{"id":993,"date":"2026-05-02T19:00:04","date_gmt":"2026-05-02T19:00:04","guid":{"rendered":"https:\/\/aicmo.uk\/learn\/how-to-create-a-unified-multi-channel-automation-flow-with-ai-cmos-linkedin-plugin\/"},"modified":"2026-10-12T18:05:43","modified_gmt":"2026-10-12T18:05:43","slug":"how-to-create-a-unified-multi-channel-automation-flow-with-ai-cmos-linkedin-plugin","status":"publish","type":"post","link":"https:\/\/aicmo.uk\/learn\/how-to-create-a-unified-multi-channel-automation-flow-with-ai-cmos-linkedin-plugin\/","title":{"rendered":"How to Build a Unified Multi-Channel Automation Flow (Step-by-Step)"},"content":{"rendered":"\n<p>A unified multi-channel automation flow is an automated outbound prospecting system that synchronises prospect communications across platforms like LinkedIn and direct email based on live recipient behaviour. Instead of blasting uncoordinated messages across isolated apps, a unified flow links interactions under one contact record, introduces realistic delays between touches, and instantly pauses all future steps the second a prospect replies. When configured correctly, this setup eliminates duplicate outreach, protects sender reputation, and reliably drives discovery calls.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Why Build a Multi-Channel Automation Flow Today?<\/h2>\n\n\n\n<p>Cold outreach has completely changed. If you rely solely on blasting fifty cold emails a day from one tool, your emails land in spam filters or get deleted within seconds. If you only send LinkedIn connection invites, your notes sit buried under hundreds of recruiter requests. Decision-makers jump between their mobile inboxes, corporate desktops, and professional feeds all day. Reaching them requires showing up where they are active without sounding like an irritating robot or double-messaging them five minutes after they viewed your message.<\/p>\n\n\n\n<p>Building an outbound system that actually books meetings means ditching disconnected spreadsheets, fragile browser webhooks, and manual follow-up reminders. When your pipeline reacts dynamically to real prospect actions, your entire customer acquisition engine becomes efficient. If an enterprise buyer ignores your social message, your workflow pivots naturally to a structured email four days later. Explore how <strong><a href=\"https:\/\/aicmo.uk\">AI CMO: Unified AI Marketing Automation for Digital Growth<\/a><\/strong> unifies multi-channel outreach, search rankings, and campaign orchestration under a single roof.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Exactly Is a Multi-Channel Automation Flow?<\/h2>\n\n\n\n<p>A multi-channel automation flow is a coordinated sequence of sales interactions run across two or more communication channels using conditional fallback logic. It never blasts identical sales copy across multiple platforms simultaneously. Instead, it tests your primary communication route, monitors recipient activity, and transitions to a secondary channel only when the contact remains silent after a sensible waiting period.<\/p>\n\n\n\n<p>Consider this real-world example: you visit a prospect&#8217;s LinkedIn profile and send a friendly connection request on Monday. If they accept and reply, all automated sequences pause immediately so you can hold a human conversation. If they do not accept by Thursday, the system automatically shifts to corporate email, acknowledging that they might prefer email over social media. The moment they click a link or reply to that email, the background engine deletes any scheduled LinkedIn follow-ups.<\/p>\n\n\n\n<p>Here is why this strategy consistently outperforms isolated cold outreach campaigns:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Higher Response Rates<\/strong>: Prospects reply on the platform they actually use during their working day, not whichever tool you decided to use.<\/li>\n\n\n<li><strong>Zero Collision Incidents<\/strong>: If a buyer books a call from your email link, your social automation will not send an awkward check-in message thirty minutes later asking if they saw your previous post.<\/li>\n\n\n<li><strong>Reduced Prospect Fatigue<\/strong>: Reasonable, deliberate delays between different networks feel like polite persistence rather than robotic harassment.<\/li>\n\n\n<li><strong>Clean CRM Data<\/strong>: Your growth team stops spending half their week cross-referencing contact records across disconnected browser tabs.<\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Why Traditional Email Builders and Outdated CRMs Break Down<\/h2>\n\n\n\n<p>Most legacy email marketing platforms were engineered over a decade ago around static newsletter lists. When growth teams attempt to build modern outbound workflows inside visual marketing suites, they hit technical roadblocks immediately.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Fractured Contact Records<\/h3>\n\n\n\n<p>Consider a classic enterprise scenario: an executive downloads your whitepaper using their personal email address, checks your pricing page from a mobile browser, and later messages your company page on LinkedIn using their corporate profile. Outdated CRMs view that individual as three separate contacts. The prospect receives three contradictory email sequences at the same time, making your company look disorganised and careless.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Rigid Messaging Windows<\/h3>\n\n\n\n<p>Modern communication networks enforce strict limits on business outreach. Instant messaging gateways enforce strict customer service windows. If an inbound lead reaches out and your tool waits twenty-six hours to fire an automated reply, older software drops the contact entirely. It does not pivot gracefully to email; it simply fails without warning.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Spaghetti Logic in Visual Flowchart Builders<\/h3>\n\n\n\n<p>Anyone who has configured an enterprise CRM canvas knows the dread of the visual node web. You start with two basic conditions. Next, you add branches for email opens, link clicks, page visits, and social accepts. Within a month, your canvas becomes a labyrinth of hundreds of fragile nodes. Pinpointing why an automated step failed to fire turns into an afternoon-long forensic audit.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Brittle Third-Party Webhook Chains<\/h3>\n\n\n\n<p>Older outreach systems lack native integration with B2B social platforms. Teams try to bridge the gap using sketchy browser extensions taped together with multi-step webhook relays. One minor browser update or platform API change breaks the entire integration overnight. Worse still, it exposes your sender profiles to immediate account flags.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Core Components of an Intelligent Multi-Channel Architecture<\/h2>\n\n\n\n<p>Before launching your campaigns, you must establish the proper technical foundation. A resilient multi-channel automation flow relies on four fundamental technical capabilities:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Unified Identity Resolution<\/strong>: A consolidated database record that binds a prospect&#8217;s work email, telephone number, company domain, and personal LinkedIn profile into one master profile card.<\/li>\n\n\n<li><strong>Waterfall Conditional Routing<\/strong>: Logic branches that select the best opening channel and trigger alternate pathways only when defined behavioural thresholds are met.<\/li>\n\n\n<li><strong>Contextual Message Adaptation<\/strong>: Copy tailored specifically to the tone of each network, keeping social messages punchy and informal while corporate emails provide structure and clear context.<\/li>\n\n\n<li><strong>Universal Activity Listeners<\/strong>: Global monitors that track replies, website form submissions, and calendar bookings across every connected route to halt pending tasks instantly.<\/li>\n\n<\/ul>\n\n\n\n<p>When these components operate together, your campaigns execute smoothly without duplicate messages, broken tags, or awkward misfires.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Step-by-Step Guide to Building Your Multi-Channel Automation Flow<\/h2>\n\n\n\n<p>Setting up an automated outbound system does not require months of custom coding or expensive consulting projects. By following these practical steps, you can build a resilient, high-converting campaign quickly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Source Prospects and Establish Your Social Bridge<\/h3>\n\n\n\n<p>Every successful outbound journey begins where your target audience spends their working day. Instead of manually copying and pasting names into spreadsheets, deploy an integrated tool.<\/p>\n\n\n\n<p>Using the LinkedIn Chrome Plugin, you can identify target decision-makers, review their public activity, and add their details directly into your active outreach database. The extension operates within your active browsing session, ensuring your profile interactions mirror regular human browsing patterns. Narrow your search filters to verified job titles, relevant industry verticals, and ideal company sizes to prevent unqualified leads from entering your multi-channel automation flow.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Configure Your Outbound Communication Routes<\/h3>\n\n\n\n<p>Open your campaign console and establish secure connections to your primary messaging channels. A balanced B2B setup requires at least two distinct pathways:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Professional Social (LinkedIn)<\/strong>: Synchronised through your browser extension to handle profile visits, connection invitations, and direct messages.<\/li>\n\n\n<li><strong>Corporate Email<\/strong>: Authenticated via dedicated SPF, DKIM, and DMARC protocols using secure OAuth connections to send structured insights, case studies, and meeting invitations.<\/li>\n\n\n<li><strong>Direct Messaging (SMS or Mobile Messaging)<\/strong>: Configured using official API gateways, reserved strictly for opt-in meeting confirmations or warm inbound alerts.<\/li>\n\n<\/ul>\n\n\n\n<p>Establish a sensible hierarchy. For cold enterprise prospecting, use LinkedIn for low-friction touchpoints, corporate email for detailed proposals, and direct messaging strictly for contacts who have opted in for real-time mobile updates.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Establish Central Deduplication and Ingestion Rules<\/h3>\n\n\n\n<p>Do not configure isolated triggers across disconnected tools. Build centralised enrolment logic based on contact lifecycle stages:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Verified List Ingestion<\/strong>: New prospects imported from targeted research via your browser integration.<\/li>\n\n\n<li><strong>Inbound Intent Ingestion<\/strong>: High-intent website visitors who complete an asset download form or request pricing.<\/li>\n\n\n<li><strong>Content Engagement Signals<\/strong>: Industry contacts who engage with relevant discussions or follow your company announcements.<\/li>\n\n<\/ul>\n\n\n\n<p>Set strict deduplication controls upon ingestion. If an incoming prospect matches the domain or email address of an active opportunity already in dialogue with your sales team, your system must suppress automated enrolment instantly to protect the live deal.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 4: Map Your Sequential Fallback Workflow<\/h3>\n\n\n\n<p>This is where a unified multi-channel automation flow leaves static email sequences behind. Lay out a sequential journey featuring sensible delays and conditional failover routes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Touchpoint 1 (Day 1: LinkedIn)<\/strong>: View the prospect&#8217;s profile, followed two hours later by a polite connection request referencing a specific operational topic in their sector.<\/li>\n\n\n<li><strong>Condition Evaluation (Day 4)<\/strong>: Has the contact accepted your social connection request?<\/li>\n\n\n<li><em>Path A (Accepted)<\/em>: Send a short direct message asking a conversational question about their priorities. Pause three full working days for a reply.<\/li>\n\n\n<li><em>Path B (Pending or Ignored)<\/em>: Trigger Touchpoint 2 on your secondary communication route.<\/li>\n\n\n<li><strong>Touchpoint 2 (Day 5: Corporate Email)<\/strong>: Send a low-pressure email acknowledging your social attempt: &#8220;Hi Sarah, sent a quick note over on LinkedIn earlier this week, but wanted to drop this resource here in case your inbox is easier to check.&#8221; Provide a short, actionable insight.<\/li>\n\n\n<li><strong>Condition Evaluation (Day 8)<\/strong>: Did the prospect click your resource link or open the email?<\/li>\n\n\n<li><em>Path A (Engaged without reply)<\/em>: Queue a concise follow-up email forty-eight hours later with an easy calendar link.<\/li>\n\n\n<li><em>Path B (Unopened)<\/em>: Route the record to a final low-friction social interaction, or flag the lead for manual review.<\/li>\n\n<\/ul>\n\n\n\n<p>Ensure your universal listener remains active at all times: the second a prospect replies on any platform, cancel all remaining automated steps instantly and notify your team for personal handling.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 5: Draft Context-Aware Copy for Every Channel<\/h3>\n\n\n\n<p>Pasting the exact same message body across multiple channels destroys your credibility. Every platform has its own behavioural norms, and your multi-channel automation flow must reflect those conventions.<\/p>\n\n\n\n<p>Leverage the AI Content Strategist &amp; Generator within your campaign builder to craft natural message variations suited to each channel environment:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>LinkedIn Messages<\/strong>: Keep them under seventy-five words. Write in a relaxed, conversational tone. Skip formal sales pitches and ask an insightful question that invites an effortless response.<\/li>\n\n\n<li><strong>Outbound Emails<\/strong>: Use concise, honest subject lines, a direct opening observation, two sentences detailing your unique solution, and a low-friction call to action.<\/li>\n\n\n<li><strong>Direct Messaging<\/strong>: Keep these under forty words. Never send unsolicited pitches across personal chat apps; save this route strictly for booked meeting confirmations.<\/li>\n\n<\/ul>\n\n\n\n<p>Use dynamic personalisation tokens thoughtfully. Move past generic first-name tags by referencing company developments, specific industry regulations, or structural goals so every note reads like a personal message.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 6: Test Failover Triggers in Staging Mode<\/h3>\n\n\n\n<p>Never deploy an automated sequence to live contacts without conducting rigorous tests. Create test contact profiles using internal team addresses and social handles:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>Run the sequence and allow the social step to time out to ensure the email fallback triggers precisely on schedule.<\/li>\n\n\n<li>Reply to an email from a test account and verify that all scheduled social tasks cancel immediately.<\/li>\n\n\n<li>Review your reporting console to confirm that open indicators, click counts, and contact stages update accurately.<\/li>\n\n<\/ul>\n\n\n\n<p>Once your fallback logic executes cleanly across all test accounts, turn on live sending with conservative daily caps and scale up slowly over several weeks.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Search Authority Multiplies Outbound Conversion<\/h2>\n\n\n\n<p>Your outbound multi-channel automation flow does not operate in an isolated bubble. When an executive receives your message, what is the very first thing they do? They search for your brand. They search your company name, your product, and your leadership team across Google and AI answer engines.<\/p>\n\n\n\n<p>If they search your business and encounter an outdated website, zero thought leadership, or non-existent organic rankings, your outbound response rates will crater. Modern decision-makers demand independent verification before agreeing to an exploratory conversation. When you <strong><a href=\"https:\/\/aicmo.uk\/seo-autopilot\">Start Your SEO Autopilot<\/a><\/strong>, you guarantee your company stays visible across search rankings and generative AI responses around the clock.<\/p>\n\n\n\n<p>Marrying strong organic authority with automated outbound outreach builds a compounding growth engine. Outbound outreach sparks initial curiosity, while prominent search positions supply the trust signals prospects require to hit reply.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Operational Safeguards to Protect Your Accounts and Domain Health<\/h2>\n\n\n\n<p>Automating your outreach delivers fantastic operational leverage, but careless setups can burn through your domain health, trigger social profile bans, and compromise your brand. Follow these mandatory safeguards across every active campaign:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Warm Up Sending Volumes Gradually<\/h3>\n\n\n\n<p>Never fire hundreds of messages on day one from a fresh email domain or a new social profile. Begin with fifteen to twenty interactions per day, scaling your capacity steadily across four to six weeks. Introduce randomised delays between automated touches to ensure your account activity looks entirely human to monitoring systems.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Verify Data Prior to Ingestion<\/h3>\n\n\n\n<p>Your automation output is only as strong as your contact data. Run your lists through verification tools to filter out stale inboxes, strip away catch-all addresses, and tidy up messy company names. If your records still contain corporate markers like &#8220;Ltd&#8221; or &#8220;Inc&#8221; in the company token, your messages will immediately look like lazy automated templates.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Respect Opt-Outs Across Every Channel<\/h3>\n\n\n\n<p>Provide an easy mechanism for recipients to opt out of your communications. Include a straightforward unsubscribe link in emails. On social networks and direct messaging apps, treat any negative reply (&#8220;not interested&#8221;, &#8220;please remove me&#8221;) as an immediate opt-out and update your master contact card across the entire system.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Monitor Brand Mentions Across AI Search Platforms<\/h3>\n\n\n\n<p>As your campaigns expand, keep tabs on how your business is cited across generative discovery tools. With the AI Visibility Tracker, your team can monitor how frequently large language models and generative answer engines cite your company when prospects investigate your category. When prospects run background queries via AI assistants after receiving your message, you need to be certain your brand appears accurately.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Strengthen Regional Presence for Targeted Prospecting<\/h3>\n\n\n\n<p>If your multi-channel outreach focuses on specific regional markets, verify that your online footprint supports your geographic messaging. Taking steps to <strong><a href=\"https:\/\/aicmo.uk\/geo-visibility\">Master GEO Targeting with AI<\/a><\/strong> ensures your company ranks in localised search queries, providing the local relevance prospective clients expect.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Troubleshooting Common Pipeline Bottlenecks<\/h2>\n\n\n\n<p>Even experienced teams encounter unexpected pipeline snags. When an automation stalls or behaves inconsistently, use this diagnostic framework to identify and resolve the issue quickly:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li><strong>Problem: High Bounce Rates on Fallback Emails<\/strong><\/li>\n\n\n<li><em>Probable Cause<\/em>: Stale contact data or omitting verification steps before list ingestion.<\/li>\n\n\n<li><em>Solution<\/em>: Add a live email validation check directly before routing contacts into your email pathways.<\/li>\n\n\n<li><strong>Problem: Follow-Up Messages Continue After a Prospect Replies<\/strong><\/li>\n\n\n<li><em>Probable Cause<\/em>: Delays in webhook updates, expired browser tokens, or the prospect replied from an unlinked alternate inbox.<\/li>\n\n\n<li><em>Solution<\/em>: Re-authorise your browser plugin connection and confirm your listener rules hold global write permissions across the master contact database.<\/li>\n\n\n<li><strong>Problem: Social Invitations Are Routinely Ignored<\/strong><\/li>\n\n\n<li><em>Probable Cause<\/em>: Pitch-heavy introductory notes, incorrect audience parameters, or an unoptimised sender profile.<\/li>\n\n\n<li><em>Solution<\/em>: Test connection invitations that contain zero pitch language. Ensure your personal profile features recent, informative posts displaying genuine sector expertise.<\/li>\n\n\n<li><strong>Problem: Duplicate Records Cluttering the System<\/strong><\/li>\n\n\n<li><em>Probable Cause<\/em>: Identity resolution failing to match a mobile number or social profile URL to an existing email record.<\/li>\n\n\n<li><em>Solution<\/em>: Establish clear deduplication logic in your central database to match on company domain and name before generating a new profile card.<\/li>\n\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">What is the ideal delay between outreach channels?<\/h3>\n\n\n\n<p>For cold B2B outreach, wait three to four working days between your initial social touchpoint and your fallback email. This prevents you from seeming overeager while giving busy decision-makers time to check their notifications.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Can multi-channel flows cause account suspensions on LinkedIn?<\/h3>\n\n\n\n<p>Yes, if you use unsafe browser automation or send excessive volumes. Keep daily connection requests under twenty-five per profile, add random delays between actions, and rely on native browsing sessions via tools like the LinkedIn Chrome Plugin to stay well within safety limits.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How many channels should a standard sequence include?<\/h3>\n\n\n\n<p>A standard outbound sequence works best with two primary channels: LinkedIn and authenticated corporate email. Adding SMS or phone calls is useful, but reserve phone touches for inbound leads or confirmed meeting reminders rather than cold outreach.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What happens if a prospect replies on an unlinked channel?<\/h3>\n\n\n\n<p>If a prospect replies from an unlisted personal email, the automated listener might not catch it immediately. Maintain daily inbox checks and manually flag opportunities in your central dashboard to pause automated sequences instantly.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Unifying Outbound Outreach and Inbound Discovery<\/h2>\n\n\n\n<p>A high-performing multi-channel automation flow is not about spamming hundreds of inboxes with generic pitches. It centres on respecting your prospects&#8217; attention and matching their communication habits. By constructing a coordinated, intelligent sequence that tracks recipient behaviour before triggering the next move, you build a dependable outbound system that consistently drives pipeline.<\/p>\n\n\n\n<p>Stop wasting time bouncing between disconnected outreach apps, repairing broken webhooks, and spending money on opaque agency retainers. Bring your outbound prospecting, message generation, and search visibility into a unified marketing engine. Equip your business to scale intelligently, swap manual busywork for reliable automation, and <strong><a href=\"https:\/\/aicmo.uk\/seo-autopilot\">Automate Your SEO with AI<\/a><\/strong> to establish market authority and capture demand from every angle.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Build a reliable multi-channel automation flow across LinkedIn and email. Learn step-by-step logic, fallback triggers, and how to avoid pipeline collisions.<\/p>\n","protected":false},"author":1,"featured_media":8,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,2],"tags":[4],"class_list":["post-993","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aicmo-uk","category-how-to-guides","tag-hidden","aicmo-post"],"_links":{"self":[{"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/posts\/993","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/comments?post=993"}],"version-history":[{"count":6,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/posts\/993\/revisions"}],"predecessor-version":[{"id":9480,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/posts\/993\/revisions\/9480"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/media\/8"}],"wp:attachment":[{"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/media?parent=993"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/categories?post=993"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicmo.uk\/learn\/wp-json\/wp\/v2\/tags?post=993"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}