Imagine AI
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ScyllaDB

Dev Tools & Infrastructure · 29.7K followers · LinkedIn benchmark, last 90 days (original)

data through 2026-09-21
Excluding from this report:Company page reset

Momentum vs prior 90 days

Posts

18

+100%

Posts/wk

1.4

+100%

Avg engagement

10.7

smart avg / post

+51%

Momentum

not enough posts

2nd half of window vs 1st

2026-07-02 → 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 week — green gaining, red losing

Category mix

Cadence

Average engagement by day posted (Pacific time)

Team contribution

Team data through 2026-08-03 — 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 (8+ posts per category, 8+ per format) — too few posts to trust the average.

By category

Industry Insight9.711 posts
Event11.22 posts · low n
Customer Highlight11.23 posts · low n
Product Update11.11 post · low n
Meme / Humor111 post · low n

By format

Text Only10.614 posts
Image11.14 posts · low n

Best time block: 12pm–3pm UTC. Timing detail is in the Cadence chart above.

Best performing posts

  • 2026-07-27 · Scotty May · Industry Insight26 eng. (26 likes · 0 comments · 0 shares)

    🚨 Throwing more GPUs at your LLM won't solve your scaling problem. Here is the silent bottleneck quietly breaking production AI architectur…

    View post →
  • 2026-07-13 · Scotty May · Customer Highlight22 eng. (20 likes · 1 comments · 1 shares)

    What happens in the 50 milliseconds after you click “Pay” on PayPal? Behind the scenes, a massive high-stakes battle against fraud takes pla…

    View post →
  • 2026-07-31 · Scotty May · Product Update17 eng. (10 likes · 1 comments · 6 shares)

    LangGraph makes building agentic workflows effortless. But scaling those agents to enterprise production? That’s a state management challeng…

    View post →
  • 2026-07-28 · Scotty May · Event16 eng. (13 likes · 1 comments · 2 shares)

    Agentic AI is officially pushing real-time fraud detection into high gear. ⚡️ At the AMD Advancing AI 2026 event, Aerospike showcased its wo…

    View post →
  • 2026-07-14 · Scotty May · Customer Highlight16 eng. (14 likes · 0 comments · 2 shares)

    How do you scale your fraud data by 1,000% while slashing transaction latency by 80%? 💳 Ask Barclays. Processing tens of millions of paymen…

    View post →

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

  • 2026-07-14 · Michael Malgeri · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    Worth 2 minutes IMO #ai #datacenters.

    View post →
  • 2026-07-16 · Michael Malgeri · Industry Insight0 eng. (0 likes · 0 comments · 0 shares)

    This is similar to President Carter asking citizens to where sweaters. President Carter was largely considered politically left-of-center, b…

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  • 2026-07-22 · Scotty May · Customer Highlight4 eng. (4 likes · 0 comments · 0 shares)

    Milliseconds matter when you’re processing 30 million transactions a day. ⏱️💳 For Barclays, fraud detection sits directly in the payment au…

    View post →
  • 2026-07-23 · Scotty May · Industry Insight4 eng. (3 likes · 0 comments · 1 shares)

    Are you paying 10x more for your cloud database infrastructure just to get a fraction of the performance? A benchmark study by McKnight Cons…

    View post →
  • 2026-07-29 · Scotty May · Industry Insight4 eng. (4 likes · 0 comments · 0 shares)

    Redis is every engineering team’s default starting point for speed. And for good reason -- it’s simple, low-latency, and fast to ship. Until…

    View post →

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