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AI Infrastructure · 59.5K followers · LinkedIn benchmark, all time (original)

data through 2026-09-09
Excluding from this report:Company page reset

Momentum — all time

Posts

267

Posts/wk

2.4

Avg engagement

74.4

smart avg / post

Momentum

-27%

2nd half of window vs 1st

2024-08-07 → 2026-09-30 · Benchmark by Imagine AI · methodology at benchmark.imagineai.me/dashboard/methodology

Engagement trend

Posting volume (bars) vs average engagement per post (line) — team only, original posts

Momentum over time

Change in average engagement per post vs the previous month — green gaining, red losing

Category mix

Cadence

Average engagement by day posted (Pacific time)

Team contribution

Team data through 2026-07-30 — employee scrapes lag this window; low numbers here mean stale data, not a quiet team.

Company page posts — not counted in this reportExcluded — undo

What drives engagement

Smart avg engagement per post across every post in this window. Gray rows at the bottom are under the sample floor (14+ posts per category, 14+ per format) — too few posts to trust the average.

By category

Industry Insight129.2106 posts
Product Update90.953 posts
Personal Story7318 posts
Event48.272 posts
Hiring / Recruiting102.72 posts · low n
Customer Highlight91.82 posts · low n
Company Update86.73 posts · low n
Celebratory Announcement847 posts · low n
Meme / Humor834 posts · low n

By format

Image18792 posts
Video107.114 posts
Document7017 posts
Text Only21.5134 posts
Carousel99.310 posts · low n

Best day: Thursday. Best time block: 3pm–6pm UTC. Timing detail is in the Cadence chart above.

Best performing posts

  • 2025-03-24 · Danny Williams · Industry Insight1.8K eng. (1.6K likes · 61 comments · 193 shares)

    Single-vector embeddings are so 2022. There's a quiet revolution happening within multi-vector models, and you'll never look back. Typical v…

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  • 2025-10-07 · Danny Williams · Industry Insight1.5K eng. (1.3K likes · 44 comments · 137 shares)

    I've been building RAG systems wrong this whole time. Turns out we're processing 90% irrelevant information. REFRAG fixes this massive incon…

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  • 2025-01-30 · Danny Williams · Industry Insight1.4K eng. (1.2K likes · 35 comments · 133 shares)

    You might think that DeepSeek R1 was trained the same as other top LLMs. You’d be wrong - it’s way different. Most LLMs are trained in a few…

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  • 2025-05-15 · Danny Williams · Industry Insight1.2K eng. (1.0K likes · 63 comments · 112 shares)

    I've spent months fighting with LLMs to write correct queries. This paper finally solves it. Instead of forcing LLMs to generate SQL directl…

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  • 2025-09-17 · Danny Williams · Industry Insight1.1K eng. (921 likes · 23 comments · 134 shares)

    You might think all chunking strategies are created equal. You'd be wrong - the difference is 𝘮𝘢𝘴𝘴𝘪𝘷𝘦. Chunking is arguably the most …

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Worst performing posts — settled posts only (published ≥7 days before the data edge)

  • 2025-04-24 · ⚙️Mohd S. · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    If AI helps seniors 10x their output, it can help juniors 10x their learning. A World Bank study [1] found students using AI as a virtual tu…

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  • 2025-05-08 · ⚙️Mohd S. · Meme / Humor0 eng. (0 likes · 0 comments · 0 shares)

    Every time I hear someone say something like “Quantum Computing is a game changer because it explores all possible solutions at once”, I get…

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  • 2025-06-25 · ⚙️Mohd S. · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    Been watching the evolution of global cannabis markets, and Thailand's latest move to recriminalize recreational use is quite the plot twist…

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  • 2025-08-06 · ⚙️Mohd S. · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    Guess the Agentic AI coding bubble has finally popped…😏 If AI like Devin can be expected to 3–4× developer productivity [1], why not just l…

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  • 2025-10-28 · ⚙️Mohd S. · Personal Story0 eng. (0 likes · 0 comments · 0 shares)

    The moment you trust AI with 'low-stakes' code is the moment it embeds a bug you can't debug. I recently hit an HTTP status code error. Sinc…

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