and AI models. It combines SEO automation, AEO (Answer Engine Optimization), and LLM brand visibility into a single co-pilot that delivers clear insights and actionable steps. From instant audits to multi-turn LLM visibility testing, SEMAI helps you create the right content, monitor visibility, fix gaps, and get cited across AI answers. 🚀 **Key Benefits** * Be visible beyond SEO * Get discovered inside AI Overviews & LLMs * Create content that ranks & gets cited * Fix visibility drop-offs with real-time alerts * Find high-intent, long-tail & follow-up queries automatically * Accelerate BOFU conversions with structured content * Replace 5–7 SEO tools with one AI-first platform 🔧 **Core Features** **AI-Driven SE** * Instant SEO audits with one-click fixes * Automated ranking-drop alerts * Backlink gap & quality analysis * Semantic keyword extraction + auto-inclusion * Google Ads + GA4 insights for landing page optimization **AI Content Wizard** * SEO + LLM-optimized blogs, landing pages & guides * Internal link automation * Brand voice & tone generation * AEO-ready content structure (FAQ, How-To, Comparisons, Alternatives) * Topic clustering + content briefs **LLM Brand Visibility & AEO Engine** * Track visibility across GAIO, ChatGPT, Gemini, Perplexity * Detect missed high-intent & follow-up queries * Multi-turn visibility testing (persona-based) * AEO visibility planner & cluster suggestions * Discover cross-platform visibility gaps (SEO → AEO → LLMs) * Alerts when visibility drops on any AI platform **Best For** * SaaS companies * B2B marketing teams * SEO & content teams * Agencies managing multi-brand SEO/AEO * Founders looking for faster organic + AI visibility ⭐ **Why Buyers Choose SEMAI** * Built for AI Overviews & LLM citation visibility, not just rankings * Faster time-to-visibility in GAIO & LLMs * Clear, actionable insights not generic audits * Unified AI + SEO + AEO platform * Helps prove ROI quickly with measurable AI visibility metrics 🔄 **Alternatives Considered** * Semrush * Ahrefs * Profound * Peeq.ai * Surfer SEO * Clearscope Buyers switch to SEMAI because traditional SEO tools don’t measure AI visibility and they struggle with long-tail + conversation-based queries.** 🏆 **Differentiators** * Built specifically for **AI search environments** * First platform with **cross-platform LLM visibility tracking** * Proprietary **AEO visibility planner** + follow-up query engine * Combines SEO, AEO, GEO, and LLM visibility in one tool * AI funnel content that produces TOFU/MOFU/BOFU content automatically
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Accountaxpert — Beyond Numbers Most accounting firms hand you a spreadsheet and a shrug. We do the opposite. Accountaxpert is the finance team for founders building across borders — the entrepreneur in Europe launching a US LLC, the ecommerce brand in Dubai scaling on Shopify, the startup in London that needs investor-ready numbers by Friday. We handle the books, the tax, the compliance, and the strategy, so you can get back to the part of the business you actually love. What makes us different: we're cloud-native from day one, IRS Certified Acceptance Agents, and certified Xero advisors. In plain terms — your numbers are always accurate, always accessible, and always handled by a real expert who knows your name. Not a bot. Not a rotating cast of juniors. The same person who learns your business and answers the same day. What we do Bookkeeping & accounting — closed by the 5th, every month Tax filing & planning across the USA, UK, UAE, and Pakistan ITIN & EIN — processed directly with the IRS as Certified Acceptance Agents Company setup — your US LLC or Corp, formed from anywhere in the world Fractional CFO — board-level strategy without the board-level price tag Dedicated finance talent — your own offshore accountant at a fraction of local cost AI & automation — ERP-grade efficiency, without the ERP Who we're for: Startups, tech companies, ecommerce brands, and SME owners doing business in the USA and UAE — wherever in the world they happen to be sitting. We won't promise to make taxes exciting. But we will promise you'll never lie awake at 2am wondering whether your books are right, whether you've missed a deadline, or what that number on the bank statement actually means. Clean books. Straight answers. Real people who care about your business as much as you do. That's accounting, done properly. That's Accountaxpert. Serving founders across the USA, UK, UAE, Pakistan & beyond.
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RYNR is a freight sales system for international freight forwarders and logistics service providers. It combines CRM, quote follow up, marketing automation and AI assisted communication in one platform that comes preconfigured for the agent business and runs next to the forwarder's existing TMS, ERP and operational tools. Every quote becomes a deal with shipper, trade lane, mode, validity date, margin and owner, and every quote ends with a clear status: won, lost or expired. Follow up runs on a cadence per transport mode, for example air the next day, LCL after two days and FCL after three, and stops as soon as the customer replies. Email, WhatsApp, SMS, social messages and website chat land in one conversation view on the contact, so the history stays with the company when a salesperson leaves. Sequences for network conferences, a partner pipeline for agents and reactivation of customers who go quiet are built in. Teams build landing pages with request forms for new lanes and events, let customers and agents book calls on the company's own domain, collect signatures on credit forms and agency agreements, and send invoices and payment links for services billed outside the TMS. Dashboards show conversion by lane, salesperson and customer segment. On Professional and Premium, AI drafts replies to standard enquiries and drafts lane updates and posts for review before anything goes out, and the API and webhooks connect RYNR to the TMS. Premium adds AI handling of missed calls. Pricing is flat for the whole team instead of per seat, with three plans and a 30 day trial. RYNR was founded by Karsten Kaya, who has more than twenty years of experience in freight forwarding and project cargo.
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Episode helps marketers and marketing agencies grow website traffic and conversions with high-converting landing pages and content that gets them found. It brings in search traffic, builds the pages that traffic lands on, tests and personalizes those pages, and tells you what to fix next. Everything stays on-brand, and nothing goes live until your team approves it. Get found Search: Connect Google Search Console and Episode researches your search position: the keywords you can win now or build toward later, who outranks you, the pages you’re missing, technical issues, and whether AI assistants like ChatGPT mention or cite you. The agent drafts the content and fixes you choose for your review. Page monitoring: Episode checks your public pages on a schedule, whether they’re hosted on Episode or elsewhere, compares what they say with your business details, and highlights improvements backed by excerpts from the page. After you publish a change, Episode checks whether the issue was addressed. Articles: Episode reads the pages ranking on Google and Bing and checks AI answers before writing, then scores every post against 21 quality checks. Publish to WordPress, Ghost, Contentful and more, or host your blog on your own domain. Signals: Track up to 25 competitors across LinkedIn, news, job ads, website and pricing changes, mentions and reviews, and get a drafted response when a move needs one. Convert AI landing page builder: Episode learns your brand once, then builds complete, on-brand pages from a prompt, brief, Figma file or Claude Design import. Edit any element by hand or with the agent, and create on-brand images for ads and blog posts. Experiments and personalization: Test up to three versions of a page with a clear verdict on the winner, show each campaign, source, country or device its own version, and match headlines to the ad keyword that brought each visitor. ABM campaigns: Upload your target accounts and get a personalized page for each company, built from a plan you approve. Forms and lead delivery: Built-in spam protection keeps leads clean. Send them to your inbox, Google Sheets, HubSpot, Salesforce, Mailchimp, Zapier and many more. Analytics: No tracking code needed. Episode explains what changed in plain sentences, shows form drop-off field by field, includes heatmaps and scroll depth, and turns each issue into a one-click fix. Built for teams and agencies Unlimited team members, review links with comments, and approval before anything publishes make Episode a strong fit for marketing teams and agencies managing several clients.
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AGENTS.md is an open, standardized format designed to provide AI coding agents with the necessary context and instructions to effectively collaborate on software projects. By serving as a dedicated guide, AGENTS.md ensures that coding agents can seamlessly integrate into development workflows, enhancing productivity and code quality. Key Features and Functionality: - Dedicated Instructional File: AGENTS.md acts as a centralized document where developers can outline essential project details, including setup commands, code style guidelines, testing procedures, and pull request instructions. - Compatibility Across Tools: The format is supported by a growing ecosystem of AI coding agents and tools, ensuring broad applicability and ease of adoption. - Enhanced Documentation: By separating agent-specific instructions from human-focused documentation like README.md, AGENTS.md keeps project documentation concise and relevant to its intended audience. Primary Value and Problem Solved: AGENTS.md addresses the challenge of integrating AI coding agents into development projects by providing a clear, predictable location for agent-specific instructions. This separation ensures that human contributors are not overwhelmed with agent-related details, while AI agents receive the precise guidance they need to function effectively. By adopting AGENTS.md, development teams can streamline their workflows, maintain cleaner documentation, and foster more efficient collaboration between human developers and AI coding agents.