Imagine AI
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Middleware

Dev Tools & Infrastructure · 10.5K followers · LinkedIn benchmark, all time (original)

data through 2026-08-25

Momentum — all time

Posts

421

Posts/wk

3.4

Avg engagement

24.9

smart avg / post

Momentum

-57%

2nd half of window vs 1st

2024-05-08 → 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) — page + team, 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 2026-05-06 — employee scrapes lag this window; low numbers here mean stale data, not a quiet team.

Company page posts — counted in every number on this pageExclude

What drives engagement

Smart avg engagement per post across every post in this window. Gray rows at the bottom are under the sample floor (22+ posts per category, 22+ per format) — too few posts to trust the average.

By category

Company Update4322 posts
Event41.185 posts
Product Update20120 posts
Industry Insight14.2152 posts
Hiring / Recruiting46.99 posts · low n
Personal Story30.71 post · low n
Celebratory Announcement28.819 posts · low n
Customer Highlight25.87 posts · low n
Meme / Humor25.86 posts · low n

By format

Video38.731 posts
Text Only3050 posts
Document26.427 posts
Image20.4302 posts
Carousel51.711 posts · low n

Best day: Friday. Best time block: 9am–12pm UTC. Timing detail is in the Cadence chart above.

Best performing posts

  • 2024-05-08 · Laduram Vishnoi · Hiring / Recruiting404 eng. (316 likes · 87 comments · 1 shares)

    🚀 Big News! 🚀 Middleware is thrilled to announce that our team has grown to 50 amazing individuals! 🎉 Each member of our team has played …

    View post →
  • 2024-11-14 · Laduram Vishnoi · Event280 eng. (269 likes · 10 comments · 1 shares)

    Middleware is at #KubeCon this year in Salt Lake City! Come visit us at our booth - it's an awesome event with an incredible crowd.

    View post →
  • 2025-06-26 · Laduram Vishnoi · Product Update279 eng. (233 likes · 34 comments · 12 shares)

    We're thrilled to introduce Ops AI — your intelligent observability co-pilot that not only detects production issues but also automatically …

    View post →
  • 2026-05-06 · Laduram Vishnoi · Product Update187 eng. (134 likes · 30 comments · 23 shares)

    Big day for us at Middleware 🚀 We're launching OpsAI, an AI SRE agent that detects, diagnoses, and resolves production issues across your f…

    View post →
  • 2024-10-11 · Laduram Vishnoi · Event177 eng. (171 likes · 6 comments · 0 shares)

    We at Middleware hosted two incredible events for #SFTechWeek, featuring speakers like Travis Hedge, Co-founder of Vouch Insurance (YC S19),…

    View post →

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

  • 2026-01-20 · Company page · Product Update2 eng. (2 likes · 0 comments · 0 shares)

    Installing the Middleware Agent in Kubernetes is the first step toward full-stack observability. In this video, we walk you through the agen…

    View post →
  • 2026-06-18 · Company page · Industry Insight3 eng. (3 likes · 0 comments · 0 shares)

    If you’ve ever stared at Event Viewer wondering which Windows error actually matters, this one’s for you. We’ve put together a step‑by‑step …

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  • 2026-03-30 · Company page · Industry Insight4 eng. (4 likes · 0 comments · 0 shares)

    A single user request can touch 10+ services before returning a response. When something breaks, how do you know where it started? That's ex…

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  • 2026-05-18 · Company page · Product Update4 eng. (3 likes · 0 comments · 1 shares)

    Running workloads on Amazon EKS with Fargate and still struggling with logs and visibility? We just published a practical guide on how to mo…

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  • 2026-05-28 · Company page · Industry Insight4 eng. (4 likes · 0 comments · 0 shares)

    Most teams say they “have logs” and “have monitoring”, but still struggle to see what’s really happening in production. Our new post explain…

    View post →

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