# The Content Lab: the Depost AI blog Canonical page: https://depost.ai/blog Strategies, breakdowns, and platform lessons for LinkedIn, written by the people building Depost AI. - [LinkedIn Storytelling in 2026: The 7 Story Types That Beat Their Writer's Own Average](https://depost.ai/blog/linkedin-storytelling): Across 49,488 LinkedIn posts by 567 writers from October 2025 to October 2026, each post scored against its own writer's typical post, seven of fourteen story types beat that writer's own average. The strongest is a leadership thought, how you lead and what you changed, which beat its writer's average for 68 writers in 100, then a personal milestone at 64, a diary entry at 61, a hot take at 59, a company win at 59, a vulnerable moment at 56 and a before-and-after at 53. The weakest is the founder lesson at 24 writers in 100, last of all fourteen, below the case study at 40 and the event recap at 37. The seven that win all describe something the writer lost, changed or paid for. The seven that lose describe something that already happened. (LinkedIn Guides, 2026-11-05) - [How to Connect Claude to LinkedIn: Analyze, Plan and Write Posts From Your Own Numbers](https://depost.ai/blog/connect-claude-to-linkedin): Claude connects to LinkedIn through Depost AI, which holds the official LinkedIn connection: you create an API key in Depost AI under Settings → MCP, paste its connection URL into Claude under Settings → Connectors, and Claude can then read your own analytics, saved ideas, brand voice and lead lists. Claude never touches LinkedIn directly. It drafts and schedules inside Depost AI, and a new key cannot publish at all unless you tick the Publishing permission, which is off by default. The setup takes about five minutes; the part that changes the output is five plain text rule files holding your voice, your own numbers, your strategy, the patterns that read as machine-written, and what must never go out. (LinkedIn Guides, 2026-10-20) - [11 Best Supergrow Alternatives in 2026](https://depost.ai/blog/supergrow-alternatives): The best Supergrow alternative is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. Supergrow helps you write once you start it, with an interview, a voice note, or a topic. Depost AI starts the week for you: it reads your LinkedIn numbers, proposes next week's posts from what already worked on your account, writes each one in your voice with its graphic, and drafts the replies to the people you want to reach. It keeps one brand memory per account, and one Team plan holds up to 30 LinkedIn accounts with clients, teammates, and reviewers invited free. Nothing publishes until you approve it. (Tools, 2026-10-19) - [12 Best LinkedIn Carousel Makers in 2026 (Free and AI)](https://depost.ai/blog/linkedin-carousel-maker): The best LinkedIn carousel maker in 2026 is Depost AI. It writes the carousel in your voice, slide by slide, with a caption, from what it has learned about your posts. Its free carousel generator designs those slides as a PDF in one of five styles with your photo or logo and no watermark, and needs no account. Depost AI then publishes the PDF as a document post through LinkedIn's official API once you approve it. Of the other eleven, Taplio, Scripe, Contentdrips, and PostNitro write and design the slides from an idea, Supergrow and ContentIn have free editors where you type each slide, and Canva has more than 1,285 LinkedIn carousel templates you fill in by hand. LinkedIn accepts a carousel PDF of up to 100 MB and 300 pages, with every page the same size. (Tools, 2026-10-16) - [LinkedIn Dwell Time: What It Is and Why It Is Not in Your Analytics](https://depost.ai/blog/linkedin-dwell-time): Dwell time is how long a member stays on a post. LinkedIn defined it in 2020 as time measured from the moment at least half of a post is visible on screen, plus a second measure for time spent after a click. Its ranking papers name 'long dwell' as one of the things the model predicts, defined as dwelling longer than a threshold that varies by post type and is never published. No analytics screen reports dwell to a creator. The only time-based numbers LinkedIn gives a member are watch time and average watch time, and those exist for video only. The dwell-time benchmarks on the first page of Google are not LinkedIn figures. The closest thing a writer can measure is how much of a post's engagement is comments rather than reactions, and across 12,736 posts by 358 creators that number moves opposite to reach: from a writer's quietest third of posts to their widest, reactions multiply by 2.82 and comments by only 2.00. (LinkedIn Guides, 2026-10-15) - [Why Your LinkedIn Impressions Dropped (and Whether You've Been Shadowbanned)](https://depost.ai/blog/linkedin-impressions-dropped): Reach on LinkedIn is lower for almost everyone than two years ago: LinkedIn reports original posts up 14% and time spent on content up 10% in the same year, and the largest third-party study puts reach down 60% for active creators since 2024. A normal post in 2026 earns about 570 to 840 impressions depending on the dataset, with 11 reactions and 2 comments at the median. A drop on one account almost always has an ordinary cause, in this order: a weaker first line (skipping is a ranking signal), a change of subject, a change of format, a link in the body, weekend posting, a visibility setting, readers flagging the post as AI-like, or plain noise. LinkedIn has never confirmed a shadowban; the only mechanism it publishes that limits a post's visibility is policy enforcement, and it says it generally sends a notice when it does that. (LinkedIn Guides, 2026-10-15) - [How Often Should You Post on LinkedIn? Is Daily Worth It?](https://depost.ai/blog/linkedin-posting-frequency): Posting more does not cost you per post. Across 13,104 LinkedIn posts by 409 creators, each scored against its own writer's median, a post in a one-post week scored 1.04, a post in a two-to-six-post week 1.00, and a post in a week of seven or more 0.99. The week's total rises almost one for one: 1.07 typical posts in a one-post week, 2.18 in a two-post week, 4.11 in a three-or-more-post week, and the busy week out-earned the quiet one for 99% of the 166 creators who had both. Buffer's within-account study of 2 million posts found the same direction with impressions. The daily-posting penalty quoted online has no source. LinkedIn's own advice is two to three posts a week and consistency. For a founder who writes their own posts: three or four a week, Monday to Thursday, since Friday-to-Sunday posts score 0.96 to 0.98 of a writer's median, and the real ceiling is how many posts you can fill with something specific, not a number of days. (LinkedIn Guides, 2026-10-15) - [50 LinkedIn Hook Formulas That Win in 2026, Each With the Post That Proved It](https://depost.ai/blog/linkedin-hooks): Measured against each writer's own typical post across 13,104 LinkedIn posts from July to October 2026, the strongest LinkedIn hooks are an order (1.11, with 61% of 64 creators beating their own average) and a how-to line (1.11, 60% of 35). A hot take scores 1.06, a plain claim 1.02 across 366 creators, a number first 1.02, a contrarian line 1.01, and a transformation and pain-then-promise 1.00. A curiosity gap (0.98), a statistic (0.96) and a question (0.93, with only 37% of 116 creators above their average) run under the writer's typical post. The 50 formulas here come from the eight kinds that win, each with the real post behind it. (LinkedIn Guides, 2026-10-15) - [How Long Should a LinkedIn Post Be? What 13,104 Posts Say](https://depost.ai/blog/linkedin-post-length): A LinkedIn post can be up to 3,000 characters, about 500 words, and the feed shows roughly three lines before "see more". Measured against each writer's own median across 13,104 posts from 409 creators, length barely moves a post: every band sits within a few points of 1.00. The weakest band is 50 to 149 words, where only 40 to 44% of writers beat their own typical post. The strongest is 400 words and over, at 1.05 for 58% of writers. Datasets that compare all posts against each other show longer posts earning more because established writers write longer, not because length earns. LinkedIn's own marketing advice is 200 to 300 words, which is also the most common length and sits in the flat zone. Write to the point and stop; the post to fear is the medium-short one, too long for a single line and too short to say anything. (LinkedIn Guides, 2026-10-15) - [The 30 LinkedIn Post Formats That Keep Winning in 2026, Tested the Fair Way](https://depost.ai/blog/linkedin-post-formats): Measured against each writer's own typical post across 13,104 LinkedIn posts from July to October 2026, 30 of 43 formats win. The best is a before-and-after opened with a plain claim at 1.56, then a vulnerable moment opened with a plain claim at 1.44 and a personal milestone opened with a plain claim at 1.32. A how-to post, the most common shape on LinkedIn, only breaks even; a link at the end is the worst ending at 0.91; and a question as the first line runs at 0.93. A format is a post shape plus an opening-line type, and a score of 1.00 is the writer's own normal post. (LinkedIn Guides, 2026-10-15) - [LinkedIn Analytics Explained: Every Number on Your Profile, and the One It Never Shows](https://depost.ai/blog/linkedin-analytics-explained): LinkedIn gives a personal profile three sets of analytics: post analytics under each post (impressions, members reached, in-network and out-of-network share, reactions, comments, reposts, saves, sends, link clicks, profile views and follows from the post, and viewer demographics), creator analytics under Analytics and tools (combined post performance and follower growth over 7 to 365 days, exportable to a spreadsheet), and profile insights (profile viewers and search appearances). It keeps engagement counts for 1,000 days, reach for 400 and demographics for 180. It does not show other people's impressions, dwell time, a native engagement rate for profiles, or how a post compares with your own typical post, which is the number that tells you what to write next. (LinkedIn Guides, 2026-10-14) - [LinkedIn Engagement Pods in 2026: What LinkedIn Said, What They Cost, and What to Do Instead](https://depost.ai/blog/linkedin-engagement-pods): An engagement pod is a group that agrees to like and comment on each other's LinkedIn posts, by hand in a chat group or through a tool. LinkedIn's VP of Product Management said in November 2025 that its goal is to make pods 'entirely ineffective', that it is 'flagging any artificially boosted content internally' and 'limiting the reach of this content', and that it will act against extensions that automate commenting. Its Professional Community Policies say 'don't agree with others ahead of time to like or re-share each other's content', its User Agreement bars bots that comment, like or share, and since August 2026 comments are ranked per reader, so a pod's early comments no longer sit at the top for everyone. The specific penalty figures circulating online (97% detection, 96% reach drops, 60-day shadowbans) have no published source. (LinkedIn Guides, 2026-10-14) - [How to Write LinkedIn Posts With AI That Sound Human](https://depost.ai/blog/linkedin-posts-with-ai): AI-written LinkedIn posts read as AI because they carry nothing only the writer could know: no number, no decision, no named thing. The fix is in what you give the model, not which model. Write the material first (a figure from your work, a decision, an opinion a reader could disagree with), brief the model with that and with your own past posts, ask it to tighten rather than draft, open with a plain claim, end on the point, strip the tells (em dashes, lists of three, 'it is not X, it is Y', a tidy lesson, a closing question), and read it as a stranger. LinkedIn's own line, from May 2026, is that it is fine to use AI to help you write if the post represents your voice and your perspective; since July 2026 readers can flag posts that do not, and the author sees that privately in analytics. (Content Creation, 2026-10-14) - [Does LinkedIn Penalize AI-Generated Content? What It Has Said in 2026](https://depost.ai/blog/linkedin-ai-slop): LinkedIn does not ban AI-assisted writing, but since May 2026 it limits the reach of posts that look AI-generated and lack a clear perspective. Since 30 July 2026 readers can flag a post with a "Seems like AI slop" button; a flagged post is hidden from that reader and gets reduced reach, similar to a "not interested" signal, and the author is told privately in analytics. LinkedIn calls that feedback rather than a penalty, reports the button was used more than a million times in two weeks, and in August removed its own "enhance your post" writer in favor of a proofreader that does not change your voice. Its own line is that it is fine to use AI to help you write if the post represents your voice and your perspective. (LinkedIn Guides, 2026-10-13) - [What Works on LinkedIn in 2026: 14 Rules Tested Against Each Creator's Own Posts](https://depost.ai/blog/what-works-on-linkedin): Measured against each writer's own average across 12,791 LinkedIn posts from July to October 2026, a single image beat the writer's typical post by 39%, ending with no ask at all earned 1.16, and a personal story earned 1.15, while a link at the end earned 0.80 and a webinar invite 0.60. The plain bold claim was the only opening line above average. The comment ask, the niche-your-audience rule and the length rule did not survive the test, and the carousel reversed: the worst format for top creators and the best for Depost AI users measured against their own posts. (LinkedIn Guides, 2026-10-13) - [10 Best Free LinkedIn Tools in 2026](https://depost.ai/blog/free-linkedin-tools): The best free LinkedIn tools in 2026 are the 64 on Depost AI's free tools page. They cover writing posts, formatting and previewing them, your profile, carousels and images, downloads, and analytics, and none of them needs an account. LinkedIn itself gives you a free scheduler and free post analytics once you are signed in. MagicPost lists 18 free tools, ContentIn 20, AuthoredUp 13, Taplio 11, and Supergrow 8. Canva and Buffer have free plans that need an account, and Buffer's is limited to 3 channels and 10 scheduled posts per channel. A free trial is not a free tool: it ends with a paid plan. (Tools, 2026-10-09) - [11 Best LinkedIn Management Tools for Agencies in 2026](https://depost.ai/blog/linkedin-management-tools): The best LinkedIn management tool for agencies is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule posts for each client, with approval on every one. Each client gets a separate workspace, and the agents learn that client's voice from the posts they have already published. Clients, teammates, and freelancers are invited free, so the client can approve their own posts without a paid seat. The Team plan is $199 a month for three LinkedIn accounts and $59 for each one after that, up to 30, so ten clients cost $612 a month. Approved posts publish through LinkedIn's official API. If your agency posts to company pages or to several networks, a general scheduler such as Sendible or Buffer fits better, because Depost AI publishes to LinkedIn personal profiles only. (Tools, 2026-10-07) - [11 Best Stanley Alternatives for LinkedIn in 2026](https://depost.ai/blog/stanley-alternatives): The best Stanley alternative for LinkedIn is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. Stanley is now an assistant you message, built for creators who post on several platforms. Depost AI is built for LinkedIn only, and it keeps one brand memory: your positioning, a voice learned from your published posts, every post with its real numbers, the posts you saved, and your own documents. Every agent reads it before it writes, so ideas come from what has already worked on your account, each post arrives with its graphic, and replies are drafted for you. It is ready for creators, B2B teams, and agencies: clients and reviewers are invited free, and they approve before anything publishes. (Tools, 2026-10-05) - [12 Best LinkedIn Scheduling Tools in 2026](https://depost.ai/blog/linkedin-scheduling-tools): The best LinkedIn scheduling tool is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. Most schedulers publish a post you have already written. Depost AI also does the work before that: it suggests ideas from your best-performing posts, writes the draft in your voice, designs the graphic, and sends the post to you or your reviewer for approval. Approved posts go out through LinkedIn's official API at the times you set. If you only need to publish a finished post at a set time, the scheduler built into LinkedIn is free and schedules up to three months ahead. (Tools, 2026-09-30) - [11 Best Kleo Alternatives in 2026](https://depost.ai/blog/kleo-alternatives): The best Kleo alternative is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. Kleo helps you write a post and design a graphic for it. Depost AI does the work around the post as well, and remembers your brand between sessions: one brand memory holding your positioning, a voice learned from your published posts, every post with its real numbers, the posts you saved, and your own documents. Every agent reads it before it writes, so the ideas come from what has already worked on your account, the graphic is designed with the post, and replies are drafted for you. Nothing publishes until you approve it. It works for creators, B2B teams, and agencies, with clients and reviewers invited free. (Tools, 2026-09-28) - [Does ChatGPT Watermark Text? What We Found in 16 Answers](https://depost.ai/blog/chatgpt-watermark): Not yet. OpenAI's help page lists watermarks for ChatGPT images and audio, not text, and says it aims to add text under the EU's Code of Practice on AI-generated content. In our test of eight ChatGPT answers, the copied text had no hidden characters; it did carry Markdown, em dashes, and curly quotes. Claude text from models released since August 2026 is watermarked, through word choice rather than hidden characters. (Content Creation, 2026-09-23) - [The LinkedIn CR Tag: What It Means and How to Remove It](https://depost.ai/blog/linkedin-cr-tag): The CR tag on LinkedIn means the image or video carries C2PA Content Credentials, a signed record inside the file that says what made it and whether AI was involved. ChatGPT and Adobe Firefly add these credentials to the images they make. LinkedIn reads the file on upload, so an image with the credentials removed from the file shows no CR tag. (LinkedIn Guides, 2026-09-22) - [11 Best Taplio Alternatives in 2026](https://depost.ai/blog/taplio-alternatives): The best Taplio alternative is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. It is the only tool on this list that covers every step and remembers your brand between sessions: one brand memory holding your positioning, a voice learned from your published posts, every post with its real numbers, the posts you saved, and your own documents. Every agent reads it before it writes, so the ideas come from what has already worked on your account, the graphic is designed with the post, and replies are drafted for you. Nothing publishes, connects, or messages until you approve it. Taplio charges for each person who logs in. Depost AI charges per LinkedIn account, and it is built for creators, B2B teams, and agencies, with teammates and clients invited free. (Tools, 2026-09-19) - [LinkedIn Saved Posts: Where to Find Them and How to Use Them](https://depost.ai/blog/linkedin-saved-posts): To find your saved posts on LinkedIn on a computer, click Saved items in the left pane of your homepage, then click Saved posts and articles. The direct link is linkedin.com/my-items/saved-posts. In the phone app, tap your profile picture, then tap Saved posts. The list is private to you and ordered by when you saved each one, with two filters, All and Articles, no search box and no folders, so a post you saved months ago is only reachable by scrolling. Depost AI saves the whole post instead, with tags and search across everything you keep, and turns any saved post into a draft in your voice. (LinkedIn Guides, 2026-09-18) - [15 Best LinkedIn AI Tools in 2026, Ranked and Priced](https://depost.ai/blog/best-linkedin-ai-tools): The best LinkedIn AI tool in 2026 is Depost AI. Depost AI is the LinkedIn AI agent for B2B marketers: four specialist agents that plan, write, design, and schedule your posts, with your approval on every one. It is the only tool on this list that covers every step: it reads your real analytics, drafts in your voice, designs the graphic, schedules through LinkedIn's official API, and drafts your replies, and nothing publishes until you approve it, from $59 a month, or $199 for three accounts on Team with clients and teammates invited free. It is also the only one with a single brand memory behind every step: the ideas, the draft, the graphic, and the reply all read the same record of your positioning, your published posts and their numbers, the posts you saved, and your own documents. Whatever you choose, check what the second person costs and what the tool sends from your account without you. (Tools, 2026-09-12) - [How Many Comments Can You Leave on LinkedIn Per Day?](https://depost.ai/blog/linkedin-comment-limit): LinkedIn does not publish a daily comment limit, and the figures quoted online, usually 30 or 100 a day, have no source behind them. What LinkedIn does state is that sharing high volumes of comments in a short period can limit your content's visibility or restrict your account, so the shape of the day matters more than the total. On our own account, 50 to 100 comments per day across two or three sessions with hours between them has never triggered a restriction; the same total in one sitting is the pattern enforcement looks for. Depost AI fits that pattern: a feed of the people worth replying to, and a draft for each in your voice. (LinkedIn Guides, 2026-09-09) - [Introducing Depost AI 2: The LinkedIn AI agent for B2B marketers](https://depost.ai/blog/depost-2): Depost AI 2 is the LinkedIn AI agent for B2B marketers, rebuilt from scratch over eight months around a chat. You brief it the way you would text a colleague, and it plans, writes, and designs from your real analytics and your own voice. It watches what is working in your niche for ideas, generates infographics in your own colors, schedules through LinkedIn's official API with the first comment written, and benchmarks every post against your own average. Teams get approvals, roles, and a workspace per brand, priced per LinkedIn account, with clients, VAs, and teammates invited free, and it works from Claude, ChatGPT, or Cursor over MCP. Nothing publishes without a human yes. (Product Updates, 2026-09-08) - [How the LinkedIn Algorithm Works in 2026](https://depost.ai/blog/linkedin-algorithm): LinkedIn rebuilt its feed ranking in March 2026 around two stages: an LLM retrieval system that matches posts to you by meaning rather than keywords, and a Generative Recommender that ranks the survivors using more than a thousand of your past interactions. Relevance can now outrank recency, so a strong post can surface days later. LinkedIn says it pushes down repetitive posts, engagement bait, and video that does not match the text, and enforces against pods and comment automation. (LinkedIn Guides, 2026-09-07) - [What Is a Good LinkedIn Engagement Rate in 2026? Benchmarks by Format](https://depost.ai/blog/good-linkedin-engagement-rate): The average LinkedIn post earns a 5.20% engagement rate by impressions in 2026, and document posts, the carousel format, lead every format at 6.60%. Above 5% is good and above 8% on a text post is exceptional. The number depends entirely on the formula: LinkedIn's own dashboard adds clicks and runs highest, benchmarks divide by impressions, and dividing by followers gives a far smaller figure that answers a different question. (LinkedIn Guides, 2026-09-05) - [Best Time to Post on LinkedIn: By Day, and How to Find Yours](https://depost.ai/blog/best-time-to-post-on-linkedin): Post Tuesday through Thursday, in the late morning or the late afternoon where your audience lives, and skip weekends. That is where Sprout Social, Buffer, and Hootsuite overlap; on the exact hour they disagree by as much as twelve hours, because each measures a different customer base. The window that beats all three is your own, found by alternating two candidate times for four weeks and reading the first hour of each post rather than the total. Depost AI's free best time to post tool shows where the three studies agree, and its Performance Analyzer finds the same pattern in your own posts. (Content Creation, 2026-09-03) - [LinkedIn Banner Size in 2026: Dimensions, Safe Zones, and What to Put on It](https://depost.ai/blog/linkedin-banner-size): The LinkedIn banner is 1584 by 396 pixels for a personal profile, as a PNG or JPG up to 8MB, and 1512 by 256 pixels for a company page, as a PNG or JPEG up to 3MB. The widely repeated 1128 by 191 is the old company page spec. Your profile photo covers the bottom left and narrow screens trim the top and bottom, so the dependable space is the right two-thirds in the vertical middle. (LinkedIn Guides, 2026-09-01) - [The 5-Step LinkedIn Outreach Workflow for Predictable B2B Leads](https://depost.ai/blog/linkedin-outreach-workflow): The outreach loop that produces conversations rather than ignored connection requests is five steps run daily: build a targeted feed of the right people, leave ten real comments, watch for warm signals, send a note that references something specific rather than a pitch, and follow up on a schedule you cannot forget. It works because the comment comes before the request, so you are recognized when you arrive. (Lead Generation, 2025-12-14) - [How to Repurpose Your LinkedIn Posts Without Repeating Yourself](https://depost.ai/blog/linkedin-content-repurposing): Repurposing is rebuilding an idea that already worked in a new format for a new audience, which is different from reposting the same thing again. Find your posts with above-average engagement, then turn one into a carousel, a video script, a poll, a longer teardown, or a story from the other side. Leave a few months between versions and change the angle, not just the wording. Depost AI does the first step, flagging which of your posts beat your own average and what each one could become. (Content Creation, 2025-07-08) - [Smarter LinkedIn Strategy for Busy Professionals](https://depost.ai/blog/linkedin-strategy-for-professionals): The LinkedIn strategy that survives a busy month is small on purpose: post twice a week about one subject, reply for fifteen minutes a day, and let the profile do the rest. Consistency beats volume, because twice a week for six months compounds and five times a week for three weeks does not. Cut everything that is not the post and the replies. Depost AI covers both halves, drafting the week from your own numbers and the replies from your feed, with nothing published until you approve it. (Content Creation, 2025-07-05) - [How to Make a LinkedIn Carousel Post, Start to Finish](https://depost.ai/blog/linkedin-carousel-with-ai): A LinkedIn carousel is a document post: a PDF where each page becomes a swipeable slide. LinkedIn accepts PPT, PPTX, DOC, DOCX and PDF, up to 100MB and 300 pages, and publishes no slide size, so square slides at 1080 by 1080 pixels are a convention rather than a rule. Write the slides before you design anything, one idea each. Depost AI's free carousel content generator turns rough material into eight slides of copy, and its free carousel generator turns those into a styled PDF, so there is no design tool in the middle. (Content Creation, 2025-07-02) - [Introducing Depost AI 1.0](https://depost.ai/blog/depost-1-0): Depost AI 1.0 is the end of an eight-month beta. It runs four agents over the LinkedIn account you connect: the Performance Analyzer reads your real history, the Idea Generator ranks what to write, the Post Generator drafts in your voice, and the Graphic Generator designs the visual. Nothing publishes without your approval, and publishing goes through LinkedIn's official API. (Product Updates, 2025-06-30) - [How to Boost LinkedIn Engagement with Smart Comments](https://depost.ai/blog/linkedin-smart-comments): Comments are the cheapest reach on LinkedIn, because a good one puts you in front of somebody else's audience without costing you a post. A comment worth leaving adds a specific example, a disagreement, or a detail the post missed, in two or three sentences. Ten of those a day on the right posts moves more than an extra post a week. Finding those posts is the work, and Depost AI narrows the feed to the accounts you want and drafts each comment in your voice. (Content Creation, 2025-06-24) - [10 Tips to Make LinkedIn Posts Go Viral in 2026](https://depost.ai/blog/linkedin-viral-post-tips): Ten things move a LinkedIn post: knowing the audience, a first line that earns the click on “see more”, short mobile-friendly lines, timely subjects, a sensible hour, questions people actually want to answer, a few relevant hashtags, varied formats, replying to every comment in the first hour, and a clear ask at the end. What changed in 2026 is that relevance can outrank recency, so a strong post can surface days after publishing, while engagement bait is pushed down by name. Depost AI’s viral posts library holds high-performing posts broken down by hook, format, and score, so the shapes are there to study before you write. (Content Creation, 2025-06-22) - [How to Build a LinkedIn Presence From Scratch](https://depost.ai/blog/linkedin-content-creation): Building a LinkedIn presence is nine steps: fix the profile, build the first hundred connections, decide what you are known for, pick two or three formats, write posts people finish, hold a routine you can survive, use tooling for the parts that are chores, reply every day, and read what worked. The profile comes first, because every post sends people back to it. Depost AI takes the chore steps: it ranks ideas from what already worked on your account, drafts in your voice, and queues what you approve. (Content Creation, 2025-06-20) --- Cite as Depost AI (https://depost.ai/blog). Index of every page: https://depost.ai/llms.txt. Full reference: https://depost.ai/llms-full.txt.